110 results on '"Ivan Simeonov"'
Search Results
2. Algal Biomass Accumulation in Waste Digestate after Anaerobic Digestion of Wheat Straw
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Lyudmila Kabaivanova, Juliana Ivanova, Elena Chorukova, Veneren Hubenov, Lilyana Nacheva, and Ivan Simeonov
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anaerobic digestion ,waste digestate ,microalgae cultivation ,modeling ,Fermentation industries. Beverages. Alcohol ,TP500-660 - Abstract
Cultivation of microalgae in waste digestate is a promising cost-effective and environmentally friendly strategy for algal biomass accumulation and valuable product production. Two different digestates obtained as by-products of the anaerobic fermentation at 35 °C and 55 °C of wheat straw as a renewable source for biogas production in laboratory-scale bioreactors were tested as cultivation media for microalgae after pretreatment with active carbon for clarification. The strains of microalgae involved were the red marine microalga Porphyridium cruentum, which reached 4.7 mg/mL dry matter when grown in thermophilic digestate and green freshwater microalga-Scenedesmus acutus, whose growth was the highest—7.3 mg/mL in the mesophilic digestate. During cultivation, algae reduced the available nutrient components in the liquid digestate at the expense of increasing their biomass. This biomass can find further applications in cosmetics, pharmacy, and feed. The nitrogen and phosphorus uptake from both digestates during algae cultivation was monitored and modeled. The results led to the idea of nonlinear dynamic approximations with an exponential character. The purpose was to develop relatively simple nonlinear dynamic models based on available experimental data, as knowing the mechanisms of the considered processes can permit creating protocols for industrial-scale algal production toward obtaining economically valuable products from microalgae grown in organic waste digestate.
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- 2022
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3. Biomethane production using ultrasound pre-treated maize stalks with subsequent microalgae cultivation
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Venelin Hubenov, Ramiro Ariel Carcioch, Juliana Ivanova, Ivanina Vasileva, Krasimir Dimitrov, Ivan Simeonov, and Lyudmila Kabaivanova
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ultrasound pre-treatment ,maize stalks ,anaerobic digestion ,biomethane ,microalgae ,Biotechnology ,TP248.13-248.65 - Abstract
This study utilized a renewable energy source, agricultural waste, in anaerobic digestion (AD) at appropriate conditions to obtain biogas and biomethane as an energy carrier. Maize stalks underwent ultrasound (US) pre-treatment for better accessibility for microorganisms, as lignocelluloses have a stable structure, insoluble in water and resist both mechanical and enzymatic attack. The digestate after an anaerobic digestion process was used for cultivation of algae after adsorption with activated carbon for clarification. Photosynthetic microalgae have industrial and economic perspectives, so their low-cost cultivation has a great potential for many applications. The results showed the impact of US pre-treatment of maize stalks as a sole substrate and co-digested with algal biomass. The total yields were 1116 cm3/L, 1350.5 cm3/L and 1293.25 cm3/L for the untreated, ultrasonically pre-treated and microwaved maize stalks. The possibility of accumulating algal biomass using anaerobic digestate as a medium was demonstrated. US pre-treatment (400 W) showed high efficiency with respect to the extractives obtained per unit of energy input. Addition of 4 g/L of microalgal biomass as a co-substrate led to an increase in the biogas yield compared to native stalks. A small closed circle system, starting from anaerobic digestion of lignocellulosic substrates followed by microalgae cultivation in the digestate and subsequent return of microalgal biomass back in the bioreactor as a co-substrate was realized, encouraging circular economy. The suggested scheme is a simple and low-cost technology, as the substrate used is freely available and renewable, and algae proved to grow in a waste effluent as medium.
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- 2020
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4. Two-Phase Anaerobic Digestion of Corn Steep Liquor in Pilot Scale Biogas Plant with Automatic Control System with Simultaneous Hydrogen and Methane Production
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Elena Chorukova, Venelin Hubenov, Yana Gocheva, and Ivan Simeonov
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two-phase anaerobic digestion ,corn steep liquor ,pilot biogas plant ,computer control system ,Technology ,Engineering (General). Civil engineering (General) ,TA1-2040 ,Biology (General) ,QH301-705.5 ,Physics ,QC1-999 ,Chemistry ,QD1-999 - Abstract
Experimental studies of two-phase anaerobic digestion of corn steep liquor in semi-continuous automatic and semi-automatic modes of operation of a cascade of two anaerobic bioreactors with monitoring and control systems were performed. Corn steep liquor—a waste product from the process of treating corn grain for starch extraction—was used as a substrate in the process of anaerobic digestion with simultaneous hydrogen and methane production. The daily yields of biohydrogen in bioreactor 1 of the cascade (with a working volume of 8 dm3) are variable. In good operation, they are in the range of 0.7 to 1.0 L of biogas from a 1 dm3 working volume of the bioreactor, and the optimal pH is in the range of 5.0–5.5. The concentration of hydrogen in the biogas from the hydrogen bioreactor 1 is in the range of 14–34.7%. The daily yields of biomethane in bioreactor 2 of the cascade (with a working volume of 80 dm3) vary in the range 0.4 to 0.85 L of biogas from a 1 dm3 working volume of the bioreactor, and the concentration of methane in the biogas from bioreactor 2 is high and remains practically constant (in the range 65–69%). At a dilution rate of 0.4 day−1 and an organic loading rate of 20 gL for bioreactor 1, respectively, and a dilution rate of 0.05 day−1 for bioreactor 2, the best results were obtained. The computer control system is presented. Some energetical considerations were discussed.
