14 results on '"Farroni, Flavio"'
Search Results
2. Development of Machine Learning Algorithms for the Determination of the Centre of Mass
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Flavio Farroni, Danilo D’Andrea, Lorenzo Scappaticci, Giacomo Risitano, Filippo Cucinotta, Dario Santonocito, D'Andrea, Danilo, Cucinotta, Filippo, Farroni, Flavio, Risitano, Giacomo, Santonocito, Dario, and Scappaticci, Lorenzo
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Physics and Astronomy (miscellaneous) ,Computer science ,General Mathematics ,Centre of pressure ,0206 medical engineering ,02 engineering and technology ,Motion capture ,Convolution ,3D motion capture ,03 medical and health sciences ,0302 clinical medicine ,Software ,Position (vector) ,Computer Science (miscellaneous) ,Balance (ability) ,Wii balance board ,Artificial neural network ,Convolution neural networks ,Open Pose ,business.industry ,lcsh:Mathematics ,Control engineering ,lcsh:QA1-939 ,020601 biomedical engineering ,Chemistry (miscellaneous) ,business ,030217 neurology & neurosurgery - Abstract
The study of the human body and its movements is still a matter of great interest today. Most of these issues have as their fulcrum the study of the balance characteristics of the human body and the determination of its Centre of Mass. In sports, a lot of attention is paid to improving and analysing the athlete’s performance. Almost all the techniques for determining the Centre of Mass make use of special sensors, which allow determining the physical magnitudes related to the different movements made by athletes. In this paper, a markerless method for determining the Centre of Mass of a subject has been studied, comparing it with a direct widely validated equipment such as the Wii Balance Board, which allows determining the coordinates of the Centre of Pressure. The Motion Capture technique was applied with the OpenPose software, a Computer Vision method boosted with the use of Convolution Neural Networks. Ten quasi-static analyses have been carried out. The results have shown an error of the Centre of Mass position, compared to that obtained from the Wii Balance Board, which has been considered acceptable given the complexity of the analysis. Furthermore, this method, despite the traditional methods based on the use of balances, can be used also for prediction of the vertical position of the Centre of Mass.
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- 2021
3. A three-dimensional multibody tire model for research comfort and handling analysis as a structural framework for a multi-physical integrated system
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Flavio Farroni, Francesco Timpone, Aleksandr Sakhnevych, Farroni, Flavio, Sakhnevych, Aleksandr, and Timpone, Francesco
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vehicle dynamic ,0209 industrial biotechnology ,Computer science ,Mechanical Engineering ,multibody dynamic ,Aerospace Engineering ,Mechanical engineering ,020302 automobile design & engineering ,02 engineering and technology ,Multibody system ,physical modeling ,Tire structural behavior ,Structural framework ,Vehicle dynamics ,research comfort and handling tire model ,020901 industrial engineering & automation ,0203 mechanical engineering ,Point (geometry) ,strain energy lo ,research comfort and handling - Abstract
A tire is an extremely integrated and multi-physical system. From only a mechanical point of view, tires are represented by highly composite multi-layered structures, consisting of a multitude of different materials, synthesized in peculiar rubber matrices, to optimize both the performance and the life cycle. During the tire motion, due to the multi-material thermodynamic interaction within the viscoelastic tire rubber matrix, the dynamic characteristics of a tire may alter considerably. In the following paper, the multibody research comfort and handling tire model is presented. The main purpose of the research comfort and handling tire is to constitute a completely physical carcass infrastructure to correctly transmit the generalized forces and torques from the wheel spindle to the contact patch. The physical model structure is represented by a three-dimensional array of interconnected nodes by means of tension and rotational stiffness and damper elements, attached to the rim modeled as a rigid body. Research comfort and handling tire model purpose is to constitute a structural physical infrastructure for the co-implementation of additional physical modules taking into account the modification of the tire structural properties with temperature, tread viscoelastic compound characteristics, and wear degradation. At the stage, the research comfort and handling tire discrete model has been validated through both static and dynamic shaker test procedures. Static test procedure adopts contact sensitive films for the contact patch estimation at different load and internal pressure conditions, meanwhile the specifically developed sel test regards the tire dynamic characterization purpose at the current stage. The validation of the tire normal interaction in both static and dynamic conditions provided constitutes a necessary development step to the integration of the tangential brush interaction model for studying the handling dynamics and to the analysis of the model response on the uneven surfaces.
