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Evaluation of Nylon 6 and Nylon 66 Cord Fabrics for Scooter Tyre Production under Different Curing Conditions
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作者 Gasim Altundal Husnu Gerengi +3 位作者 Kerem Savcı Emine Demir Canan Yüksel Doğaç Çağıl 《Materials Sciences and Applications》 2024年第10期464-474,共11页
Cord fabric is a critical material used in the manufacture of tyres and various composite materials to increase durability and strength. The tyre consists of many layers of cord fabric, with each layer being referred ... Cord fabric is a critical material used in the manufacture of tyres and various composite materials to increase durability and strength. The tyre consists of many layers of cord fabric, with each layer being referred to as a cord ply. These layers are strategically positioned within the tyre’s internal structure, particularly in the tread and sidewall areas, to improve handling, durability and impact resistance. The cord fabric also serves a critical role in maintaining the structural integrity of the tyre, ensuring that it retains its contour and resists deformations under different operating conditions. This study discusses the advantages and disadvantages of using Nylon 6 (NY6) and Nylon 66 (NY66) cord fabrics in scooter tire production, with a focus on their mechanical behavior under varying curing temperatures and pressures. It was observed that while the curing time for both NY6 and NY66 remained consistent across different platen temperatures and pressures, their mechanical properties showed significant differences. NY6, known for its flexibility and impact resistance, exhibited greater changes in cord-breaking strength and elongation with increasing temperature, showing a marked decrease in breaking strength at higher temperatures. In contrast, NY66 maintained better stability and performance under similar conditions. 展开更多
关键词 Nylon 6 Nylon 66 Scooter tyre Cord Fabric Mechanical Properties
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Influence of the Partial Substitution of Bitumen by a Mixture of Sulphur and Tyre and Plastic Bottle Powders on the Behaviour of Bituminous Concrete
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作者 Parfait Isidore Mbenkoue Mbida Déodonne Kunwufine +1 位作者 Charles Bwemba Michel Mbessa 《Journal of Minerals and Materials Characterization and Engineering》 2023年第6期213-223,共11页
This article deals with the influence of the partial substitution of bitumen by a mixture of sulphur and tyre and plastic bottle powders on the characterization of asphalt concrete. The approach adopted was to subject... This article deals with the influence of the partial substitution of bitumen by a mixture of sulphur and tyre and plastic bottle powders on the characterization of asphalt concrete. The approach adopted was to subject a control asphalt concrete to level 2 formulation tests as well as those modified at 10%, 20%, 30% and 40% by substituting bitumen with a mixture of tyre powder, plastic bottle powder and sulphur at 40%, 28% and 32% respectively. The results of the PCG, Duriez and rutting tests carried out on the control and modified bituminous concretes (manufactured using the wet process) revealed three (03) major findings, in particular with regard to workability, resistance to simple compression and rutting. The experimental results show an increasing trend in the essential parameters. At 40% substitution, there was a 22.73% increase in compactness, reflecting a significant improvement in the material’s workability. With regard to simple compressive strength, the increase is 34.02% at 40% substitution, highlighting the limitation of crack formation and propagation under heavy precipitation. With regard to rutting, the 16% drop in susceptibility at 40% substitution reflects a significant improvement in the behaviour of the material under dynamic mechanical stresses in heavy precipitation. The improvement in these behaviours results from the insertion of the plastic bottle powder into the interstices of the granular skeleton, thus reducing its cellular structure, and also from the interactions between the sulphur with the tyre powder and the sulphur with the plastic bottle powder, i.e. cross-linking or vulcanisation. 展开更多
关键词 Bituminous Concrete tyre Powder Plastic Bottle Powder SULPHUR
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纯工况和联合工况下MF-Tyre模型的参数辨识 被引量:2
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作者 韦尧兵 赵学美 姜祖啸 《山东理工大学学报(自然科学版)》 CAS 2010年第2期7-11,共5页
利用Matlab中Optimization Toolbox所提供的L-M Method优化算法,结合一整套完整的乘用车轮胎试验数据,对最新半经验MF-Tyre 6.11模型进行了纯工况和联合工况的参数辨识,同时对83个参数辨识结果进行残差分析.结果表明,所采用的辨识流程... 利用Matlab中Optimization Toolbox所提供的L-M Method优化算法,结合一整套完整的乘用车轮胎试验数据,对最新半经验MF-Tyre 6.11模型进行了纯工况和联合工况的参数辨识,同时对83个参数辨识结果进行残差分析.结果表明,所采用的辨识流程和优化算法能够准确地辨识出参数,且辨识结果最大残差不超过5%,有效解决了MF-Tyre模型参数辨识不全和参数难以准确辨识的问题. 展开更多