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- 2022
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5. Biogas Production Potential of Thermophilic Anaerobic Biodegradation of Organic Waste by a Microbial Consortium Identified with Metagenomics
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Lyudmila Kabaivanova, Penka Petrova, Venelin Hubenov, and Ivan Simeonov
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biogas ,renewable energy sources ,anaerobic biodegradation ,thermophilic conditions ,metagenomics ,Science - Abstract
Anaerobic digestion (AD) is a widespread biological process treating organic waste for green energy production. In this study, wheat straw and corn stalks without any harsh preliminary treatment were collected as a renewable source to be employed in a laboratory-scale digester to produce biogas/biomethane. Processes parameters of temperature, pH, total solids, volatile solid, concentration of volatile fatty acids (VFA), and cellulose concentration, were followed. The volume of biogas produced was measured. The impact of organic loading was stated, showing that the process at 55 °C tolerated a higher substrate load, up to 45 g/L. Further substrate increase did not lead to biogas accumulation increase, probably due to inhibition or mass transfer limitations. After a 12-day anaerobic digestion process, cumulative volumes of biogas yields were 4.78 L for 1 L of the bioreactor working volume with substrate loading 30 g/L of wheat straw, 7.39 L for 40 g/L and 8.22 L for 45 g/L. The degree of biodegradation was calculated to be 68.9%, 74% and 72%, respectively. A fast, effective process for biogas production was developed from native wheat straw, with the highest quantity of daily biogas production occurring between day 2 and day 5. Biomethane concentration in the biogas was 60%. An analysis of bacterial diversity by metagenomics revealed that more than one third of bacteria belonged to class Clostridia (32.9%), followed by Bacteroidia (21.5%), Betaproteobacteria (11.2%), Gammaproteobacteria (6.1%), and Alphaproteobacteria (5%). The most prominent genera among them were Proteiniphilum, Proteiniborus, and Pseudomonas. Archaeal share was 1.37% of the microflora in the thermophilic bioreactor, as the genera Methanocorpusculum, Methanobacterium, Methanomassiliicoccus, Methanoculleus, and Methanosarcina were the most abundant. A knowledge of the microbiome residing in the anaerobic digester can be further used for the development of more effective processes in conjunction with theidentified consortium.
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- 2022
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6. Evolution of the Degenerated Y-Chromosome of the Swamp Guppy, Micropoecilia picta
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Indrajit Nanda, Susanne Schories, Ivan Simeonov, Mateus Contar Adolfi, Kang Du, Claus Steinlein, Manfred Alsheimer, Thomas Haaf, and Manfred Schartl
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sex chromosomes ,heterochromatin ,Y chromosome degeneration ,meiosis ,synaptonemal complex ,recombination ,Cytology ,QH573-671 - Abstract
The conspicuous colour sexual dimorphism of guppies has made them paradigmatic study objects for sex-linked traits and sex chromosome evolution. Both the X- and Y-chromosomes of the common guppy (Poecilia reticulata) are genetically active and homomorphic, with a large homologous part and a small sex specific region. This feature is considered to emulate the initial stage of sex chromosome evolution. A similar situation has been documented in the related Endler’s and Oropuche guppies (P. wingei, P. obscura) indicating a common origin of the Y in this group. A recent molecular study in the swamp guppy (Micropoecilia. picta) reported a low SNP density on the Y, indicating Y-chromosome deterioration. We performed a series of cytological studies on M. picta to show that the Y-chromosome is quite small compared to the X and has accumulated a high content of heterochromatin. Furthermore, the Y-chromosome stands out in displaying CpG clusters around the centromeric region. These cytological findings evidently illustrate that the Y-chromosome in M. picta is indeed highly degenerated. Immunostaining for SYCP3 and MLH1 in pachytene meiocytes revealed that a substantial part of the Y remains associated with the X. A specific MLH1 hotspot site was persistently marked at the distal end of the associated XY structure. These results unveil a landmark of a recombining pseudoautosomal region on the otherwise strongly degenerated Y chromosome of M. picta. Hormone treatments of females revealed that, unexpectedly, no sexually antagonistic color gene is Y-linked in M. picta. All these differences to the Poecilia group of guppies indicate that the trajectories associated with the evolution of sex chromosomes are not in parallel.
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- 2022
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7. Archaeal and Bacterial Content in a Two-Stage Anaerobic System for Efficient Energy Production from Agricultural Wastes
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Lyudmila Kabaivanova, Venelin Hubenov, Lyudmila Dimitrova, Ivan Simeonov, Haoping Wang, and Penka Petrova
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anaerobic digestion ,wheat straw ,two-stage performance ,microbial consortia ,metagenomics ,Organic chemistry ,QD241-441 - Abstract
Anaerobic digestion (AD) is a microbially-driven process enabling energy production. Microorganisms are the core of anaerobic digesters and play an important role in the succession of hydrolysis, acidogenesis, acetogenesis, and methanogenesis processes. The diversity of participating microbial communities can provide new information on digester performance for biomass valorization and biofuel production. In this study anaerobic systems were used, operating under mesophilic conditions that realized biodegradation processes of waste wheat straw pretreated with NaOH—a renewable source for hydrogen and methane production. These processes could be managed and optimized for hydrogen and methane separately but combining them in a two-stage system can lead to higher yields and a positive energy balance. The aim of the study was to depict a process of biohydrogen production from lignocellulosic waste followed by a second one leading to the production of biomethane. Archaeal and bacterial consortia in a two-stage system operating with wheat straw were identified for the first time and the role of the most important representatives was elucidated. The mixed cultures were identified by the molecular-biological methods of metagenomics. The results showed that biohydrogen generation is most probably due to the presence of Proteiniphilum saccharofermentans, which was 28.2% to 45.4% of the microbial community in the first and the second bioreactor, respectively. Archaeal representatives belonging to Methanobacterium formicicum (0.71% of the community), Methanosarcina spelaei (0.03%), Methanothrix soehngenii (0.012%), and Methanobacterium beijingense (0.01%) were proven in the methane-generating reactor. The correlation between substrate degradation and biogas accumulation was calculated, together with the profile of fatty acids as intermediates produced during the processes. The hydrogen concentration in the biogas reached 14.43%, and the Methane concentration was 69%. Calculations of the energy yield during the two-stage process showed 1195.89 kWh·t−1 compared to a 361.62 kWh·t−1 cumulative yield of energy carrier for a one-stage process.
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- 2022
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8. Pilot-scale Biogas Plant for the Research and Development of New Technologies
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Ivan Simeonov, Boyko Kalchev, Snezhanka Mihaylova, Venelin Hubenov, Anatoliy Aleksandrov, Rashko Georgiev, and Nicolai Christov
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AD ,Biogas ,Sensors ,Monitoring and control system ,Biology (General) ,QH301-705.5 - Abstract
Тhe paper describes a new pilot-scale biogas plant of the Institute of Microbiology - Bulgarian Academy of Sciences. The equipment includes: a 100 L pilot bioreactor, a 200 L metal gasholder, sensors, actuators, a two-level automatic process monitoring and control system, a fire and explosion protection system and two web cameras. The monitoring and control system is composed on the lower level of a controller Beckhoff, and on the higher level - of a PC with specialized software (under development). The pilot biogas plant is designed to work out and scale up various anaerobic digestion (AD) technologies based on different types of feedstock. All the data will be stored on the PC for quick reference and possibly data mining, parameter identification and verification of different AD mathematical models.
