46 results on '"Niccolo Giannetti"'
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2. Design of a Numerical Simulator for Finned-Tube Heat Exchangers with Arbitrary Circuitry
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Niccolo Giannetti, Seiichi Yamaguchi, John Carlo S. Garcia, Daryl Anne B. Varela, Menandro S. Berana, Richard Jayson Varela, and Kiyoshi Saito
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Fluid Flow and Transfer Processes ,Refrigerant ,Materials science ,Mechanical Engineering ,Heat exchanger ,Tube (fluid conveyance) ,Condensed Matter Physics ,Simulation - Abstract
A numerical simulator that can handle a finned-tube heat exchanger with a complex refrigerant circuitry is presented. The model is based on a tube-by-tube approach in which each tube is considered ...
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- 2021
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3. Prediction of two-phase flow distribution in microchannel heat exchangers using artificial neural network
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Niccolo Giannetti, Sholahudin, Mark Anthony Redo, Jongsoo Jeong, Hyun-Young Kim, Kiyoshi Saito, and Seiichi Yamaguchi
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Flexibility (engineering) ,Artificial neural network ,Computer science ,Mechanical Engineering ,Bayesian probability ,0211 other engineering and technologies ,Experimental data ,02 engineering and technology ,Building and Construction ,Overfitting ,Data set ,020401 chemical engineering ,Micro heat exchanger ,Range (statistics) ,021108 energy ,0204 chemical engineering ,Algorithm - Abstract
Due to the intrinsic complexity of two-phase flow distribution and the limited mathematical flexibility of conventional formulations of the phenomenon, previous attempts generally fall short in the accuracy and applicability of their prediction. To address these issues, this study focuses on methods with higher mathematical flexibility. Specifically, the construction and training of Artificial Neural Network (ANN) is presented for the identification of this complex phenomenon. The interaction of the numerous physical phenomena, occurring at different scales, is thus represented by the network structure, offering a formulation capable of achieving higher accuracy. Experimental data from a full-scale heat exchanger of an air-conditioning system operating over a wide range of conditions are used to train and test the ANN. The network optimisation with Bayesian regularisation against experimental data leads to a structure featuring 4 inputs, 3 hidden layers, and 3 neurons for each layer, which demonstrates deviations on the single output mostly lower than ± 10% and a correlation index higher than 98%, when the whole data set is used for training the ANN. The analysis of the network optimisation for different shares of data used for the network testing, shows higher training and testing accuracy as the number of training data increases, along with no apparent overfitting.
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- 2020
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4. Scalable Ann Model for Cost-Effective and Non-Intrusive Performance Prediction of Air Conditioning Installations
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S Sholahudin, Kiyoshi Saito, Niccolo Giannetti, Yoichi Miyaoka, and Katsuhiko Tanaka
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- 2022
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5. Dynamic analysis of single–double-effect absorption chiller with variable thermal conductance during partial-load operation
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Arnas Lubis, Niccolo Giannetti, Muhammad I. Alhamid, Kiyoshi Saito, and Hajime Yabase
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Energy Engineering and Power Technology ,Industrial and Manufacturing Engineering - Published
- 2023
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6. Emulator-type load-based tests for dynamic performance characterization of air conditioners
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Niccolo Giannetti, Shun Matsui, Ryohei Mori, Jongsoo Jeong, Hifni Mukhtar Ariyadi, Yoichi Miyaoka, Eisuke Togashi, and Kiyoshi Saito
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Mechanical Engineering ,Building and Construction ,Electrical and Electronic Engineering ,Civil and Structural Engineering - Published
- 2022
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7. Development and validation of a variational formulation of Two-Phase flow distribution
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Mark Anthony Redo, Niccolo Giannetti, Hiroaki Yoshimura, Kiyoshi Saito, and Manabu Watanabe
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Fluid Flow and Transfer Processes ,Mechanical Engineering ,General Physics and Astronomy - Published
- 2022
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8. Optimization of HVAC system energy consumption in a building using artificial neural network and multi-objective genetic algorithm
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Teuku Meurah Indra Mahlia, Sholahudin, Kiyoshi Saito, Nasruddin, Niccolo Giannetti, and Pujo Satrio
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Renewable Energy, Sustainability and the Environment ,Computer science ,business.industry ,020209 energy ,Energy Engineering and Power Technology ,Variable air volume ,02 engineering and technology ,Energy consumption ,Dedicated outdoor air system ,Thermostat ,Reliability engineering ,law.invention ,Chiller boiler system ,020401 chemical engineering ,law ,Air conditioning ,HVAC ,0202 electrical engineering, electronic engineering, information engineering ,Passive solar building design ,0204 chemical engineering ,business - Abstract
The optimization of heating, ventilating and air conditioning (HVAC) system operations and other building parameters intended to minimize annual energy consumption and maximize the thermal comfort is presented in this paper. The combination of artificial neural network (ANN) and multi-objective genetic algorithm (MOGA) is applied to optimize the two-chiller system operation in a building. The HVAC system installed in the building integrates radiant cooling system, variable air volume (VAV) chiller system, and dedicated outdoor air system (DOAS). Several parameters including thermostat setting, passive solar design, and chiller operation control are considered as decision variables. Subsequently, the percentage of people dissatisfied (PPD) and annual building energy consumption is chosen as objective functions. Multi-objective optimization is employed to optimize the system with two objective functions. As the result, ANN performed a good correlation between decision variables and the objective function. Moreover, MOGA successfully provides several alternative possible design variables to achieve optimum system in terms of thermal comfort and annual energy consumption. In conclusion, the optimization that considers two objectives shows the best result regarding thermal comfort and energy consumption compared to base case design.
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- 2019
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9. Film rupture and partial wetting over flat surfaces with variable distributor width
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Niccolo Giannetti, Seiichi Yamaguchi, Piyatida Trinuruk, and Kiyoshi Saito
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Fluid Flow and Transfer Processes ,Environmental Engineering ,Materials science ,020209 energy ,0211 other engineering and technologies ,Distributor ,02 engineering and technology ,Building and Construction ,Stability (probability) ,021105 building & construction ,Thermal engineering ,0202 electrical engineering, electronic engineering, information engineering ,Wetting ,Composite material - Abstract
The effect of film stability and wetting behavior under an imposed fluid distribution width on falling film transfer devices for thermal engineering systems are investigated with reference to a var...
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- 2019
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10. Simplified expressions of the transfer coefficients on a partially wet absorber tube
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Kiyoshi Saito, Niccolo Giannetti, and Seiichi Yamaguchi
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Mass transfer coefficient ,Absorption (acoustics) ,Materials science ,Differential equation ,020209 energy ,Mechanical Engineering ,02 engineering and technology ,Building and Construction ,Heat transfer coefficient ,Mechanics ,021001 nanoscience & nanotechnology ,Nusselt number ,Mass transfer ,Heat transfer ,0202 electrical engineering, electronic engineering, information engineering ,0210 nano-technology ,Mass fraction - Abstract
A simplified analytical solution of the governing differential equation for falling film absorption around a smooth horizontal tube is developed and compared to numerical results and experimental data from literature. Besides the assumption of a linear temperature profile, linear interfacial equilibrium together with the hypotheses of small mass-penetration are applied at the film interface to reach closed analytical expressions of the temperature and mass fraction fields, which can be used to estimate the local and average heat and mass transfer coefficients within falling film absorbers and generators. The noteworthy agreement with numerical results supports the simplifying assumptions introduced, and the inclusion of partial-wetting effects brings the results closer to the experimental data from previous literature, widening the applicability of this formulation.