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- 2018
4. Review on Friction and Wear Test Rigs: An Overview on the State of the Art in Tyre Tread Friction Evaluation
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Flavio Farroni, Andrea Genovese, Gennaro Antonio D’Angelo, Aleksandr Sakhnevych, Genovese, Andrea, D'Angelo, Gennaro Antonio, Sakhnevych, Aleksandr, and Farroni, Flavio
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friction testers ,Specific test ,Computer science ,friction testers, tribometers, viscoelastic materials, rubber friction, tyre ,Mechanical Engineering ,Interface (computing) ,viscoelastic materials ,Mechanical engineering ,tyre ,Context (language use) ,Energy consumption ,Surface finish ,Surfaces, Coatings and Films ,Test (assessment) ,tribometers ,lcsh:Q ,State (computer science) ,Tread ,rubber friction ,lcsh:Science - Abstract
The future evolution of autonomous mobility and road transportation will require substantial improvements in tyre adherence optimization. As new technologies being deployed in tyre manufacturing reduce total vehicle energy consumption, the contribution of tyre friction for safety and performance enhancement continues to increase. For this reason, the tyre’s grip is starting to drive the focus of many tyre developments nowadays. This is because the tread compound attitude to maximize the interaction forces with the ground is the result of a mix of effects, involving polymer viscoelastic characteristics, road roughness profiles and the conditions under which each tyre works during its lifespan. In such a context, mainly concerning the automotive market, the testing, analysis and objectivation of the friction arising at the tread interface is performed by means of specific test benches called friction testers. This paper reviews the state of the art in such devices’ development and use, with a global overview of the measurement methodologies and with a classification based on the working and specimen motion principle. Most tyre friction testers allow one to manage the relative sliding speed and the contact pressure between the specimen and the counter-surface, while just some of them are able to let the user vary the testing temperature. Few devices can really take into account the road real roughness, carrying out outdoor measurements, useful because they involve actual contact phenomena, but very complex to control outside the laboratory environment.
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- 2020
5. Study on the Generalized Formulations with the Aim to Reproduce the Viscoelastic Dynamic Behavior of Polymers
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Aleksandr Sakhnevych, Flavio Farroni, Francesco Timpone, Francesco Carputo, Antonio Maiorano, Andrea Genovese, Genovese, Andrea, Carputo, Francesco, Maiorano, Antonio, Timpone, Francesco, Farroni, Flavio, and Sakhnevych, Aleksandr
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fractal derivative, viscoelastic models, polymers ,fractal derivative ,02 engineering and technology ,Derivative ,lcsh:Technology ,Viscoelasticity ,lcsh:Chemistry ,Set (abstract data type) ,0203 mechanical engineering ,viscoelastic models ,Fractal derivative ,Applied mathematics ,General Materials Science ,Fraction (mathematics) ,lcsh:QH301-705.5 ,Instrumentation ,polymers ,Mathematics ,Fluid Flow and Transfer Processes ,lcsh:T ,Generalized Maxwell model ,Process Chemistry and Technology ,General Engineering ,Experimental data ,021001 nanoscience & nanotechnology ,lcsh:QC1-999 ,Computer Science Applications ,Range (mathematics) ,020303 mechanical engineering & transports ,lcsh:Biology (General) ,lcsh:QD1-999 ,lcsh:TA1-2040 ,lcsh:Engineering (General). Civil engineering (General) ,0210 nano-technology ,lcsh:Physics - Abstract
Appropriate modelling of the real behavior of viscoelastic materials is of fundamental importance for correct studies and analyses of structures and components where such materials are employed. In this paper, the potential to employ a generalized Maxwell model and the relative fraction derivative model is studied with the aim to reproduce the experimental behavior of viscoelastic materials. For both models, the advantage of using the pole-zero formulation is demonstrated and a specifically constrained identification procedure to obtain the optimum parameters set is illustrated. Particular emphasis is given on the ability of the models to adequately fit the experimental data with a minimum number of parameters, addressing the possible computational issues. The question arises about the minimum number of experimental data necessary to estimate the material behavior in a wide frequency range, demonstrating that accurate results can be obtained by knowing only the data of the upper and low frequency plateaus plus the ones at the loss tangent peak.