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- 2012
9. Kalman Filter Design for a Second-order Model of Anaerobic Digestion
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Boyko Kalchev, Ivan Simeonov, and Nicolai Christov
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Anaerobic digestion ,State and parameter estimation ,Kalman filter ,Robustness ,Biology (General) ,QH301-705.5 - Abstract
The paper deals with the state estimation of a second-order model of anaerobic digestion. This estimation is necessary to implement the sophisticated control algorithms that have already been developed for this process. Hereby design and performance of a classical Kalman filter (compared with other two deterministic estimation approaches) for the main variables of this model have been discussed and analysed by simulations. The performance analysis has been conducted at realistic random perturbations, comparable with experimental data, on the one hand, and on the other – with and without parameter perturbations. Although at random perturbations alone the Kalman filter has a clear advantage over the two equipollent deterministic estimators, at the presence also of parameter perturbations, to which the Kalman filter is more sensitive, no such advantage is guaranteed.
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- 2011
10. Modelling and Extremum Seeking Control of a Cascade of Two Anaerobic Bioreactors
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Ivan Simeonov and Stoyan Stoyanov
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Anaerobic digestion ,Cascade of bioreactors ,Nonlinear model ,Steady-state analysis ,Extremum seeking control. ,Biology (General) ,QH301-705.5 - Abstract
The principle of extremum seeking control has been applied on a cascade of two anaerobic bioreactors using the dilution rate as control action and the biogas flow rates as measured outputs to be maximized. In all cases maximum biogas flow rate with sensible decrease of the general output depollution parameter (compared to the case of one single bioreactor) has been obtained, starting from different initial conditions. With the same algorithm, good performances have been obtained in the presence of variations of the inlet organics. Its implication for biotechnology may result in substantial economic benefits.
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- 2011
11. Exploratory Spatial Analysis of in vitro Respiratory Syncytial Virus Co-infections
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John Fricks, Francesca Chiaromonte, Oekyung Kim, Mary Poss, Xiaoyan Gong, and Ivan Simeonov
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human respiratory syncytial virus ,co-infections ,spatial statistics ,Microbiology ,QR1-502 - Abstract
The cell response to virus infection and virus perturbation of that response is dynamic and is reflected by changes in cell susceptibility to infection. In this study, we evaluated the response of human epithelial cells to sequential infections with human respiratory syncytial virus strains A2 and B to determine if a primary infection with one strain will impact the ability of cells to be infected with the second as a function of virus strain and time elapsed between the two exposures. Infected cells were visualized with fluorescent markers, and location of all cells in the tissue culture well were identified using imaging software. We employed tools from spatial statistics to investigate the likelihood of a cell being infected given its proximity to a cell infected with either the homologous or heterologous virus. We used point processes, K-functions, and simulation procedures designed to account for specific features of our data when assessing spatial associations. Our results suggest that intrinsic cell properties increase susceptibility of cells to infection, more so for RSV-B than for RSV-A. Further, we provide evidence that the primary infection can decrease susceptibility of cells to the heterologous challenge virus but only at the 16 h time point evaluated in this study. Our research effort highlights the merits of integrating empirical and statistical approaches to gain greater insight on in vitro dynamics of virus-host interactions.
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- 2010
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12. Stability Analysis of Some Nonlinear Anaerobic Digestion Models
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Ivan Simeonov and Sette Diop
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Anaerobic digestion ,CSTR ,Mathematical modelling ,Mass balance non-linear dynamic models ,Local stability analysis ,Biology (General) ,QH301-705.5 - Abstract
Abstract: The paper deals with local asymptotic stability analysis of some mass balance dynamic models (based on one and on two-stage reaction schemes) of the anaerobic digestion (AD) in CSTR. The equilibrium states for models based on one (with Monod, Contois and Haldane shapes for the specific growth rate) and on two-stage (only with Monod shapes for both the specific growth rate of acidogenic and methanogenic bacterial populations) reaction schemes have been determined solving sets of nonlinear algebraic equations using Maples. Their stability has been analyzed systematically, which provides insight and guidance for AD bioreactors design, operation and control.
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- 2010
13. On the Biomass Specific Growth Rates Estimation for Anaerobic Digestion using Differential Algebraic Techniques
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Sette Diop and Ivan Simeonov
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Anaerobic digestion ,Non-linear model ,Observation ,Differential algebraic approach ,Biotechnology ,TP248.13-248.65 ,Biology (General) ,QH301-705.5 - Abstract
The paper deals with identifiability and observability of anaerobic digestion (AD) processes. In such kind of processes, generally carried out in continuously stirred tank bioreactors, the organic matter is depolluted by microorganisms into biogas and compost in the absence of oxygen. The biogas is an additional energy source, which can replace fossil fuel sources. The differential algebraic approach of general observation problems has been applied to investigate the identification and observation of a simple AD model. The major discovery is that the biomass specific growth rate can be stably estimated from easily measured quantities: the dilution rate and the biogas flow rate. Next if the yield coefficients are assumed known then, of course, the biomass concentration is observable. Unfortunately, even under the latter strongest assumption the substrate concentration is not observable. This concentration becomes observable if an additional model, say the Monod model, is assumed for the specific growth rate. Illustrative simulations are presented.
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- 2009
14. Parameter and State Estimation of an Anaerobic Digestion of Organic Wastes Model with Addition of Stimulating Substances
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Velislava Lubenova, Ivan Simeonov, and Isabelle Queinnec
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Anaerobic digestion ,Acetate and glucose supply ,Non-linear model ,Parameter and state estimation. ,Biotechnology ,TP248.13-248.65 ,Biology (General) ,QH301-705.5 - Abstract
New control inputs are introduced in the 5th order mass-balance non-linear model of the anaerobic digestion, which reflects the addition of stimulating substances (acetate and glucose). Laboratory experiments have been done with step-wise and pulse changes of these new inputs. On the basis of the step responses of the measured variables (biogas flow rate and acetate concentration in the bioreactor) and iterative methodology, involving non-linear optimisation and simulations, the model coefficients have been estimated. The model validity has been proved by another set of experiments. The observation part is built on a two-step structure. One estimator and two observers are designed on the basis of this process model. Their stability has been proved and their performances have been investigated with experimental data and simulations.