关键词 MF-tyre6.11模型 L-M METHOD 参数辨识 残差分析
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SIMULATION ANALYSIS OF INFLUENCE OF ROAD SURFACE ROUGHNESS ON TYRE DYNAMIC PERFORMANCE IN AUTOMOTIVE BRAKING
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作者 左曙光 张琦 韩柏东 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2000年第1期42-47,共6页
Using a nonlinear time varying tyre model, this paper simulatively analyzes the influence of road surface roughness amplitude and road spatial frequency on automobile ground adhesion ability. The result shows that wi... Using a nonlinear time varying tyre model, this paper simulatively analyzes the influence of road surface roughness amplitude and road spatial frequency on automobile ground adhesion ability. The result shows that with the increase of road surface roughness, the tyre adhesion ability declines, and the automotive braking distance increases. Moreover, the reliability of the nonlinear time varying tyre model in reflecting the influence of the road surface roughness is validated. It is testified that this model is an effective dynamic one in the simulation of automotive braking performance on uneven road. 展开更多
关键词 road surface roughness braking process SIMULATION tyre model
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Sustainable Practice in Pavement Engineering through Value-Added Collective Recycling of Waste Plastic and Waste Tyre Rubber 被引量:11
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作者 Xiong Xu Zhen Leng +5 位作者 Jingting Lan Wei Wang Jiangmiao Yu Yawei Bai Anand Sreeram Jing Hu 《Engineering》 SCIE EI 2021年第6期857-867,共11页
Waste plastics,such as waste polyethylene terephthalate(PET)beverage bottles and waste rubber tyres are major municipal solid wastes,which may lead to various environmental problems if they are not appropriately recyc... Waste plastics,such as waste polyethylene terephthalate(PET)beverage bottles and waste rubber tyres are major municipal solid wastes,which may lead to various environmental problems if they are not appropriately recycled.In this study,the feasibility of collectively recycling the two types of waste into performance-increasing modifiers for asphalt pavements was analyzed.This study aimed to investigate the recycling mechanisms of waste PET-derived additives under the treatment of two amines,triethylenetetramine(TETA)and ethanolamine(EA),and characterize the performances of these additives in modifying rubberized bitumen,a bitumen modified by waste tyre rubber.To this end,infrared spectroscopy and thermal analyses were carried out on the two PET-derived additives(PET–TETA and PET–EA).In addition,infrared spectroscopy,viscosity,dynamic shear rheology,and multiple stress creep recovery tests were performed on the rubberized bitumen samples modified by the two PET-derived additives.We concluded that waste PET can be chemically upcycled into functional additives,which can increase the overall performance of the rubberized bitumen.The recycling method developed in this study not only helps alleviate the landfilling problems of both waste PET plastic and scrap tyres,but also turns these wastes into value-added new materials for building durable pavements. 展开更多
关键词 Waste polyethylene terephthalate Waste tyre rubber Rubberized bitumen Recycling mechanism Sustainability
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Evolution of aggregate surface texture due to tyre-polishing 被引量:2
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作者 陈先华 B.STEINAUER 王大为 《Journal of Central South University》 SCIE EI CAS 2011年第1期259-265,共7页
Three kinds of aggregates were polished by genuine pneumatic rubber tyres.The initial states of surface texture and dynamic friction coefficient were measured and their developments in polishing process were monitored... Three kinds of aggregates were polished by genuine pneumatic rubber tyres.The initial states of surface texture and dynamic friction coefficient were measured and their developments in polishing process were monitored.The characterizations of height distribution and power spectral density of aggregate surface texture were estimated.The changes of micro-texture were also investigated based on a fractal filtering method with sound theoretical backgrounds of rubber friction on rough surfaces.Global height reduction and differential removal of mineral component are observed in polishing process.It is concluded that the tyre-polishing action plays the critical roles in the micro-scale texture,and the evolution of friction of aggregate is governed by the micro-texture changes due to the differential removal of mineral component. 展开更多