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- 2019
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11. Characterization of two-phase flow distribution in microchannel heat exchanger header for air-conditioning system
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Seiichi Yamaguchi, Koji Enoki, Hyun-Young Kim, Kiyoshi Saito, Niccolo Giannetti, Jongsoo Jeong, and Mark Anthony Redo
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Fluid Flow and Transfer Processes ,Mass flux ,Materials science ,Microchannel ,Mechanical Engineering ,General Chemical Engineering ,Aerospace Engineering ,02 engineering and technology ,Mechanics ,01 natural sciences ,010305 fluids & plasmas ,020401 chemical engineering ,Nuclear Energy and Engineering ,0103 physical sciences ,Header ,Vapor quality ,Micro heat exchanger ,Mass flow rate ,Two-phase flow ,0204 chemical engineering ,Evaporator - Abstract
The two-phase flow distribution behavior of R410A within the vertical header of a microchannel heat exchanger with multiple horizontally oriented microchannel flat tubes was investigated and is reported in this paper. Unlike most previous studies, which examined the distribution at lower flowrates applicable mostly to automobile applications, this work evaluated higher flowrates relevant to actual air conditioning evaporator applications with larger size headers. The following operating conditions, were utilized: an inlet mass flowrate that varied from 40 to 200 kg h−1 (mass flux of 27–250 kg m−2 s−1 in the header), vapor qualities of 0.1, 0.2, and 0.6, and evaporating temperatures of 10 and 15 °C. The tube protrusion depth into the header was set at 0 and 50%. Flow distribution profiles derived from the experiment measurements and clear visualization images captured by a high speed camera showed that the distribution improves for increased inlet mass flux at low vapor quality, while a 5 °C difference in evaporating temperature does not yield a substantial distribution change. A 50% protrusion produces higher inertial forces pushing the liquid level towards the top section. A correlation was developed to predict the liquid distribution by relating the portion of liquid exiting the branch tube to the liquid at the immediate header as a function of the liquid Froude number.
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- 2019
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12. Absorption heat transformer - state-of-the-art of industrial applications
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Alberto Coronas, Tatsuo Fujii, P. Babu, Niccolo Giannetti, José Luis Corrales Ciganda, Seiichi Yamaguchi, Felix Ziegler, Falk Cudok, Naoyuki Inoue, Jun Aoyama, and Kiyoshi Saito
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Absorption (acoustics) ,Renewable Energy, Sustainability and the Environment ,business.industry ,020209 energy ,02 engineering and technology ,Chemical industry ,Reliability (semiconductor) ,Heat recovery ventilation ,Waste heat ,0202 electrical engineering, electronic engineering, information engineering ,Environmental science ,Electric power ,Absorption heat pump ,ddc:620 ,Process engineering ,business ,Transformer (machine learning model) - Abstract
The use of waste heat or low-exergy heat sources represents a strategic opportunity to reduce the environmental footprint and operation cost of industrial processes. The absorption heat transformer, also known as absorption heat pump type II, is a thermal machine which can boost the temperature of a heat flow by using a negligible amount of electrical power. However, owing to the lack of established technical knowledge and the absence of comprehensive recordings of successful heat transformer applications, the feasibility and reliability of absorption heat transformers have been questioned and the diffusion of this technology remained limited. Therefore, in this paper, all the industrial applications of the absorption heat transformer that are recorded in previous literature and yet unpublished reports are presented and discussed. In addition to literature research, intense knowledge exchange with three leading manufacturers of absorption heat transformers gave an accurate perspective on the technological level of commercial products and operative installations. It is shown that between 1981 and 2019, 48 absorption heat transformers have been installed in 42 plants with a total capacity of ≈ 134 MW . Two main implementation periods, separated by 25 years of infrequent heat transformer installations, have been recognised. More than 74% of the installations were in Asia. Approximately 61 % of the heat transformer installations were applied into the chemical industry. Therefore, through the analysis of the technical challenges and their solutions, along with related economical aspects of heat transformer installations, the effective state-of-the-art of this technology is presented and discussed.
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- 2021
13. Errata: Formulation of steady-state void fraction through the principle of minimum entropy production [Journal of Thermal Science and Technology (2020jtst0025)]
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Niccolo Giannetti, Kiyoshi Saito, and Hiroaki Yoshimura
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Thermal science ,Physics ,Steady state (electronics) ,Production (economics) ,General Materials Science ,Mechanics ,Porosity ,Engineering (miscellaneous) ,Instrumentation ,Atomic and Molecular Physics, and Optics ,Minimum entropy - Published
- 2020
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14. Multiobjective geometry optimization of microchannel heat exchanger using real-coded genetic algorithm
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Takafuji Ryoichi, Niccolo Giannetti, John Carlo S. Garcia, Hiroki Tanaka, Houfuku Mamoru, Kiyoshi Saito, and Yuichi Sei
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Volume (thermodynamics) ,Control theory ,Genetic algorithm ,Micro heat exchanger ,Energy Engineering and Power Technology ,Energy minimization ,Nusselt number ,Multi-objective optimization ,Industrial and Manufacturing Engineering ,Mathematics ,Power (physics) ,Fin (extended surface) - Abstract
In this paper, a multiobjective optimization of the structure of a flat-tubed microchannel heat exchanger is performed to reduce its volume and fan power at a specified capacity. Design variables include tube height, tube width, tube length, fin height, and fin pitch. A weight-based, real-coded genetic algorithm is implemented to optimize the design variables within their specified range of dimensions. To further improve the numerical simulations of the microchannel heat exchanger performance, correlations for the air-side Nusselt number, friction factor, and fin efficiency are developed and validated. In the optimization, the Pareto optimal fronts are obtained by varying weights of the two conflicting objectives. A reference microchannel heat exchanger operating at different capacities is optimized. Results show that the volume and fan power of the reference microchannel heat exchanger can be reduced by up to 45% and 51% respectively, depending on the weighting factor selected. The optimization approach of this study provides the optimal solutions at the given domain of geometric parameter dimensions.
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- 2022
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15. Performance assessment of an R32 commercial heat pump water heater in different climates
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Takashi Tsuchino, Yoichi Miyaoka, Muhamad Yulianto, Kiyoshi Saito, Niccolo Giannetti, Zheng Ge, Masakazu Urakawa, Liang Li, Shigeru Taira, and Takaoki Suzuki
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geography ,geography.geographical_feature_category ,Renewable Energy, Sustainability and the Environment ,Energy Engineering and Power Technology ,Humidity ,Atmospheric sciences ,Inlet ,Refrigerant ,Power consumption ,Air temperature ,Tropical climate ,Temperate climate ,Environmental science ,Heat pump water heater - Abstract
This study evaluates the performance of a heat pump water heater (HPWH) that uses low-global warming refrigerant in several climatic conditions. The performance assessment methodology adopted was based on the development and validation of a numerical simulator for the assessment of the performance of HPWH. The validation was achieved with dedicated experiments with a commercial R32 HPWH based on considerations of different climatic conditions, such as tropical climates, and summer, interim, and winter seasons, representative of temperate climates. The recorded deviations between the experimental and simulation for several system characterization were below 3%. The different climatic conditions were represented in terms of air temperature, humidity, and inlet water temperature. The influences of the climate on the system characterization is discussed based on experiments and simulations and based on the assessments of the temperature achievement, power consumption, P–h diagram, heating capacity, COP, and life-cycle climate performance (LCCP). The assessment results show that the system operation in the representative condition of a tropical climate yields the highest COP (approximately equal to 5.4) and according to the LCCP assessment, the lowest CO2 emissions.