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- 2009
15. A Simple Mathematical Model of the Anaerobic Digestion of Wasted Fruits and Vegetables in Mesophilic Conditions
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Elena Chorukova and Ivan Simeonov
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Anaerobic digestion ,Wasted fruits and vegetables ,Laboratory experiments ,Pilot-scale experiment ,Mathematical model ,Parameters identification ,Verification ,Biology (General) ,QH301-705.5 - Abstract
Anaerobic digestion is an effective biotechnological process for treatment of different agricultural, municipal and industrial wastes. Use of mathematical models is a powerful tool for investigations and optimisation of the anaerobic digestion. In this paper a simple mathematical model of the anaerobic digestion of wasted fruits and vegetables was developed and verified experimentally and by computer simulations using Simulink. A three-step mass-balance model was considered including the gas phase. The parameter identification was based on a set of 150 days of dynamical experiments in a laboratory bioreactor. Two step identification procedure to estimate 4 model parameters is presented. The results of 15 days of experiment in a pilot-scale bioreactor were then used to validate the model.
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- 2015
16. A volatile fatty acids adaptive observer-based hierarchical optimal controller design to maximum gas production of two-stage anaerobic digestion process.
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Hongxuan Li, Yang Tian, Haoping Wang, Ivan Simeonov, and Nikolai D. Christov
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- 2024
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17. Kalman Filter based Newton Extremum Seeking Control for Maximum Gases Production Rates of Anaerobic Digestion Process.
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Haoping Wang, Maobo Hu, Yang Tian, Ivan Simeonov, Lyudmila Kabaivanova, and Nikolai D. Christov
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- 2020
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18. THEORETICAL COMPARATIVE STUDIES OF THE BIOGAZ YIELDS FROM ONE-STAGE AND TWO-STAGE ANAEROBIC DIGESTION PROCESSES
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Ning Pan, Haoping Wang, Yang Tian, Elena Chorukova, Ivan Simeonov, and Nicolai Christov
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This paper deals with the theoretical comparison of biogas and energy yields of one-stage anaerobic digestion processes (OSAD) with biomethane production and two-stage anaerobic digestion processes (TSAD) producing biohydrogen and biomethane. The comparative study of the biogas yield from OSAD and TSAD systems is performed on the base on mathematical models obtained in our previous papers. The possible maximal yields of biohydrogen and biomethane are calculated by the static characteristics and extremum points of both systems. Simulation results suggest that in comparison to OSAD, the increase in biogas (biohydrogen and biomethgane) production of TSAD can reach to 75.18%. The energy produced from two-stage anaerobic digestion processes is 1.32 to 1.486 times greater than those from one-stage anaerobic digestion processes (depending of the inlet organics concentrations), which means TSAD is a better choice considering biogas and energy production.
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- 2022
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19. EXTREMUM SEEKING BASED COMPOSED RECURSIVE MODEL FREE CONTROL OF TWO-STAGE ANAEROBIC DIGESTION PROCESS
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Ning Pan, Haoping Wang, Yang Tian, Nicolai Christov, and Ivan Simeonov
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In this paper, a new structure of extremum seeking algorithm is applied to the two-stage anaerobic digestion process to maximize the outflow rate of both hydrogen and methane. The model of the two-stage AD process is presented, which provides the characteristics of the total gas production rate. Based on the original Extremum Seeking Control (ESC), a novel Composed Recursive Model Free Controller (CRMFC) is added for maximum tracking for the gas production in the bioreactors. The proposed controller comprises a recursive model free stabilization term and a recursive time delay compensation term. Standard ESC, Newton-based ESC and Kalman filter (KF) based ESC are respectively combined with the new model-free controller to verify the proposed structure. Numerical simulations illustrate the performance of the proposed controller.
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- 2022
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20. Comparison Study of Dynamic Models for One-stage and Two-stage Anaerobic Digestion Processes
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Ning Pan, Haoping Wang, Yang Tian, Elena Chorukova, Ivan Simeonov, and Nicolai Christov
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Control and Systems Engineering - Published
- 2022
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21. TWO-STAGE ANAEROBIC DIGESTION OF ORGANIC WASTES: A REVIEW
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Ivan Simeonov, Lyudmila Kabaivanova, and Elena Chorukova
- Abstract
Anaerobic digestion is a biotechnological process, in which microorganisms degrade the complex organic matter to simpler components under anaerobic conditions to produce biogas and fertilizer. This process has many environmental benefits, such as green energy production, organic waste treatment, environmental protection and greenhouse gas emissions reduction. It has long been known that the two main communities of microorganisms (acidogenic and methanogenic) taking part in the anaerobic digestion differ in many aspects e.g. their optimal conditions for cell growth and development. Therefore, the anaerobic digestion in a single bioreactor (BR) (single-phase process) required selected optimal conditions, taking into account the slow-growing methanogens at the expense of fast-growing acidogens, which affects the efficiency of the whole process. This has led in recent years to development of two-stage anaerobic digestion, in which the processes are divided into a cascade of two separate BRs. It is known that this separation of the processes into two consecutive BRs leads to significantly higher energy yields for the two-phase system (H2 + CH4), compared to the traditional single-stage CH4 production process. The present paper aims to review the literature in the field of two-stage anaerobic digestion of organic wastes.
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- 2021
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22. EXTREMUM SEEKING CONTROL OF TWO-STAGE ANAEROBIC DIGESTION SYSTEM: A MINI REVIEW
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Nicolai Christov, Haoping Wang, and Ivan Simeonov
- Abstract
Anaerobic digestion (AD) is a biotechnological process, in which microorganisms degrade organic matter under anaerobic conditions to produce biogas. It has long been known that the two main species (acidogenic and methanogenic) in the community of microorganisms in AD differ in many aspects and the optimal conditions for their growth and development are different. Therefore, in AD in a single bioreactor (BR) (single-phase process), the optimal conditions are selected taking into account the slow-growing methanogens at the expense of fast-growing acidogens, which affects the efficiency of the whole process. This has led in recent years to the development of two-stage AD (TSAD), in which processes are divided into a cascade of two separate BRs. It is known that this division of the processes into two consecutive BRs leads to significantly higher energy yields for the two-phase system (H2 + CH4), compared to the traditional single-stage CH4 production process. In our previous studies different mathematical models of the TSAD have been developed. It was shown that in both BRs the input-output characteristics have a clear maximum, which allows the yields to increase significantly if operations are provided around the maximum points. However, in order to maintain the sustainability of the biogas plants work, it is necessary to introduce automatic control with sophisticated extremum seeking control (ESC) algorithms. This paper presents the pioneering research on ESC of AD process with production of hydrogen and methane. This research has been realized by the Department of Biotechnology at The Stephan Angeloff Institute of Microbiology (SAIM) and the French-Chinese Laboratory on Automatic Control and Signal Processing (LaFCAS), in collaboration with the Laboratory of Signals and Systems (L2S) at the French National Center of Scientific Research CNRS.