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- 2020
6. An Application of TRIP-ID: MF Identification Tool for an Automobile Tire Interaction Curves Dataset
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Francesco Timpone, Aleksandr Sakhnevych, Flavio Farroni, Michele Russo, Giuseppe Carbone, Alessandro Gasparetto, Farroni, Flavio, Russo, Michele, Sakhnevych, Aleksandr, and Timpone, Francesco
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Camber angle ,Computer science ,Mechanical Engineering ,Pacejka parameters identification ,Automotive engineering ,Magic formula ,Vehicle dynamics ,Contact mechanics ,Real-time simulation ,Thermal ,Outlier ,Vehicle dynamic ,Contact mechanic ,Mechanics of Material ,Real-time vehicle simulation ,Tire modelling ,Slip (vehicle dynamics) - Abstract
One of the most diffused tire/road interaction models, widely employed in simulation applications, is the Pacejka’s Magic Formula (MF) [1, 2]. It is a semi-empirical model able to fit full scale test data, characterized by a large number of coefficients, often called micro-parameters, grouped basing on physical considerations in order to create specific functions, called macro-parameters. MF model coefficients provided by tire manufacturers are generally not fully representative of the behaviour of tires in contact with road. This is due to the testing conditions employed to identify model coefficients: Tests are usually performed on a specific rolling bench or on a flat-trac (Tire testing system, commercialised by MTS Systems Corporation. It applies forces and motions to a tire running on a continuous flat belt.), that keep the tire in contact with a steel or an abrasive paper covered belt. The impossibility to test the tires under real working conditions causes unavoidable approximation errors, mainly due to differences in thermal exchanges and wear phenomena [3] between tire/belt and real tire/road contact. Therefore it is commonly necessary to modify the MF coefficients in order to improve the bench data correlation and to be able to validate vehicle models with data coming from experimental tests. The aim of the developed tool, called TRIP-ID (Tire/Road Interaction Parameters IDentification), is to provide an innovative procedure to identify the Pacejka coefficients basing on the experimental tests carried out measuring global vehicle data during outdoor track sessions. In the presented application, the procedure collects and processes the data provided by TRICK tool [4], allowing to eliminate the outlier points, to discriminate wear and thermal phenomena, taking into account the combined slip condition and the effects of vertical load and camber angle on the global grip. The innovative approach proposed can be useful to reproduce in real time simulation applications the feedback that high performances tires give to sport vehicle drivers, whose interest and skills are focused on keeping them in the optimal thermal range. The coupling of a properly modified MF model with a thermal and with a friction model can provide a reliable simulation and analysis instrument for drivers, carmakers and tire producers.
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- 2018
7. Performance Indices for Motorsport Drivers Analysis
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Flavio Farroni, Francesco Timpone, Ernesto Rocca, Aleksandr Sakhnevych, Giuseppe Carbone, Alessandro Gasparetto, Farroni, Flavio, Rocca, Ernesto, Sakhnevych, Aleksandr, and Timpone, Francesco
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Vehicle dynamics ,Travelling in curve ,Driver Key Performance Indices (DKPI) ,Computer science ,Mechanical Engineering ,Data logger ,Vehicle dynamic ,Mechanics of Material ,Overall performance ,Product (category theory) ,Chicane ,Track (rail transport) ,Automotive engineering - Abstract
The present paper aims to propose performance indices able to characterize the driving abilities of a car driver in the motorsport ambit. These indices could be used both to improve drivers performances and to conduct comparative analyses between professional and non-professional drivers. The data used for the analysis come from a Formula 4 vehicle and have been acquired by means of a specific data logger. Some indices, suggested by the specific literature in the motorsport vehicles, have been analyzed and employed on the data acquired on track during races. The results were not so satisfactory especially to evaluate the performance of a non-professional driver. The proposed indicators defined as the product of the accelerations along one determined direction (longitudinal or lateral) for the corresponding velocities seem to be suitable to be used as performance indices for the pilot in all the three main phases of a curve. The analysis of the data shows that these indices are quite reliable even if, in some particular cases, they show little discrepancies. This happens because the indices must be interpreted differently in dependence of the various types of curve, which are diversely approached (e.g. a chicane or a hairpin). Further development will improve the indicators according to the type of curve, trying to give an overall performance indicator for each curve.