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- 2022
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16. Variational formulation of non-equilibrium void fraction
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Moojoong Kim, Kiyoshi Saito, Hiroaki Yoshimura, and Niccolo Giannetti
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Fluid Flow and Transfer Processes ,Physics ,Surface tension ,Entropy (classical thermodynamics) ,Flow (mathematics) ,Heat flux ,Entropy production ,Mechanical Engineering ,Mass transfer ,Dissipative system ,Mechanics ,Condensed Matter Physics ,Porosity - Abstract
A general variational formulation of the dissipative two-phase flows based on the extremization of the entropy production is developed. The entropy generation rate is written outside phase equilibrium by introducing interfacial contributions due to surface tension as well as heat and mass transfer between the two phases. Prigogine's theorem of minimum entropy production is used to estimate the steady state void fraction of the two-phase flow. The corresponding flow representation is investigated out of phase equilibrium for an annular flow, experiencing friction, surface tension effects, and interphase heat and mass transfer, within a diabatic channel. It is demonstrated that the present formulation generalises previous theories by capturing the effect of mass and heat fluxes variations, and that the widely accepted expression from Zivi represents a particular case obtained under certain simplifying assumptions. Finally, a first validation of the developed formulation of two-phase void fraction is presented for different flow conditions, heat flux from the external environment, and thermophysical properties of the refrigerant with reference to data obtained from a dedicated experimental apparatus adopting a capacitance sensor and from previous literature.
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- 2022
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17. Intelligent performance prediction of air conditioning systems based on refrigerant temperatures
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Sholahudin, Kiyoshi Saito, Niccolo Giannetti, and Yoichi Miyaoka
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Fluid Flow and Transfer Processes ,Refrigerant ,Computer science ,Air conditioning ,business.industry ,Cooling load ,Performance prediction ,Cooling capacity ,business ,Condenser (heat transfer) ,Flow measurement ,Automotive engineering ,Evaporator - Abstract
Efficient management of energy in buildings necessitates the accurate evaluation of the air conditioning (AC) system performance. Ideally, the system must be operated with its cooling capacity matching the cooling load demand, and with maximum possible performance. This paper presents a simplified method that can predict cooling capacity in operative AC installations with limited input information. It is developed using an artificial neural network (ANN) with Bayesian regularization. The training data are generated by numerical simulations of operating scenarios representing the real system operation. The refrigerant temperatures at the inlet and outlet of the evaporator and the condenser are selected as inputs for the proposed method to predict the cooling capacity in relevant operating scenarios, thereby eliminating the need for a flow meter and facilitating implementation on operative systems. The ANN model is developed to capture the performance of different systems by using a data normalization method. The ANN prediction is tested on both simulation scenarios and experimental data with different nominal capacities. The results show that the ANN model can successfully predict cooling capacity variations using limited input parameters with RMSE and Δ Q - e , r e l 0.09 kW and 3.99%, respectively.
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- 2022
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18. Numerical simulation of Marangoni convection within absorptive aqueous Li-Br
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Niccolo Giannetti, Seiichi Yamaguchi, and Kiyoshi Saito
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Convection ,Work (thermodynamics) ,Materials science ,Marangoni effect ,Tension (physics) ,020209 energy ,Mechanical Engineering ,02 engineering and technology ,Building and Construction ,Mechanics ,Surface tension ,020303 mechanical engineering & transports ,0203 mechanical engineering ,Mass transfer ,0202 electrical engineering, electronic engineering, information engineering ,Shear stress ,Transport phenomena - Abstract
The Marangoni convection effect within absorptive films can be described as the behaviour that brings the boundary between adjoining phases to relapse into a state where the interfacial free energy is minimized as a consequence of the expansion and the contraction of the regions with low and high surface tension. Thus, surface tension gradients lead to a shear stress originating a fluid motion in proximity of the interface and consequently affecting the contingent heat and mass transfer process of absorptive mixtures. However, since the mechanism by which the related transport phenomena can be enhanced has not been clearly understood, neither the upper limit to the benefit provided nor the best surfactant additive is currently known. To provide a direct term of comparison with a nearly two-dimensional apparatus, to clarify the driving force of Marangoni convection and the related transfer performance enhancement within falling film absorbers, this work formulates a numerical model of the fundamental governing equations of vapour absorption in presence of variable surface tension.
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- 2018
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19. Operation performance enhancement of single-double-effect absorption chiller
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Kiyoshi Saito, Muhammad Idrus Alhamid, Jongsoo Jeong, Arnas Lubis, Seiichi Yamaguchi, Niccolo Giannetti, Nasruddin, and Hajime Yabase
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Operability ,business.industry ,020209 energy ,Mechanical Engineering ,Cooling load ,Refrigeration ,02 engineering and technology ,Building and Construction ,Management, Monitoring, Policy and Law ,Solar energy ,Stability (probability) ,Automotive engineering ,law.invention ,General Energy ,Solar air conditioning ,020401 chemical engineering ,law ,0202 electrical engineering, electronic engineering, information engineering ,Absorption refrigerator ,Environmental science ,0204 chemical engineering ,business ,Test data - Abstract
Absorption chillers constitute a valuable option for utilising solar energy. Specifically, when installed in tropical regions, this technology ideally matches the needs for refrigeration and air-conditioning because of the abundance of solar energy throughout the year. A single-double-effect absorption chiller combines the single and double-effect configurations to compensate for the unpredictable instantaneous availability of solar radiation and cooling load fluctuations. The operative performance of this system is strongly affected by internal parameters such as the absorber outlet solution flow rate and the solution distribution ratio, which connect the operability of the single and double-effect configurations. Therefore, these important parameters are currently used to maximise system performance while assuring its stability. This study discusses how the COP of a single-double-effect absorption chiller, for solar cooling applications in tropical areas, can be maximised (1.55 at full load, and up to 2.42 at 60% partial load) by manipulating those internal parameters. The simulation results were compared with the experimental data (field test data) and, by adopting the appropriate control method, showed an improvement of the system performance between 12 and 60% when compared to a corresponding double-effect configuration.
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- 2018
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20. General correlations for the heat and mass transfer coefficients in an air-solution contactor of a liquid desiccant system and an experimental case application
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Seiichi Yamaguchi, Niccolo Giannetti, Hikoo Miyauchi, Richard Jayson Varela, Kiyoshi Saito, and Masatoshi Harada
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Fluid Flow and Transfer Processes ,Packed bed ,Mass transfer coefficient ,Work (thermodynamics) ,Materials science ,020209 energy ,Mechanical Engineering ,02 engineering and technology ,Heat transfer coefficient ,Mechanics ,021001 nanoscience & nanotechnology ,Condensed Matter Physics ,Nusselt number ,Mass transfer ,0202 electrical engineering, electronic engineering, information engineering ,0210 nano-technology ,Adiabatic process ,Contactor - Abstract
This paper presents general types of correlation for the heat and mass transfer coefficients inside an air-solution contactor as expressions of Reynolds-Prandtl numbers and Reynolds-Schmidt numbers, respectively. These general equations summarize the physical and thermophysical properties of the air, the solution, and the contactor, which make them capable to be used for parametric studies provided they are fitted in a wide range of experimental data that include all the properties involved. In this work, a liquid desiccant system with an adiabatic structured packed bed as contactor and an aqueous lithium chloride as solution was constructed. The experimental data taken at various air superficial velocities and solution flow rates were fitted to the general correlations, and comparisons between the predicted and experimental results for both coefficients are within ±10%, for both dehumidification and regeneration processes. In addition, the calculated values of the outlet air humidity ratio and temperature agree well with the experimental data for both processes. The particular equations for the heat and mass transfer coefficients can be used to perform parametric studies at different air superficial velocities and solution flow rates with very good accuracy. Results from this study can help improve the system design and operation methods of air-solution contactors.
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- 2018
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21. Development and validation of an analytical formulation of the Nusselt and Sherwood numbers on a partially wetted absorber tube
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Seiichi Yamaguchi, Niccolo Giannetti, Kiyoshi Saito, and Ryosuke Moriwaki
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Fluid Flow and Transfer Processes ,Environmental Engineering ,Materials science ,Differential equation ,020209 energy ,0202 electrical engineering, electronic engineering, information engineering ,Development (differential geometry) ,02 engineering and technology ,Building and Construction ,Mechanics ,Tube (container) ,Absorption (electromagnetic radiation) ,Nusselt number - Abstract
With reference to a simplified analytical solution of the governing differential equation for falling film absorption, the corresponding formulation of the average Nusselt and Sherwood numbers obta...