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- 2021
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23. System for non-contact ultrasonic study of mediums and materials intended for embedding into automated manufacturing systems.
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Stanimir Yordanov, Raycho Ilarionov, Ivan Simeonov, Hristo Kilifarev, Nikolay Shopov, and Hristo Ibrishimov
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- 2010
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24. Ultrasonic device for non-contact studying of materials.
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Raycho Ilarionov, Ivan Simeonov, Hristo Kilifarev, Stanimir Yordanov, Nikolay Shopov, and Hristo Ibrishimov
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- 2010
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25. On Differential Algebraic Decision Methods for the Estimation of Anaerobic Digestion Models.
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Elena Chorukova, Sette Diop, and Ivan Simeonov
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- 2007
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26. ANAEROBIC DIGESTION OF WHEAT STRAW AND MICOBIOLOGICAL ASSESMENT OF THE RESULTED DIGESTATE
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Lyudmila Dimitrova, Hristo Najdenski, Venelin Hubenov, Snejanka Mihailova, Petar Grozdanov, Vesselin Kussovski, Mihail Iliev, Lyudmila Kabaivanova, Veselin Akivanov, and Ivan Simeonov
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0301 basic medicine ,03 medical and health sciences ,Anaerobic digestion ,030104 developmental biology ,Chemistry ,030106 microbiology ,Digestate ,Straw ,Pulp and paper industry - Abstract
A study on the anaerobic digestion of wheat straw in a pilot scale bioreactor with an organic load of 2, 5, 7, 10 and 20 g/l and a process duration of 18 to 80 days was performed. The pilot bioreactor used has a computerized system for control and monitoring of various operational parameters – temperature, pH, biogas composition, etc. Total solids, total organics and volatile fatty acids were measured by standard methods and gas chromatography. Daily biogas yield and its main components (CH4, CO2, H2S) were analysed too. During the anaerobic digestion, different species of microorganisms have been isolated from the genera Bacillus, Pseudomonas, Enterococcus and Aeromonas, as well as the species Terribacillus halophilus. With a known pathogenic potential are described Pseudomonas sp., Enterococcus sp. and Aeromonas sp. Studies on the antimicrobial resistance of all isolated strains show resistance to ampicillin, amoxicillin, bacitracin, ceftriaxone, gentamicin and vancomycin. The cellulose degrading activity of some of the bacterial isolates, their pathogenic potential and antimicrobial resistance are discussed in detail in the light of the data on the mechanisms of proven resistance.
- Published
- 2021
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27. Volumes Ratio Optimization in a Cascade Anaerobic Digestion System Producing Hydrogen and Methane
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Lyudmila Kabaivanova, Ivan Simeonov, and Elena Chorukova
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Hydrogen ,020209 energy ,chemistry.chemical_element ,02 engineering and technology ,010501 environmental sciences ,01 natural sciences ,Methane ,Anaerobic digestion ,chemistry.chemical_compound ,chemistry ,Chemical engineering ,Cascade ,0202 electrical engineering, electronic engineering, information engineering ,General Materials Science ,0105 earth and related environmental sciences - Abstract
As focus of humans has turned to renewable energy, the role of anaerobic digestion has started to become economically viable. Reducing the volume of agro-wastes for the generation of gaseous and liquid fractions with energy carriers and valuable products is an enormous challenge. A two-stage anaerobic digestion process consisting of hydrogenic stage followed by methanogenic stage was studied in a laboratory scale. Five simple nonlinear models of this continuous cascade process were studied in order to determine the optimal ratio of working volumes of bioreactors, in view of maximising energy production. This ratio was reported for all adopted models. The optimal ratio (maximal energy production criterion) depends of the adopted mathematical model. Static characteristics of both bioreactors were obtained using Symbolyc toolbox of Matlab. Numerical experiments concerning dynamics of the main variables of both bioreactors for these models using Simulink of Matlab are performed for different step changes of the dilution rate of the first bioreactor, together with the influence of the substrate (acetate) inhibition for one of the models. The value of the constant of inhibition plays an important role on the admissible interval of the dilution rate. The developed idea could serve for optimally designed experiments of anaerobic digestion for production of hydrogen and methane from lignocelluloses wastes (wheat straw) in two phase process.
- Published
- 2021
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28. Monitoring of the change of the level of liquids and loose materials in reservoirs.
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Ivan Simeonov
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- 2003
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29. Mathematical modeling and parameters estimation of anaerobic fermentation processes.
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Ivan Simeonov
- Published
- 1999
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30. Kalman Filter based Newton Extremum Seeking Control for Maximum Gases Production Rates of Anaerobic Digestion Process
- Author
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Nicolai Christov, Haoping Wang, Yang Tian, Ivan Simeonov, Lyudmila Kabaivanova, and Maobo Hu
- Subjects
Hessian matrix ,Process (computing) ,Kalman filter ,Kalman filtering algorithm ,Computer Science Applications ,symbols.namesake ,Anaerobic digestion ,Control and Systems Engineering ,Control theory ,Convergence (routing) ,symbols ,Production (economics) ,Electrical and Electronic Engineering ,nesC ,Mathematics - Abstract
This paper proposes a Kalman filter (KF) based Newton extremum seeking control (NESC) to maximize production rates of hydrogen and methane in anaerobic digestion process. The Kalman filtering algorithm is used to obtain more accurate gradient and Hessian estimates which makes possible to increase the convergence speed to the extremum and to eliminate input and output steady-state oscillations. The simulation examples demonstrate the performances of the proposed approach.