关键词 tyre polishing dynamic friction coefficient aggregate surface texture MICRO-TEXTURE
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Reducing Fuel Consumption Using Flywheel Battery Technology for Rubber Tyred Gantry Cranes in Container Terminals 被引量:2
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作者 Kai Hou Tan Yap Fook Fah 《Journal of Power and Energy Engineering》 2017年第7期15-33,共19页
Flywheel Energy Storage System (FESS) is used as an energy regeneration system to help with reducing peak power requirements on RTG cranes that are used to load or unload container ships. Nevertheless, with the use of... Flywheel Energy Storage System (FESS) is used as an energy regeneration system to help with reducing peak power requirements on RTG cranes that are used to load or unload container ships. Nevertheless, with the use of FESS, Port Operator can deploy undersized generator for new RTG as this will further reduce fuel consumption. This paper presents the investigation of the amount of energy and fuel consumption that can be reduced in Rubber Tyred Gantry (RTG) cranes in container terminals by the use of simulation. In addition, Variable Speed Generator is integrated to the simulation-hybridized RTG. Simulation results reveal that the total energy saving exceeded 30% relatively to conventional RTG. A hardware-in-loop system is introduced for the purpose of validating the simulation results. The hardware components procured include a FESS, a Variable Frequency Drive (VFD) and brake resistors. 展开更多
关键词 FLYWHEEL Energy Storage System RUBBER tyred GANTRY Mechanical BATTERY HARDWARE-IN-LOOP (HIL) Simulation
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Application of the Hand-instrument of Measurement of Tyre Gap and Diameter in Cement Rotary Kiln 被引量:1
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作者 张云 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2001年第2期58-62,共5页
This article is concerned with the cement rotary kiln, thehand-instrument of measurements of tyre gap and the outer diameter.The accuracy of measurements of tyre gap and diameter is less than ±1 mm. The hand-inst... This article is concerned with the cement rotary kiln, thehand-instrument of measurements of tyre gap and the outer diameter.The accuracy of measurements of tyre gap and diameter is less than ±1 mm. The hand-instrument wins two patents in China. It has beenapplied to the measurement for 16 sets of cement ro- Tary kiln inChina. 展开更多
关键词 cement kiln tyre gap DIAMETER
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Contact pressure distribution and support angle optimization of kiln tyre 被引量:1
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作者 肖友刚 潘迪夫 雷先明 《Journal of Central South University of Technology》 2006年第3期246-250,共5页
According to the shearing force character and the deformation coordination condition of shell at the station of supports, the mathematical models to calculate contact angle and contact pressure distribution between ty... According to the shearing force character and the deformation coordination condition of shell at the station of supports, the mathematical models to calculate contact angle and contact pressure distribution between tyre and shell were set up, the formulae of bending moment and bending stress of tyre were obtained. Taking the maximum of tyre fatigue life as the optimal objective, the optimization model of tyre support angle was built. The computational results show that when tyre support angle is 30°, tyre life is far less than that when tyre support angle is optimal, which is 35.6°, and it is unsuitable to stipulate tyre support angle to be 30° in traditional design. The larger the load, the less the nominal stress amplitude increment of tyre, the more favorable the tyre fatigue life when tyre support angle is optimal. 展开更多
关键词 tyre contact pressure support angle OPTIMIZATION
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TYRE DYNAMICS MODELLING OF VEHICLE BASED ON SUPPORT VECTOR MACHINES 被引量:2
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作者 ZHENG Shuibo TANG Houjun +1 位作者 HAN Zhengzhi ZHANG Yong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第4期558-565,共8页
Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented ... Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented via support vector machines (SVMs). The feasibility of applying SVMs to steady-state tyre modelling is investigated by comparison with three-layer backpropagation (BP) neural network at pure slip and combined slip. The results indicate SVMs outperform the BP neural network in modelling the tyre characteristics with better generalization performance. The SVMsqyre is implemented in 8-DOF vehicle model for vehicle dynamics simulation by means of the PAC 2002 Magic Formula as reference. The SVMs-tyre can be a competitive and accurate method to model a tyre for vehicle dynamics simuLation. 展开更多