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- 2018
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22. Heat and mass transfer coefficients of falling-film absorption on a partially wetted horizontal tube
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Niccolo Giannetti, Seiichi Yamaguchi, Andrea Rocchetti, and Kiyoshi Saito
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Materials science ,Stability criterion ,020209 energy ,Prandtl number ,General Engineering ,Characteristic equation ,Reynolds number ,Assorbimento a film cadente, Falling film absorption, Bagnabilità parziale, Partial wetting, Scambio termico e di massa, Heat and mass transfer coefficients ,Context (language use) ,02 engineering and technology ,Mechanics ,Condensed Matter Physics ,Lewis number ,symbols.namesake ,020401 chemical engineering ,Mass transfer ,0202 electrical engineering, electronic engineering, information engineering ,symbols ,0204 chemical engineering ,Dimensionless quantity - Abstract
Detailed, reliable, and time-saving methods to predict the transfer characteristics of horizontal-tube falling-film absorbers are critical to control system operability, such that it is closer to its technical limitations, and to optimise increasingly complex configurations. In this context, analytical approaches continue to hold their fundamental importance. This study presents an analytical solution of the governing transport equations of film absorption around a partially wetted tube. A film stability criterion and a wettability model extend the validity range of the resulting solution and increase its accuracy. Temperature and mass fraction fields are analytically expressed as functions of Prandtl, Schmidt, and Reynolds numbers as well as tube dimensionless diameter and wetting ratio of the exchange surface. Inlet conditions are arbitrary. The Lewis number and a dimensionless heat of absorption affect the characteristic equation and the corresponding eigenvalues. Consequently, local and average transfer coefficients are estimated and discussed with reference to the main geometrical and operative parameters. Finally, a first comparison with the numerical solution of the problem and experimental data from previous literature is presented to support the simplifying assumptions, which are introduced and as a first model validation.
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- 2018
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23. Experimental investigation of the wetting characteristics of an aqueous ionic liquid solution on an aluminum fin-tube substrate
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Hiroshi Nakayama, Niccolo Giannetti, Kiyoshi Saito, Xin Ming Wang, Seiichi Yamaguchi, and Richard Jayson Varela
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Materials science ,Aqueous solution ,020209 energy ,Mechanical Engineering ,02 engineering and technology ,Building and Construction ,Wetted area ,021001 nanoscience & nanotechnology ,Fin (extended surface) ,Contact angle ,chemistry.chemical_compound ,Hysteresis ,chemistry ,Mass transfer ,Ionic liquid ,0202 electrical engineering, electronic engineering, information engineering ,Wetting ,Composite material ,0210 nano-technology - Abstract
In falling film liquid desiccant systems, finding a suitable pair of liquid desiccant and contact surface is of primary engineering interest. This requires knowledge on the wetting characteristics of the liquid on the solid substrate, which consequently requires intensive experimental investigation. In this study, the wetting characteristics of a new ionic liquid aqueous solution in an aluminum fin-tube substrate were experimentally investigated. Then, a simple method for estimating the wetted area on the substrate through image processing was developed. Visual analysis of the surface wetting was also conducted, and three types of wetting patterns are discussed. Experimental results on the static contact angle and contact angle hysteresis suggest that the ionic liquid solution is mostly wetting, and the aluminum surface is slightly to moderately rough. It was found that the wettability of the ionic liquid solution increases as the ionic liquid mass fraction increases. The wetting hysteresis phenomenon and the factors contributing to its occurrence were also clarified. The results from this study would be useful for the development of a new model or improvement of existing wetting models, which can help improve the prediction and control of the heat and mass transfer performance in internally cooled/heated fin-tube contactors.
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- 2018
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24. Annular flow stability within small-sized channels
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Kiyoshi Saito, Daisuke Kunita, Seiichi Yamaguchi, and Niccolo Giannetti
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Fluid Flow and Transfer Processes ,Entrainment (hydrodynamics) ,Materials science ,Mechanical Engineering ,Flow (psychology) ,Thermodynamics ,02 engineering and technology ,Mechanics ,021001 nanoscience & nanotechnology ,Condensed Matter Physics ,01 natural sciences ,Stability (probability) ,010305 fluids & plasmas ,Physics::Fluid Dynamics ,Surface tension ,0103 physical sciences ,Weber number ,Wetting ,Slip ratio ,0210 nano-technology ,Porosity - Abstract
An analytical study based on a variational thermodynamic principle is presented to evaluate the influence of surface tension on the stability of annular flow within small-sized channels. The model introduces phenomenological assumptions in the interfacial structure of the flow regime and theoretically draws the equilibrium transition line from an annular regime to the initiation of the partial wetting condition on the inner surface. By including surface tension, this model expands previous theories and identifies the stable flow configuration in terms of void fraction and interfacial extension. The significant influence of a higher surface tension and smaller diameter (i.e. lower Weber number) are responsible for a lower stable void fraction and higher slip ratio. A complete screening of the main influential parameters is conducted to explore the descriptive ability of the model. This analysis aims at contributing to the understanding of the stability of two-phase flow regimes and can be extended to the transition between other neighbouring regimes, including wall friction as well as liquid entrainment phenomena.
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- 2018
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25. Variational formulation of stationary two-phase flow distribution
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Kiyoshi Saito, Hiroaki Yoshimura, Niccolo Giannetti, and Mark Anthony Redo
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Fluid Flow and Transfer Processes ,Mass flux ,Entropy production ,020209 energy ,02 engineering and technology ,Mechanics ,Entropy generation ,Distribution ,Engineering (General). Civil engineering (General) ,01 natural sciences ,Two-phase flow ,010406 physical chemistry ,0104 chemical sciences ,Volumetric flow rate ,Physics::Fluid Dynamics ,Entropy (classical thermodynamics) ,Variational formulation ,Flow (mathematics) ,0202 electrical engineering, electronic engineering, information engineering ,TA1-2040 ,Adiabatic process ,Representation (mathematics) ,Engineering (miscellaneous) ,Mathematics - Abstract
This paper discusses the extremisation of the entropy production in fluidic networks to gain insight into using non-equilibrium thermodynamics for mathematically formulating thermal engineering transfer phenomena. In the study, a variational formulation of the two-phase flow distribution in a fluidic junction is developed. Moreover, based on the flow representation, it is shown that the flow is distributed such that the entropy production rate is either maximised or minimised. Specifically, considering a homogeneous representation of the flow in an adiabatic fluidic network, the flow rates are distributed to maximize the entropy generation rate. Contrarily, when a separate flow representation is adopted, the stationary flow rates are distributed to yield the minimum entropy generation rate. Additionally, various characteristics which affect the flow distribution ratio and phase separation, such as the geometric imbalance, the gravitational static head, the total inlet mass flux, different thermo-physical properties of the fluid, and a generalised number of parallel branches are explored. This supports the possibility of relying on non-equilibrium thermodynamics, instead of introducing case-specific empirical correlations, for obtaining general mathematical formulations of thermal engineering transfer phenomena.