- Published
- 2020
- Full Text
- View/download PDF
31. MATHEMATICAL MODELLING OF A TWO-STAGE ANAEROBIC DIGESTION PROCESS WITH HYDROGEN AND METHANE PRODUCTION USING ADM1
- Author
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Ivan Simeonov, Milen Borisov, and Dencho Denchev
- Subjects
Hydrogen ,Chemistry ,chemistry.chemical_element ,02 engineering and technology ,010402 general chemistry ,021001 nanoscience & nanotechnology ,Pulp and paper industry ,01 natural sciences ,0104 chemical sciences ,Anaerobic digestion ,Scientific method ,Stage (hydrology) ,Methane production ,0210 nano-technology - Abstract
The aim of this study is to implement a mathematical model to simulate the dynamic behaviour of a two-stage anaerobic digestion process for simultaneous production of hydrogen and methane. The process is carried out in two connected continuously stirred bioreactors. The proposed model is developed by reducing the well known IWA Anaerobic Digester Model No 1 (ADM1). In the present study the original model concept was adapted and applied to replicate a two-stage process. The proposed model involves 13 ODEs for the 1st stage and 7 ODEs for the 2nd stage. The numerical coefficient values in the model are taken from specified literature and adapted to the case of wheat straw AD. Important input-output static characteristics and existence of maxima of the input-output static characteristics concerning the biohydrogen and biomethane production in function of the control variable (dilution rate) are presented. Supposing that both bioreactors are operating nearby these maxima the optimal ratio of the working volumes was obtained. Numerical simulations using a specially elaborated web-based software environment are presented to demonstrate the dynamic behavior of the model solutions.
- Published
- 2020
- Full Text
- View/download PDF
32. Mathematical modeling of the anaerobic digestion in two-stage system with production of hydrogen and methane including three intermediate products
- Author
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Elena Chorukova and Ivan Simeonov
- Subjects
Hydrogen ,Renewable Energy, Sustainability and the Environment ,Energy Engineering and Power Technology ,chemistry.chemical_element ,02 engineering and technology ,010402 general chemistry ,021001 nanoscience & nanotechnology ,Condensed Matter Physics ,Pulp and paper industry ,01 natural sciences ,Methane ,0104 chemical sciences ,Biotechnological process ,Anaerobic digestion ,chemistry.chemical_compound ,Fuel Technology ,chemistry ,Scientific method ,Bioreactor ,0210 nano-technology - Abstract
Anaerobic digestion is a multi-step biotechnological process, in which H2 is not detected as it is consumed immediately e.g. by hydrogenotrophic methanogens to produce CH4 and CO2. Recently a two-stage AD concept consisting of hydrogenic process followed by methanogenic process was suggested. However, only few models of this process are known. In this study a mathematical model of a continuous process of AD with production of hydrogen and methane in a cascade of two bioreactors, including some intermediate products in the first bioreactor was developed and investigated.
- Published
- 2020
- Full Text
- View/download PDF
33. Mathematical Model of a Thermophilic Anaerobic Digestion for Methane Production of Wheat Straw
- Author
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Elena Chorukova, Lyudmila Kabaivanova, Venelin Hubenov, Ivan Simeonov, and Olympia Roeva
- Subjects
Process Chemistry and Technology ,Chemical Engineering (miscellaneous) ,Bioengineering ,thermophilic anaerobic digestion ,lignocellulose ,mathematical model ,parameters identification ,metaheuristic algorithm ,verification - Abstract
This paper presents a newly created mathematical model of thermophilic anaerobic digestion of wheat straw carried out in a 2 dm3 bioreactor for methane production. Two batch processes, with 30 mL/dm3 and 35 mL/dm3 organic load, are carried out—one set for parameter identification and one set for model verification. The identification of model parameter values is based on dynamical experiments. It is fulfilled using two different techniques: deterministic sequential quadratic programming algorithm and metaheuristic genetic algorithm. Verification of the developed mathematical models is conducted based on the different data sets of the process. Both models predict the set of the experimental data for all considered process variables well. Genetic algorithm visually fits the data with a higher degree of accuracy, as confirmed by the numerical results for the objective function value.
- Published
- 2022
- Full Text
- View/download PDF
34. Special Issue 'Modelling and Optimal Design of Complex Biological Systems'
- Author
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Neli Dimitrova, Jerome Harmand, Alain Rapaport, and Ivan Simeonov
- Subjects
Process Chemistry and Technology ,Chemical Engineering (miscellaneous) ,Bioengineering - Abstract
At present, complex biological processes are used in many industrial areas [...]
- Published
- 2022
- Full Text
- View/download PDF
35. An UKF-based Extremum Seeking Control of Two-Stage Anaerobic Digestion Process
- Author
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Dandan Xu, Haoping Wang, Yang Tian, Nicolai Christov, Lyudmila Kabaivanova, and Ivan Simeonov
- Published
- 2021
- Full Text
- View/download PDF
36. LABORATORY BIODEGRADATION OF POTENTIAL CELLULOSE WASTES GENERATED DURING LONG-TERM MANNED SPACE MISSIONS
- Author
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Denis Korshunov, Ivan Simeonov, Hristo Najdenski, Venelin Hubenov, Veselin Kussovski, Lyudmila Dimitrova, Viacheslav Ilyin, and Plamen Angelov
- Subjects
Waste management ,020209 energy ,05 social sciences ,02 engineering and technology ,Biodegradation ,Space exploration ,Term (time) ,chemistry.chemical_compound ,chemistry ,0502 economics and business ,0202 electrical engineering, electronic engineering, information engineering ,Environmental science ,050207 economics ,Cellulose - Abstract
Anaerobic microbial biodegradation of cellulose containing wastes generated during the long-term manned space missions is a key technological approach for resolving the problem of wastes accumulated onboard of the spacecraft. Herewith are presented data on the possibilities of structurally stable multispecies microbial consortia originating from methanogenic bioreactors to decompose different cellulose substrates – filter paper, medical gauze and vegetable mix as potential cellulose wastes during space missions. The rates of biodegradation processes carried out at mesophilic and thermophilic conditions are not only measured and compared but are providing new opportunities for development of technology for microbial biodegradation of cellulose-rich organic wastes. Moreover, the studies have shown that paper and gauze hydrolysis with the help of cellulolytic bacterial communities can be an effective component of utilization of cosmonaut hygiene items. Biodegradation of plant wastes by community of anaerobic bacteria is promising and applicable tool also under terrestrial conditions. Light microscopy of bacterial communities reveals the presence of Gram-positive spore forming bacilli (short and long forms, bipolar and dividing cells) and typical clostridia forms.