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- 2018
8. Comparison of Modelling Tools for the Assessment of the Parameters of Driving Assistance Solutions
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Guido Fusco, Francesco Timpone, Aleksandr Sakhnevych, Flavio Farroni, Luigi Pariota, Sebastian Rosario Pastore, Carlo Ferraresi, Giuseppe Quaglia, Farroni, Flavio, Fusco, Guido, Pariota, Luigi, Pastore, Sebastian Rosario, Sakhnevych, Aleksandr, and Timpone, Francesco
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Vehicle dynamics ,Commercial software ,SIMPLE (military communications protocol) ,Dynamic models ,Computer science ,Work (physics) ,Advanced driver assistance systems ,Control engineering ,Track (rail transport) ,ADAS, Lane Keeping Assistant (LKA), Model in the loop, Vehicle dynamics, Virtual validation ,Domain (software engineering) - Abstract
The main idea of the present work is to define the domain in which it is possible to adopt very simple models of vehicle dynamics for applications in the testing of Advanced Driver Assistance Systems (ADAS) in lieu of complex models. The aim is to reduce the computational burden, and consequently the computing time. In particular, in the paper, the performances of a very simple model of vehicle dynamics, the Single Track with linear tires, have been compared with those of a complex and complete model, with non-linear tires, included in a commercial software (IPG CarMaker). For sake of shortness, the comparison has been carried out focusing on the lateral dynamical behaviour, and consequently the testing of a Lane Keeping Assistant (LKA) system has been carried out. Of course both the vehicle dynamic models, and the ADAS system have been integrated in a common simulation environment (Simulink), and tested in the standard traffic scenarios defined in EuroNCAP test protocols.
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- 2017
9. A combined use of phase plane and handling diagram method to study the influence of tyre and vehicle characteristics on stability
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Flavio Farroni, Riccardo Russo, Michele Russo, Francesco Timpone, Mario Terzo, Farroni, Flavio, Russo, Michele, Russo, Riccardo, Terzo, Mario, and Timpone, Francesco
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Engineering ,business.industry ,Mechanical Engineering ,Stiffness ,Structural engineering ,Phase plane ,Stability (probability) ,Vehicle dynamics ,Nonlinear system ,Structural load ,Position (vector) ,Automotive Engineering ,medicine ,medicine.symptom ,Safety, Risk, Reliability and Quality ,business ,Vehicle stability, Phase plane, Handling diagram, Cornering stiffness, Roll stiffness ,Bifurcation - Abstract
This paper deals with in-curve vehicle lateral behaviour and is aimed to find out which vehicle physical characteristics affect significantly its stability. Two different analytical methods, one numerical (phase plane) and the other graphical (handling diagram) are discussed. The numerical model refers to the complete quadricycle, while the graphical one refers to a bicycle model. Both models take into account lateral load transfers and nonlinear Pacejka tyre–road interactions. The influence of centre of mass longitudinal position, tyre cornering stiffness and front/rear roll stiffness ratio on vehicle stability are analysed. The presented results are in good agreement with theoretical expectations about the above parameters influence, and show how some physical characteristics behave as saddle-node bifurcation parameters.
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- 2013
10. Tyre-Road Interaction: Experimental Investigations About the Friction Coefficient Dependence on Contact Pressure, Road Roughness, Slide Velocity and Temperature
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Francesco Timpone, Michele Russo, Flavio Farroni, Riccardo Russo, Farroni, Flavio, Russo, Michele, Russo, Riccardo, and Timpone, Francesco
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Friction, Tyre-road interaction, Mechanical measurements, Pressure, Temperature, Surface roughness, Rubber ,Materials science ,Track (disk drive) ,Abrasive ,Contact patch ,law.invention ,Natural rubber ,law ,Thermocouple ,visual_art ,Surface roughness ,visual_art.visual_art_medium ,Trailing edge ,Composite material ,Pyrometer - Abstract
In this paper the results of an experimental activity carried out with the aim to investigate on the frictional behaviour of visco-elastic materials in sliding contact with road asperities is presented. Experiments are carried out using a prototype of pin on disk machine whose pin is constituted by a specimen of rubber coming from a commercial tyre while the disk may be in glass, marble or abrasive paper. Tests are performed both in dry and wet conditions. Roughness of the disk materials is evaluated by a tester and by a laser scan device. Temperature in proximity of the contact patch is measured by pyrometer pointed on the disk surface in the pin trailing edge, while room temperature is measured by a thermocouple. Sliding velocity is imposed by an inverter controlled motor driving the disk and measured by an incremental encoder. Vertical load is imposed applying calibrated weights on the pin and friction coefficients are measured acquiring the longitudinal forces signal by means of a load cell. As regards to the road roughness, the experimental results show a marked dependence with road Ra index. Dry and wet tests performed on different micro-roughness profiles (i.e. glass and marble) highlighted that friction coefficient in dry conditions is greater on smoother surfaces, while an opposite tendency is shown in wet conditions. Although affected by uncertainties the results confirm the dependence of friction on temperature, vertical load and track conditions.