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- 2021
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26. Experimental performance of a double-lift absorption heat transformer for manufacturing-process steam generation
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Kiyoshi Saito, Niccolo Giannetti, Seiichi Yamaguchi, Arnas Lubis, and Naoyuki Inoue
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Thermal efficiency ,Engineering ,Renewable Energy, Sustainability and the Environment ,business.industry ,020209 energy ,Hybrid heat ,Energy Engineering and Power Technology ,Mechanical engineering ,Thermal power station ,Surface condenser ,02 engineering and technology ,Heat capacity rate ,Waste heat recovery unit ,Fuel Technology ,020401 chemical engineering ,Nuclear Energy and Engineering ,Heat recovery steam generator ,Waste heat ,0202 electrical engineering, electronic engineering, information engineering ,0204 chemical engineering ,Process engineering ,business - Abstract
As widely known, some industrial processes produce a large amount of waste heat while others require a large amount of steam to heat the process flow. The main difference involves the temperature level of these heat quantities. Absorption heat transformers play a strategic role in waste heat recovery and heat supply to manufacturing processes due to their ability to utilize heat at a certain temperature level and release the enthalpy of mixing of the refrigerant at a different temperature level with a negligible amount of mechanical work input. However, given the lack of examples that find application as operative plants, the feasibility of the technology is questioned in academic and technical domains. In this study, the operability of a double-lift absorption heat transformer that generates pressurized steam at 170 °C is studied across a full range of operative conditions. The results demonstrate and clarify the manner in which the system can operate steadily and efficiently when driven by hot water temperature at approximately 80 °C while safely generating steam at a temperature exceeding 170 °C. The conditions yielding maximum system efficiency and capacity are identified, and the obtained experimental results are used to define an optimal control strategy.
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- 2017
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27. Analytical solution of film mass-transfer on a partially wetted absorber tube
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Seiichi Yamaguchi, Niccolo Giannetti, Andrea Rocchetti, and Kiyoshi Saito
- Subjects
Mass flux ,Mass transfer coefficient ,Materials science ,Biot number ,020209 energy ,General Engineering ,Reynolds number ,Thermodynamics ,02 engineering and technology ,Mechanics ,Condensed Matter Physics ,Churchill–Bernstein equation ,Lewis number ,symbols.namesake ,020401 chemical engineering ,Heat flux ,Mass transfer ,0202 electrical engineering, electronic engineering, information engineering ,symbols ,0204 chemical engineering - Abstract
This work presents a two-dimensional analytical solution of the governing differential equation for falling film vapour-absorption around a plain horizontal tube. The solution of the species transport equation gives the LiBr mass fraction distribution within the liquid absorptive film flowing along the tube surface and can be used to characterize the mass transfer performance of falling film absorbers or generators. By means of the inclusion of partial wetting effects at reduced solution mass flowrates, this study obtains an analytical expression of the mass transfer coefficient of these devices applicable over an extended range of operative conditions. The hypotheses of small penetration for physical absorption and constant heat flux condition are applied at the film interface to reach a closed-form solution. Fourier method is used to solve the problem and the eigenvalues obtained from the characteristic equation depend on Lewis number, Biot number and the dimensionless heat of absorption. Given the boundary condition at the wall, the two-dimensional mass fraction field of the laminar film can be expressed analytically as a function of Schmidt, Reynolds numbers, the tube dimensionless diameter and the ratio of the wetted area to the total exchange surface. Finally, mass transfer coefficient and absorbed mass flux are locally and globally investigated as functions of the influent dimensionless groups to clarify their effects on the physical process and screen the potentiality of the model. Results show notable qualitative and quantitative agreement with previous numerical solutions and experimental results from previous literature. This model constitutes a widely applicable and time-saving tool for actual system simulations, design and control.
- Published
- 2017
- Full Text
- View/download PDF
28. Thermoeconomic Optimization of Cascade Refrigeration System Using Mixed Carbon Dioxide and Hydrocarbons at Low Temperature Circuit
- Author
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Arnas Arnas, Nasruddin Nasruddin, Ahmad Faqih, and Niccolo Giannetti
- Subjects
chemistry.chemical_compound ,Materials science ,Cascade refrigeration ,chemistry ,Chemical engineering ,Cascade ,thermoeconomic, cascade, carbon dioxide, hydrocarbons, multi-objective ,lcsh:TA1-2040 ,020209 energy ,Carbon dioxide ,0202 electrical engineering, electronic engineering, information engineering ,02 engineering and technology ,lcsh:Engineering (General). Civil engineering (General) - Abstract
Many applications and industrial processes require very low cooling temperature, such as cold storage in the biomedical field, requiring temperature below -80 °C. However,single-cycle refrigeration systems can only achieve the effective cooling temperature of -40 °C and, also, the performance of the cycle will decrease drastically for cooling temperatures lower than -35°C. Currently, most of cascade refrigeration systems use refrigerants that have ozone depletion potential (ODP) and global warming potential (GWP), therefore, in this study, a cascade system is simulated using a mixture of environmentally friendly refrigerants, namely, carbon dioxide and a hydrocarbon (propane, ethane or ethylene) as the refrigerant of the low temperature circuit. A thermodynamic analysis is performed to determine the optimal composition of the mixture of carbon dioxide and hydrocarbons in the scope of certain operating parameters. In addition, an economic analysis was also performed to determine the annual cost to be incurred from the cascade refrigeration system. The multi-objective/thermoeconomic optimization points out optimal operating parameter values of the system, to addressing both exergy efficiency and its relation to the costs to be incurred.
- Published
- 2016
29. Solar-assisted single-double-effect absorption chiller for use in Asian tropical climates
- Author
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Muhammad Idrus Alhamid, Hajime Yabase, Jongsoo Jeong, Niccolo Giannetti, Nasruddin, Arnas Lubis, and Kiyoshi Saito
- Subjects
Chiller ,Engineering ,Meteorology ,Renewable Energy, Sustainability and the Environment ,business.industry ,020209 energy ,Cooling load ,02 engineering and technology ,Coefficient of performance ,Cooling capacity ,Solar energy ,law.invention ,law ,Range (aeronautics) ,0202 electrical engineering, electronic engineering, information engineering ,Absorption refrigerator ,Water cooling ,Process engineering ,business - Abstract
Solar energy is accessible throughout the year in tropical regions. The latest development of absorption chillers has demonstrated that these systems are suitable for effective use of solar energy. The utilisation of solar energy for heat-driven cooling systems has significant advantages. Without a doubt, solar energy represents a clean energy source that is available without any additional fuel cost, and that can be proportionally accessible when the cooling load increases during the middle hours of the day. This study focuses on a single-double-effect absorption chiller machine that was installed in Indonesia. The system is driven by a dual-heat source that combines gas and solar energy. This system is characterised by simulating its performance in various conditions in terms of the cooling water (28–34 °C) and the hot water (75–90 °C) inlet temperatures. The reference operating condition of this system is 239 kW of cooling capacity. The mathematical model is validated and shows a good agreement with experimental data. In the operative range considered, simulation results yield a coefficient of performance between 1.4 and 3.3, and a gas reduction ratio from 7 to 58% when compared to a double-effect absorption chiller driven by gas. Based on the simulation results, this system is expected to have a good potential for widespread use in tropical Asia regions.
- Published
- 2016
- Full Text
- View/download PDF
30. Wetting behavior of a liquid film on an internally-cooled desiccant contactor
- Author
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Niccolo Giannetti, Seiichi Yamaguchi, and Kiyoshi Saito
- Subjects
Fluid Flow and Transfer Processes ,Desiccant ,Materials science ,020209 energy ,Mechanical Engineering ,02 engineering and technology ,Mechanics ,Wetted area ,Condensed Matter Physics ,Principle of minimum energy ,Hysteresis ,Breakage ,Mass transfer ,0202 electrical engineering, electronic engineering, information engineering ,Wetting ,Contactor - Abstract
Heat and mass transfer processes performed by using thin liquid films are recurrent in a series of technical applications. The circumstances under which dry spots appear on the exchange surface for the film breakage, as well as the extent of the wetted part of the surface and the liquid–vapor interface, are critical to predict and control the performances of these devices. To characterize the wetting behavior of liquid films on internally-cooled desiccant contactors, this paper originates from an experimental study and, adopting a standpoint useful for a practical interpretation of wettability measurements, introduces a corresponding theoretical model based on the principle of minimum energy. Both the estimation of the wetted area by image processing of the test section and the theoretical model highlight a hysteresis phenomenon of the film wetting behavior for gradually increasing and decreasing liquid flowrates. The modeling approach, experimental results and a first comparison are hereby presented and discussed. Quantitative and qualitative agreement appears promising for a further employment of the model in actual system design and control.