- Published
- 2019
- Full Text
- View/download PDF
37. Renewable energy from two-stage anaerobic digestion of organic wastes
- Author
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Venelin Hubenov, Elena Chorukova, and Ivan Simeonov
- Subjects
Hydrogen ,business.industry ,chemistry.chemical_element ,Pulp and paper industry ,Corn steep liquor ,Methane ,Renewable energy ,Anaerobic digestion ,chemistry.chemical_compound ,Biogas ,chemistry ,Bioreactor ,Environmental science ,Biohydrogen ,business - Abstract
Experimental studies of two-phase anaerobic digestion of corn steep liquor (a waste product from processing corn grain for starch extraction) were performed. For the first time, an automatic mode of operation was implemented in continuous processes with simultaneous production of hydrogen and methane using the developed computer system for monitoring and control of pilot bioreactors. The best results for daily biogas yield were obtained at an organic load of 20 g/L for hydrogen producing bioreactor, as the daily yield of biohydrogen is 0.74 dm3/L at a hydrogen concentration in biogas of 32.6% (0.24 dm3/L pure biohydrogen) and the daily biomethane yield in the methane producing bioreactor is 0.587 dm3/L at a methane concentration in biogas of 69% (0.4 dm3/L pure biomethane). The obtained energy is more than 40% compared to the traditional single-stage methane production process. A disadvantage is the need for additional purification from hydrogen sulfide of both gases before obtaining electricity and/or heat.
- Published
- 2021
- Full Text
- View/download PDF
38. Mathematical Modeling and Stability Analysis of a Two-Phase Biosystem
- Author
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Ivan Simeonov, Neli Dimitrova, and Milen Borisov
- Subjects
anaerobic digestion ,two-phases process ,020209 energy ,Computation ,Bioengineering ,02 engineering and technology ,010501 environmental sciences ,lcsh:Chemical technology ,stability analysis ,01 natural sciences ,Stability (probability) ,lcsh:Chemistry ,0202 electrical engineering, electronic engineering, information engineering ,Chemical Engineering (miscellaneous) ,Uniform boundedness ,lcsh:TP1-1185 ,Uniqueness ,0105 earth and related environmental sciences ,Mathematics ,Equilibrium point ,Computer simulation ,Process Chemistry and Technology ,methane ,Anaerobic digestion ,lcsh:QD1-999 ,Scientific method ,hydrogen ,numerical simulation ,equilibrium points ,Biological system ,mathematical model - Abstract
We propose a new mathematical model describing a biotechnological process of simultaneous production of hydrogen and methane by anaerobic digestion. The process is carried out in two connected continuously stirred bioreactors. The proposed model is developed by adapting and reducing the well known Anaerobic Digester Model No 1 (ADM1). Mathematical analysis of the model is carried out, involving existence and uniqueness of positive and uniformly bounded solutions, computation of equilibrium points, investigation of their local stability with respect to practically important input parameters. Existence of maxima of the input&ndash, output static characteristics with respect to hydrogen and methane is established. Numerical simulations using a specially elaborated web-based software environment are presented to demonstrate the dynamic behavior of the model solutions.
- Published
- 2020
- Full Text
- View/download PDF
39. Non-contact ultrasound method for identification of yogurt according to its butter content.
- Author
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Nikolay Shopov, Raycho Ilarionov, Ivan Simeonov, and Hristo Kilifarev
- Published
- 2009
- Full Text
- View/download PDF
40. Praktische Aspekte der kulturanalytischen Linguistik
- Author
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Ivan Simeonov and Ivan Simeonov
- Subjects
- Language and culture
- Abstract
In diesem Fachbuch befasst sich der Autor mit einigen Fragen, die sich auf das Wesen der kulturanalytischen Linguistik als Wissenschaft beziehen. Dr. Ivan Simeonov widmet sich unter anderem dem Konzept als ein mentales System, der verbalen Struktur des Konzeptes „Frau“ (????) in der bulgarischen traditionellen Kultur sowie individuell-autorischen Nominierungen. Als Textbeispiele dienen ein Kapitel aus „Unter dem Joch“ von Ivan Vazov und Märchen, Legenden und Novellen von Hermann Hesse. Außerdem wird auf die Beiträge Carl Jungs und Sigmund Freuds zur Psychoanalyse eingegangen. Beispielhafte Analysen veranschaulichen Inhalt und Methodik der kulturanalytischen Linguistik. Dieses Buch richtet sich an Professor•innen, Dozent•innen, Lektor•innen und Studierende der philologischen und kulturellen Disziplinen, Anthropolog•innen und Ethnolog•innen, sowie an Lehrerende und Schüler•innen (besonders am Gymnasium).
- Published
- 2021
41. Der Ursprung der slawischen Alphabete
- Author
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Ivan Simeonov and Ivan Simeonov
- Abstract
Dieses Fachbuch widmet sich dem Ursprung der beiden slawischen Alphabete – der Glagolitiza und Kyrilliza. In diesem Zusammenhang stellt es sich der Autor zur Aufgabe zu klären, wer diese Alphabete wann verfasst hat, warum sie verfasst wurden und für welche Sprache sie bestimmt waren. Zu diesem Zweck verwendet er folgenden, bisher noch nicht verfolgten Ansatz: Zunächst werden die beiden Grafiksysteme auf vergleichende Weise objektiv und gründlich analysiert. Weiterhin untersucht der Autor die ältesten glagolitischen und kyrillischen Bücher, aus denen er wertvolle Informationen über die Zeit und den Ort ihres Schreibens und über die in ihnen verwendete altbulgarische Literatursprache erhält. Abschließend skizziert der Autor die relevanten historischen Ereignisse im diachronen Kontext.
- Published
- 2021
42. Modelling and Extremum Seeking Control of Two-stage Biotechnological Process
- Author
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Elena Chorukova, Ivan Simeonov, and Vasil T. Lakov
- Subjects
Mathematical model ,02 engineering and technology ,010402 general chemistry ,021001 nanoscience & nanotechnology ,01 natural sciences ,Methane ,0104 chemical sciences ,Dilution ,Volumetric flow rate ,chemistry.chemical_compound ,chemistry ,Control and Systems Engineering ,Control theory ,Cascade ,Control system ,Bioreactor ,0210 nano-technology ,Mathematics - Abstract
Mathematical models of a cascade of two continuously stirred anaerobic bioreactors for simultaneous hydrogen and methane production are presented and a stable extremum seeking control algorithm is applied to the system. The dilution rate of the first bioreactor is chosen as control action and the hydrogen and methane flow rates of both bioreactors, working in continuous mode, are the measured outputs to be maximized. The concentration of the inlet organics is accepted for disturbance. The control loop is represented by the extremum seeking controller, which finds the optimum control action and reacts to the disturbance. Simulation studies show the feasibility of this scheme