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- 2012
11. Theoretical and experimental estimation of the hysteretic component of friction for a visco-elastic material sliding on a rigid rough surface
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Flavio Farroni, Russo, R., Timpone, F., Farroni, Flavio, Russo, Riccardo, and Timpone, Francesco
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Hysteresis model, Sliding friction, Visco-elastic material - Abstract
According to the most recent approaches, the friction coefficient arising between tyre rubber and road can be seen as constituted by three components: adhesion, deforming hysteresis and wear. This paper deals with the estimation of the hysteretic component of friction. This component is due to indentation phenomena regarding contact mechanics of deformable bodies sliding on the asperities of a rough substrate, which exert oscillating forces at the interface, leading to cyclic deformations of the rubber and then to energy "dissipation" via its internal damping. To evaluate this component, a physical model able to calculate energy dissipation of a rubber block indented by a rigid asperity in sliding contact has been built. To this aim the viscoelastic characteristics of the material have been taken into account. The road profile has been modelled as the sum of two sinusoidal waves characterizing the macro and the micro roughness scales. The results coming out from the physical model have been validated by means both of FEM models results and of experimental tests carried on a pin on disk tribometer.
12. An evolved version of thermo racing tyre for real time applications
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Farroni, F., Aleksandr Sakhnevych, Timpone, F., S. I. Ao, Len Gelman, David WL Hukins, Andrew Hunter, A. M. Korsunsky, Farroni, Flavio, Sakhnevych, Aleksandr, and Timpone, Francesco
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Tyre structure implementations, tyre thermodynamics modelling, tyre temperature real-time estimation - Abstract
In the paper new structure elements have been developed and implemented in the already-existing TRT thermo-dynamic tyre model. The updated model aims to provide a complete tool to study and understand all the phenomena concerning the tyre in thermal transient conditions, since all the elements constituting its structure are finally modelled. The computational cost, connected to a more complex model to manage, was decreased by simplifying the mesh of the previous version of the model and, thus, by reducing the state vector length.
13. A full scale test rig to characterize pneumatic tyre mechanical behaviour
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Flavio Farroni, Rocca, E., Timpone, F., Farroni, Flavio, Rocca, Ernesto, and Timpone, Francesco
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Tyre stiffness, Hysteresis, Experimental test rig - Abstract
In this paper an experimental test rig aimed to characterize mechanical properties of a pneumatic tyre, together with some results, is presented. The objective is to determine tyre mechanical characteristics useful to physically model its behaviour; in particular: the normal interaction characteristic, the radial stiffness, the total stiffness and the longitudinal hysteretic cycles. To this aim two different kind of tests have been executed: radial and longitudinal. In the radial test the load is statically applied to the tyre, along the vertical direction, by means of an hydraulic press and it is measured together with the consequent radial deformation, so allowing the estimation of the tyre normal interaction characteristic and of its radial stiffness. Different radial tests can be conducted for an assigned tyre varying the inflation pressure. The longitudinal tests are conducted applying, under an assigned constant vertical load, a variable horizontal strain to the tyre by means of a linear actuator, two profile rail guides and a system to transfer the horizontal motion to the contact patch of the tyre, opportunely placed on a moving steel plate placed on the two linear guide rails. During the tests the horizontal load and the resulting deformations are measured and acquired so allowing the estimation of tyre total stiffness and of its longitudinal hysteretic cycles. Longitudinal tests can be conducted varying the assigned vertical load, the horizontal displacement law in terms of frequency and amplitude, the tyre inflation pressure. All the different types of rim can be mounted on the test rig thanks to a universal quick flange.
14. Tire thermal characterization: Test procedure and model parameters evaluation
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Allouis, C., Farroni, F., Aleksandr Sakhnevych, Timpone, F., S. I. Ao, Len Gelman, David WL Hukins, Andrew Hunter, A. M. Korsunsky, Allouis, Cristophe, Farroni, Flavio, Sakhnevych, Aleksandr, and Timpone, Francesco
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Tire thermal diffusivity estimation, tire conductivity, tire specific heat, tire density, TRTLab, tire thermal characterization, tire thermal behavior, tire test procedure - Abstract
The TRT model, developed to accurately reproduce the tire thermal dynamics in all the vehicle working conditions, has to be physically characterized [1][2]. An appropriate non-destructive procedure, that allows to obtain the thermal diffusivity of completely different tire layers, is described. The heat is directly supplied on the tire tread surface trough a specifically powered laser, while two thermal cameras acquire temperatures reached on both the outer and the inner layers. Using the above instrumentation layout to acquire the tire radial and circumferential temperature gradients and a specifically developed mathematical TRTLab model based on the use of Fourier’s equation of diffusion applied to a three dimensional domain, allows to estimate the tire thermal diffusivity.
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