- Published
- 2016
- Full Text
- View/download PDF
31. Optimization of a cascade refrigeration system using refrigerant C3H8 in high temperature circuits (HTC) and a mixture of C2H6/CO2 in low temperature circuits (LTC)
- Author
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Nasruddin, Niccolo Giannetti, S. Sholahudin, and Arnas
- Subjects
Exergy ,Engineering ,Chemical substance ,business.industry ,020209 energy ,Energy Engineering and Power Technology ,Refrigeration ,Mechanical engineering ,Fraction (chemistry) ,02 engineering and technology ,Industrial and Manufacturing Engineering ,Refrigerant ,020401 chemical engineering ,Operating temperature ,Cascade ,0202 electrical engineering, electronic engineering, information engineering ,0204 chemical engineering ,Process engineering ,business ,Electronic circuit - Abstract
•Multi-objective optimization is conducted in the cascade refrigeration system.•Combination of operating temperature and refrigerant performance has been studied.•Characteristic of C3H8 and a mixture of C2H6/CO2 have been investigated.•Determining of CO2 fraction to optimize refrigeration system has been done.
- Published
- 2016
- Full Text
- View/download PDF
32. Thermodynamic optimization of three-thermal irreversible systems
- Author
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Niccolo Giannetti and Andrea Saito
- Subjects
Fluid Flow and Transfer Processes ,Mechanical Engineering ,Condensed Matter Physics - Published
- 2016
- Full Text
- View/download PDF
33. Semitheoretical formulation of annular flow void fraction using the principle of minimum entropy production
- Author
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Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, and Hiroaki Yoshimura
- Subjects
Pressure drop ,020209 energy ,Flow (psychology) ,General Engineering ,02 engineering and technology ,Mechanics ,Condensed Matter Physics ,01 natural sciences ,010305 fluids & plasmas ,Refrigerant ,Surface tension ,Mass transfer ,0103 physical sciences ,Heat exchanger ,0202 electrical engineering, electronic engineering, information engineering ,Working fluid ,Porosity ,Mathematics - Abstract
The two-phase flow void fraction is a critical parameter for characterising the pressure drop as well as heat and mass transfer capability of the working fluid within thermal systems, the accurate estimation of which drives heat exchanger design and control optimisation. A semitheoretical expression for the void fraction of two-phase flows, also applicable to small-sized channels, is obtained from an analytical study based on the principle of minimum entropy production and the introduction of empirical coefficients to be fitted to experimental data available in the open literature. These coefficients embody the importance of the simplified physical terms of this formulation while recovering the accuracy loss owing to nonlinear phenomena, heat and mass transfer, and three-dimensional effects. By accounting for surface tension, this model generalises previous theories and describes the influence of smaller-sized channels in terms of the stable void fraction. This mathematical framework can be used to summarise data covering different refrigerants, channel diameters, and operating conditions.
- Published
- 2020
- Full Text
- View/download PDF
34. A cost effective and non-intrusive method for performance prediction of air conditioners under fouling and leakage effect
- Author
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Hiroto Ogami, Sholahudin, Niccolo Giannetti, Kiyoshi Saito, Katsuhiko Tanaka, and Seiichi Yamaguchi
- Subjects
Training set ,Fouling ,Artificial neural network ,Ideal system ,Renewable Energy, Sustainability and the Environment ,business.industry ,020209 energy ,Energy Engineering and Power Technology ,02 engineering and technology ,Cooling capacity ,020401 chemical engineering ,Air conditioning ,0202 electrical engineering, electronic engineering, information engineering ,Performance prediction ,Environmental science ,0204 chemical engineering ,Process engineering ,business ,Leakage (electronics) - Abstract
Realistic performance predictions are required for efficient operation strategy of air conditioners. In this study, the application of a cost effective and non-intrusive black box model utilizing artificial neural networks (ANN) to predict the cooling capacity of air conditioning systems is investigated, while considering the effect of fouling and leakage that may occur after prolonged operation. The effect of various leakage and fouling combinations on the output cooling capacity were numerically simulated. The training data set is first generated for a system that is ideally operating without any fouling or leakage. The developed ANN model is tested to predict cooling capacity in “faulty” systems. The results indicated that, as long as leakage and fouling are limited below 10% and 4% respectively, the ANN model trained by the data generated with the ideal system, can predict cooling capacity with a relative averaged cooling capacity difference ( Δ Q - e , r e l ) of approximately 13%. Moreover, the inclusion of data with different leakage and fouling combinations in the training set enables accurate predictions of the cooling capacity of the air conditioning system during the entire timespan of its operation. It suggests that cooling capacity under the fouling and leakage phenomena can be predicted using limited input information.
- Published
- 2020
- Full Text
- View/download PDF
35. Experimental implementation of artificial neural network for cost effective and non-intrusive performance estimation of air conditioning systems
- Author
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Hiroto Ogami, Seiichi Yamaguchi, Yoichi Miyaoka, Niccolo Giannetti, Sholahudin, Katsuhiko Tanaka, and Kiyoshi Saito
- Subjects
Artificial neural network ,Performance estimation ,Computer science ,business.industry ,020209 energy ,Cooling load ,Energy Engineering and Power Technology ,02 engineering and technology ,Cooling capacity ,Industrial and Manufacturing Engineering ,Field (computer science) ,Refrigerant ,Variable (computer science) ,020401 chemical engineering ,Air conditioning ,Control theory ,0202 electrical engineering, electronic engineering, information engineering ,0204 chemical engineering ,business - Abstract
Owing to the high variability of operating conditions and the complexity of dynamic phenomena occurring within air conditioning cycles, the realistic performance estimation of these systems remains an open question in this field. This paper demonstrates the applicability of a cost-effective estimation method based on an artificial neural network exclusively using four refrigerant temperatures as the network input. The experimental datasets are collected from a reference experimental facility. The system is operated with variable cooling load, outdoor temperature, and indoor temperature settings, as representative of the actual operation. The artificial neural network structure was optimized by considering the effect of previous time step inputs, number of neurons, sampling time, and number of training data. The results reveal that the developed model can successfully estimate the cooling capacity of an air conditioning system during on–off, continuous unsteady, and steady operation, using four temperature inputs with relative averaged error below 5%.
- Published
- 2020
- Full Text
- View/download PDF
36. Formulation of steady-state void fraction through the principle of minimum entropy production
- Author
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Kiyoshi Saito, Niccolo Giannetti, and Hiroaki Yoshimura
- Subjects
Steady state (electronics) ,Materials science ,Production (economics) ,General Materials Science ,Mechanics ,Porosity ,Engineering (miscellaneous) ,Instrumentation ,Atomic and Molecular Physics, and Optics ,Minimum entropy - Published
- 2020
- Full Text
- View/download PDF
37. Semitheoretical Prediction of the Wetting Characteristics of Aqueous Ionic Liquid Solution on an Aluminum Finned-Tube Desiccant Contactor
- Author
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Seiichi Yamaguchi, Hifni Mukhtar Ariyadi, Hiroshi Nakayama, Richard Jayson Varela, Niccolo Giannetti, Xin Ming Wang, and Kiyoshi Saito
- Subjects
Desiccant ,Materials science ,Aqueous solution ,020209 energy ,Mechanical Engineering ,Reynolds number ,chemistry.chemical_element ,02 engineering and technology ,021001 nanoscience & nanotechnology ,chemistry.chemical_compound ,symbols.namesake ,chemistry ,Aluminium ,Ionic liquid ,0202 electrical engineering, electronic engineering, information engineering ,symbols ,Tube (fluid conveyance) ,Wetting ,Composite material ,0210 nano-technology ,Contactor - Abstract
This study involves exploring a new design of an internally cooled/heated desiccant contactor by using a new ionic liquid (IL) solution as the sorptive solution. In order to optimize its operative performance, a semitheoretical model based on the principle of minimum energy is developed to predict the film rupture and wetting ability of the IL solution over a comprehensive range of IL mass fraction and flow rates. A first experimental validation of the fundamental equations of the theoretical model is presented and used as a reference to minimize deviations between predicted results and measured data by calibrating dedicated characteristic coefficients. The noteworthy quantitative and qualitative agreement in the whole range of IL mass fractions and flow rates is promising for contributing to the design of optimized system configurations and control strategies.