- Published
- 2018
- Full Text
- View/download PDF
43. Formation of attribute spaces using wavelets in automatic classification of explosives.
- Author
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Nikolay Shopov, Rajcho Ilarionov, Ivan Simeonov, and Hristo Kilifarev
- Published
- 2008
- Full Text
- View/download PDF
44. Improvement and optimization of an embedded system for short-time weather forecasting.
- Author
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Hristo Kilifarev, Ivan Simeonov, and Raycho Ilarionov
- Published
- 2008
- Full Text
- View/download PDF
45. Mathematical Modelling and Extremum Seeking Control of Cascade of Two Bioreactors for Production of Hydrogen and Methane
- Author
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Ivan Simeonov, Elena Chorukova, and V. Lakov
- Subjects
chemistry.chemical_compound ,Hydrogen ,chemistry ,business.industry ,Cascade ,Bioreactor ,Environmental science ,chemistry.chemical_element ,Production (economics) ,Process engineering ,business ,Methane - Abstract
A mathematical model of a cascade of two continuously stirred anaerobic bioreactors is presented in this paper and the extremum seeking control is applied on it. The dilution rate of the first bioreactor is chosen as control action and the joint biogas flow rate both bioreactors is the measured output to be maximized. The concentration of inlet organics is accepted as the disturbance. The correction of the working volume of the second bioreactor is studied as the inner loop of the cascade control system. The outer control loop is represented by the extremum seeking controller, which finds the optimum control action and reacts to the disturbance. Computer simulation studies show the feasibility of this scheme.
- Published
- 2017
- Full Text
- View/download PDF
46. Algorithmic realization of system for short-term weather forecasting.
- Author
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Ivan Simeonov, Hristo Kilifarev, and Rajcho Ilarionov
- Published
- 2007
- Full Text
- View/download PDF
47. ON THE EXTREMUM-SEEKING CONTROL DESIGN AND APPLICATION FOR ANAEROBIC DIGESTION PROCESSES
- Author
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Haoping Wang, Yang Tian, Nicolai Christov, Ivan Simeonov, and Maobo Hu
- Subjects
0209 industrial biotechnology ,Anaerobic digestion ,020901 industrial engineering & automation ,020208 electrical & electronic engineering ,0202 electrical engineering, electronic engineering, information engineering ,02 engineering and technology ,Pulp and paper industry ,Mathematics - Abstract
The paper deals with the optimization of nonlinear systems by using Extremum Seeking Control (ESC) without any prior knowledge of the system model. An Extend Kalman Filter based Extremum Seeking Control (EKF based ESC) is proposed, which can make the amplitude of perturbation signal variable and ensure convergence to zero, i.e. without steady-state oscillation. The proposed ESC algorithm makes also possible to obtain more accurate gradient estimate and more rapid ESC convergence. The proposed EKF based ESC algorithm is applied to a fifth-order model of anaerobic digestion process and its performances are compared with the performances of the classical ESC algorithm. Key Words: ESC, EKF, steady state oscillation, anaerobic digestion processes
- Published
- 2019
- Full Text
- View/download PDF
48. Characteristics of Hail Dropping Noise in Urban Environment
- Author
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Ѐva Hajnal and Ivan Simeonov
- Subjects
Noise ,Acoustics ,Environmental science ,Urban environment - Abstract
In the submitted work the noise characteristics of hail dropping strikes in urban environment are analyzed. In light of ground observations through crowd-sourcing mobile applications two hail storm recording spectra are compared. It is shown, that the low frequency component has strong influence on noise energy.
- Published
- 2018
- Full Text
- View/download PDF
49. Mathematical Modelling of Anaerobic Digestion with Hydrogen and Methane Production * *This research has been partially supported by the Bulgarian Science Fund under contract No. DFNI–E02/13. The work of the second author has been partially supported by Sofia University 'St Kl. Ohridski' under contract No. 58/06.04.2016
- Author
-
Milen Borisov, Ivan Simeonov, and Neli Dimitrova
- Subjects
Equilibrium point ,Engineering ,Hydrogen ,business.industry ,020209 energy ,Computation ,Mechanical engineering ,chemistry.chemical_element ,02 engineering and technology ,021001 nanoscience & nanotechnology ,Stability (probability) ,Methane ,Anaerobic digestion ,chemistry.chemical_compound ,chemistry ,Control and Systems Engineering ,Scientific method ,0202 electrical engineering, electronic engineering, information engineering ,Bioreactor ,0210 nano-technology ,Process engineering ,business - Abstract
We propose a new mathematical model describing a biotechnological process of simultaneous production of hydrogen and methane by anaerobic digestion. The process is carried out in two connected continuously stirred bioreactors. The proposed model is developed by reducing the well known Anaerobic Digester Model No 1 (ADM1). The mathematical analysis of the model involves computation of equilibrium points, investigation of their local stability with respect to practically important input parameters, existence of maxima of the input-output static characteristics. Numerical simulations using a specially elaborated web-based software environment are presented to demonstrate the dynamic behavior of the model solutions.
- Published
- 2016
- Full Text
- View/download PDF
50. An attraction-repulsion point process model for respiratory syncytial virus infections
- Author
-
Joshua Goldstein, Francesca Chiaromonte, John Fricks, Murali Haran, and Ivan Simeonov
- Subjects
Statistics and Probability ,General Immunology and Microbiology ,Applied Mathematics ,Attraction repulsion ,Inference ,Markov chain Monte Carlo ,General Medicine ,General Biochemistry, Genetics and Molecular Biology ,Point process ,Virus ,symbols.namesake ,Econometrics ,Spatial ecology ,symbols ,Point (geometry) ,Statistical physics ,General Agricultural and Biological Sciences ,Mcmc algorithm ,Mathematics - Abstract
Summary How is the progression of a virus influenced by properties intrinsic to individual cells? We address this question by studying the susceptibility of cells infected with two strains of the human respiratory syncytial virus (RSV-A and RSV-B) in an in vitro experiment. Spatial patterns of infected cells give us insight into how local conditions influence susceptibility to the virus. We observe a complicated attraction and repulsion behavior, a tendency for infected cells to lump together or remain apart. We develop a new spatial point process model to describe this behavior. Inference on spatial point processes is difficult because the likelihood functions of these models contain intractable normalizing constants; we adapt an MCMC algorithm called double Metropolis–Hastings to overcome this computational challenge. Our methods are computationally efficient even for large point patterns consisting of over 10,000 points. We illustrate the application of our model and inferential approach to simulated data examples and fit our model to various RSV experiments. Because our model parameters are easy to interpret, we are able to draw meaningful scientific conclusions from the fitted models.
- Published
- 2015
- Full Text
- View/download PDF
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