- Published
- 2018
- Full Text
- View/download PDF
38. Thermodynamic Analysis of Irreversible Desiccant Systems
- Author
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Seiichi Yamaguchi, Niccolo Giannetti, Kiyoshi Saito, and Andrea Rocchetti
- Subjects
Desiccant ,Thermodynamic equilibrium ,Computer science ,020209 energy ,thermodynamic mapping ,General Physics and Astronomy ,lcsh:Astrophysics ,02 engineering and technology ,Control volume ,Article ,lcsh:QB460-466 ,0202 electrical engineering, electronic engineering, information engineering ,Entropy (energy dispersal) ,Process engineering ,lcsh:Science ,entropy balance ,thermodynamic mapping, desiccant systems, entropy balance ,business.industry ,desiccant systems ,Ideal gas ,lcsh:QC1-999 ,Air conditioning ,Systems design ,Working fluid ,lcsh:Q ,business ,lcsh:Physics - Abstract
A new general thermodynamic mapping of desiccant systems&rsquo, performance is conducted to estimate the potentiality and determine the proper application field of the technology. This targets certain room conditions and given outdoor temperature and humidity prior to the selection of the specific desiccant material and technical details of the system configuration. This allows the choice of the operative state of the system to be independent from the limitations of the specific design and working fluid. An expression of the entropy balance suitable for describing the operability of a desiccant system at steady state is obtained by applying a control volume approach, defining sensible and latent effectiveness parameters, and assuming ideal gas behaviour of the air-vapour mixture. This formulation, together with mass and energy balances, is used to conduct a general screening of the system performance. The theoretical advantage and limitation of desiccant dehumidification air conditioning, maximum efficiency for given conditions constraints, least irreversible configuration for a given operative target, and characteristics of the system for a target efficiency can be obtained from this thermodynamic mapping. Once the thermo-physical properties and the thermodynamic equilibrium relationship of the liquid desiccant mixture or solid coating material are known, this method can be applied to a specific technical case to select the most appropriate working medium and guide the specific system design to achieve the target performance.
- Published
- 2018
39. Irreversibility analysis of falling film absorption over a cooled horizontal tube
- Author
-
Niccolo Giannetti, Andrea Rocchetti, Kiyoshi Saito, and Seiichi Yamaguchi
- Subjects
Fluid Flow and Transfer Processes ,Materials science ,Mechanical Engineering ,Thermodynamics ,Laminar flow ,Reduced mass ,Condensed Matter Physics ,Nusselt number ,Volumetric flow rate ,Physics::Fluid Dynamics ,Boundary layer ,Mass transfer ,Heat transfer ,Heat exchanger - Abstract
Based on a numerical study of the water vapour absorption process in LiBr–H 2 O solution, for a laminar, gravity driven, viscous, incompressible liquid film, flowing over a horizontal cooled tube, irreversibilities related to fluid friction, heat transfer, mass transfer and their coupling effects have been locally and globally examined. The hydrodynamic description is based on Nusselt boundary layer assumptions. The tangential and normal velocity components, respectively obtained from momentum and continuity equations, have been used for the numerical solution of mass and energy transport equations in the two-dimensional domain defined by the film thickness and the position along the tube surface. Local entropy generation calculation can be performed referring to the calculated velocity, temperature and concentration fields. Results have been explored in different operative conditions, in order to examine comprehensively the impact of the various irreversibility sources and to identify the least irreversible solution mass flow-rate for the absorber. As a parallel, a refined understanding of the absorption process can be obtained. Considering absorption at the film interface and cooling effect at the tube wall, the analysis thermodynamically characterises the absorption process which occurs inside actual falling film heat exchangers and establishes a criterion for their thermodynamic optimisation. Results suggest the importance to operate at reduced mass flow rates with a thin uniform film. Meanwhile, tension-active additives are required to realise this condition.
- Published
- 2015
- Full Text
- View/download PDF
40. Entropy parameters for desiccant wheel design
- Author
-
Niccolo Giannetti, Andrea Rocchetti, Kiyoshi Saito, and Seiichi Yamaguchi
- Subjects
Desiccant ,Engineering ,business.industry ,Energy Engineering and Power Technology ,Binary number ,Mechanical engineering ,Potential method ,Mechanics ,Perfect gas ,Industrial and Manufacturing Engineering ,Control volume ,Mass transfer ,Heat exchanger ,Thermal ,business - Abstract
In this work a thermodynamic analysis of a desiccant wheel is proposed to investigate and identify the optimum size and operating regime of this device. A steady state entropy generation expression, based on effectiveness parameters suitable for desiccant wheels operability, is obtained applying a control volume approach and assuming perfect gas behaviour of the binary air–vapour mixture. A new entropy generation number NL is defined using a minimum indicative value of the entropy generation SL,min and investigated in order to obtain useful criteria for desiccant wheels optimization. The effectiveness-NTU design method is employed by combining solution of thermal exchange efficiency for rotary heat exchanger with the characteristic potential method, under the conditions of heat and mass transfer analogy. The analysis is applied to a specific desiccant wheel and NL variation with NTU is explored under various operative conditions and wheels characteristics in terms of dimensionless velocity and flow unbalance ratio.
- Published
- 2015
- Full Text
- View/download PDF
41. Thermodynamic analysis of regenerated air-cycle refrigeration in high and low pressure configuration
- Author
-
Niccolo Giannetti and Adriano Milazzo
- Subjects
Yield (engineering) ,Materials science ,Plant efficiency ,Mechanical Engineering ,Nuclear engineering ,Regenerative heat exchanger ,Heat exchanger ,Refrigeration ,Thermodynamics ,Building and Construction ,Air cycle ,Performance improvement ,Power (physics) - Abstract
A thermodynamic analysis is performed on open, regenerated, inverse air-cycles, focussing on low temperature refrigeration, in order to provide general optimization criteria, support for a rational configuration choice and potential performance improvement for this specific application. The effect of high regenerator effectiveness (0.95) is explored, showing that it may double the air cycle COP in the case at hand. Low and high pressure configurations (i.e. featuring only one heat exchanger on the cold or hot cycle side) are compared. High pressure configuration, normally preferred in the field of low temperature refrigeration, has a lower efficiency, but the gap reduces as regenerator effectiveness increases. Avoidance of a cold heat exchanger eliminates frosting problems and power input for the circulation fan, so that the small COP decrease suffered by the high pressure cycle can easily be compensated for and eventually yield higher average plant efficiency. The feasibility of such a highly effective regenerator, already reported in the literature, is demonstrated using classic Kays and London (1964) data.
- Published
- 2014
- Full Text
- View/download PDF
42. Seasonal performance evaluation of CO2 open refrigerated display cabinets
- Author
-
Niccolo Giannetti, Kiyoshi Saito, Seiichi Yamaguchi, Mark Anthony Redo, and Keisuke Ohno
- Subjects
Consumption (economics) ,Chiller ,Work (thermodynamics) ,business.industry ,020209 energy ,Energy Engineering and Power Technology ,02 engineering and technology ,Energy consumption ,Coefficient of performance ,Industrial and Manufacturing Engineering ,Automotive engineering ,020401 chemical engineering ,Approximation error ,0202 electrical engineering, electronic engineering, information engineering ,Environmental science ,Electricity ,0204 chemical engineering ,business ,Gas compressor - Abstract
An increasing number of supermarkets and convenience stores has led to a proportionally higher demand for open refrigerated display cabinets (ORDCs). Ease of access to refrigerated products is the main advantage of ORDCs; however, they also exhibit high cumulative energy consumption as well as direct and indirect CO2 emissions. This work aims to formulate, establish, and apply a seasonal performance evaluation method for ORDCs and “walk-in” type refrigerated device driven by CO2 chillers. First, a thermodynamic modeling approach is used and fitted to experimental data. The relative error between the predicted and actual heat load is within ±10%, whereas it is within ±20% for the normalized compressor electric input. Then, an evaluation tool is constructed using the seasonal energy consumption of ORDCs commonly used in Japan and driven by a transcritical CO2-compression chiller within Japanese climatic conditions. This tool can be used to predict the annual energy demand for given ambient conditions as well as the reduced environmental impact of multiple combinations of refrigerated display cabinets compared to conventional HFC/HCFC-based systems. According to the annual temperature distribution in chosen regions, the annual thermal load, annual electricity consumption, and annual coefficient of performance are calculated and analyzed. Simulation results quantitatively evaluate the beneficial effect of Te as being translated to a better COP, and lower energy consumption and CO2 emissions. Considering the geographic location of the store, the quantitative results show how a hotter climatic condition leads to higher energy consumption and CO2 emissions, and lower COP. The proposed evaluation method is generally applicable to any regional setting and any chiller-ORDC combination.
- Published
- 2019
- Full Text
- View/download PDF
43. Dynamic modeling of room temperature and thermodynamic efficiency for direct expansion air conditioning systems using Bayesian neural network
- Author
-
Sholahudin, Seiichi Yamaguchi, Niccolo Giannetti, Keisuke Ohno, and Kiyoshi Saito
- Subjects
Exergy ,Work (thermodynamics) ,Artificial neural network ,Mean squared error ,business.industry ,020209 energy ,Cooling load ,Energy Engineering and Power Technology ,Thermal comfort ,02 engineering and technology ,Industrial and Manufacturing Engineering ,020401 chemical engineering ,Control theory ,Air conditioning ,0202 electrical engineering, electronic engineering, information engineering ,0204 chemical engineering ,business ,Gas compressor ,Mathematics - Abstract
In this paper, dynamic performance identification for a direct expansion (DX) air conditioning (AC) system is proposed using Bayesian artificial neural network (ANN). The input and output datasets are generated by a dedicated AC simulator by varying the compressor speed in various signal amplitudes and including dynamic cooling load and ambient temperature. The exergy destruction, which represents the work potential losses in the system and room temperature indicating the thermal comfort are selected as the output variables. The key parameters of an ANN model, including the number of neurons and tapped delay lines, are optimized to improve the prediction accuracy. The results show that the dynamic response of the exergy destruction and room temperature can be predicted accurately by the optimized ANN model using three neurons, a Bayesian regularization algorithm, five delayed inputs for the compressor speed and room temperature, and six delayed inputs for the cooling load and ambient temperature. The validation of the multi-step-ahead prediction showed satisfying results with respect to the root mean squared errors (RMSEs) and coefficient of variations (CVs) of the room temperature (RMSE: 0.18 °C and CV: 0.85%) and exergy destruction (RMSE: 1.79 W and CV: 0.4%). Accordingly, the identification of the AC system behavior presented in this paper could be further implemented to control the DX AC system operation to achieve a desired thermal comfort with low exergy destruction.
- Published
- 2019
- Full Text
- View/download PDF
44. Entropy parameters for falling film absorber optimization
- Author
-
Niccolo Giannetti, Seiichi Yamaguchi, Kiyoshi Saito, Andrea Rocchetti, and Arnas Lubis
- Subjects
geography ,geography.geographical_feature_category ,Materials science ,Thermodynamic equilibrium ,020209 energy ,Energy Engineering and Power Technology ,Reynolds number ,Thermodynamics ,02 engineering and technology ,Reduced mass ,Inlet ,Nusselt number ,Industrial and Manufacturing Engineering ,law.invention ,Boundary layer ,symbols.namesake ,law ,0202 electrical engineering, electronic engineering, information engineering ,symbols ,Absorber ,Entropy generation ,Falling film ,Horizontal tube ,Irreversibility ,Optimization ,Transformer ,Dimensionless quantity - Abstract
A local entropy generation analysis, for water vapor absorption in LiBr-H 2 O solution, is performed referring to velocity, temperature and concentration fields obtained from the numerical solution of mass and energy transport equations. The hydrodynamic description is based on Nusselt boundary layer assumption and the actual amount of irreversibility introduced is determined for an absorptive falling film over a cooled horizontal tube inside the absorber. Results are explored in different operative conditions in order to examine the impact of the various irreversibility sources in a wide operative range. A least irreversible solution mass flow-rate can always be identified. Furthermore, a simple and general thermodynamic analysis, carried out regarding a refrigerating and a heat boosting applications, makes evidence of a dimensionless group “Q/σT” that separates the weight of the irreversibilities and gives the way to an optimization criterion applied to the absorber in order to improve the whole system efficiency. Both thermodynamic equilibrium and sub-cooling conditions of the solution at the inlet are considered for typical temperature and concentration of refrigerators' absorbers and heat transformers' absorbers. Results suggest the importance to work at reduced mass flow-rates with a thin uniform film. In practice, tension-active additives are required to realize this condition. Also, it is highlighted that the two parameters defined with reference to the dimensionless group “Q/σT” can be maximized by specific values of the tube radius, operative Reynolds number, solution sub-cooling and temperature difference between the wall and the inlet solution.
- Published
- 2016
45. Two-phase flow distribution of R410A within the vertical header of a microchannel heat exchanger
- Author
-
Hyun-Young Kim, Koji Enoki, Ikuhide Ota, Kiyoshi Saito, Niccolo Giannetti, Mark Anthony Redo, and Jongsoo Jeong
- Subjects
Materials science ,Distribution (number theory) ,Header ,Micro heat exchanger ,Mechanics ,Two-phase flow - Published
- 2017
- Full Text
- View/download PDF
46. Thermodynamic Analysis of Irreversible Heat-transformers
- Author
-
Niccolo Giannetti, Andrea Rocchetti, Kiyoshi Saito, and Arnas Arnas
- Subjects
dimensionless parameters, efficiency improvement, heat transformers, irreversibility, three-thermal systems ,Materials science ,lcsh:TA1-2040 ,law ,Thermodynamics ,lcsh:Engineering (General). Civil engineering (General) ,Transformer ,law.invention - Abstract
Absorption heat transformers extend the possibilities for efficient and environment-friendly energy conversion processes. Based on a general thermodynamic model of three-thermal cycles with finite thermal capacity of the heat sources, this paper is intent upon analyzing and optimizing the performance of absorption heat transformers, by including the influence of irreversibility in the analytical expression of the system efficiency. Dimensionless parameters for an overall optimization are defined and a first screening is performed to clarify their influence. Dependence on the main factors is highlighted to suggest how to change them in order to enhance the whole system performance. Under this point of view, the analysis evaluates coefficient of performance (COP) improvements and can be used to perform existing plant diagnostics, besides predicting the system performance. The use of this criterion is exemplified for specific heat transformers data from literature. This approach identifies the limitations imposed to the physical processes by accounting for the inevitable dissipation due to their constrained duration and intensity, and constitutes a general thermodynamic criterion for the optimization of three-thermal irreversible systems.
- Published
- 2015
- Full Text
- View/download PDF
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