关键词 Support vector machines(SVMs) Backpropagation(BP) neural network tyre model Regression estimation Magic formula
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Classifying Machine Learning Features Extracted from Vibration Signal with Logistic Model Tree to Monitor Automobile Tyre Pressure 被引量:1
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作者 P.S.Anoop V.Sugumaran 《Structural Durability & Health Monitoring》 EI 2017年第2期191-208,共18页
Tyre pressure monitoring system(TPMS)is compulsory in most countries like the United States and European Union.The existing systems depend on pressure sensors strapped on the tyre or on wheel speed sensor data.A diffe... Tyre pressure monitoring system(TPMS)is compulsory in most countries like the United States and European Union.The existing systems depend on pressure sensors strapped on the tyre or on wheel speed sensor data.A difference in wheel speed would trigger an alarm based on the algorithm implemented.In this paper,machine learning approach is proposed as a new method to monitor tyre pressure by extracting the vertical vibrations from a wheel hub of a moving vehicle using an accelerometer.The obtained signals will be used to compute through statistical features and histogram features for the feature extraction process.The LMT(Logistic Model Tree)was used as the classifier and attained a classification accuracy of 92.5%with 10-fold cross validation for statistical features and 90.5% with 10-fold cross validation for histogram features.The proposed model can be used for monitoring the automobile tyre pressure successfully. 展开更多
关键词 Machine learning Vibration ACCELEROMETER Statistical Features Histogram Features Logistic model tree(LMT) tyre pressure monitoring system
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Basic Properties of Pyrolysis Carbon Black of Waste Tyres and Application of Pyrolysis Carbon Black in Transition Layer Rubber of All Steel Radial Tire 被引量:4
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作者 Qi LIU Hui LI Jian LI 《Research and Application of Materials Science》 2020年第1期39-42,共4页
The main chemical composition of pyrolysis carbon black of waste tires is C,O,Cu,Zn and so on.The content of ash and fine powder in pyrolysis carbon black is high,and the 300%elongation stress is high.The difference b... The main chemical composition of pyrolysis carbon black of waste tires is C,O,Cu,Zn and so on.The content of ash and fine powder in pyrolysis carbon black is high,and the 300%elongation stress is high.The difference between pyrolysis carbon black and furnace black N326,which is commonly used in rubber,is obvious compared with chemical property.The pyrolysis carbon black was used to replace furnace black N326 in the transition layer of all steel load Radial tire rubber through experimental study.It was found that the compression heat generation and dynamic loss(Tanδ)of the blend rubber before and after aging were obviously reduced,the elongation at break and resilience increased,while the tensile stress and tear strength decreased by 100%and 300%,but the hardness and tensile strength changed little before and after aging.According to the latest raw material price calculation,15 used tire pyrolysis carbon black instead of furnace carbon black N326 used in all steel Radial tire transition layer rubber application,excluding labor costs,electricity and equipment depreciation,a ton of blended rubber saves about$22.86 in production costs. 展开更多
关键词 waste tyre pyrolysis carbon black all steel radial truck tire the transition layer formula mixing rubber
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TyreSense轮胎监测系统在露天煤矿的应用 被引量:2
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作者 杭成宝 《神华科技》 2015年第2期40-43,共4页
矿用车辆轮胎作为矿山运营的重大投入之一,价格昂贵,供货周期长,加强对其管理将大大降低生产成本。本文叙述的露天煤矿Tyre Sense轮胎监测系统,是一套数字化监测系统,可以实现对露天煤矿矿用车辆轮胎的健康状态(温度和压力)实时监测,针... 矿用车辆轮胎作为矿山运营的重大投入之一,价格昂贵,供货周期长,加强对其管理将大大降低生产成本。本文叙述的露天煤矿Tyre Sense轮胎监测系统,是一套数字化监测系统,可以实现对露天煤矿矿用车辆轮胎的健康状态(温度和压力)实时监测,针对影响轮胎寿命的因素进行全面分析,有效延长轮胎的使用寿命,提高车辆的出动率,动态调整车辆的运行速度,从而保证行车安全,达到降低运输成本的目的,推进数字化露天煤矿发展的进度。 展开更多
关键词 tyreSense 轮胎 监测 露天煤矿
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Research of Supercapacitor Voltage Equalization Strategy on Rubber-Tyred Gantry Crane Energy Saving System
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作者 Chunhe CHANG Jiangping YANG +1 位作者 Yu LI Zhongni ZHU 《Energy and Power Engineering》 2010年第1期25-30,共6页
A model for supercapacitor voltage equalization strategy is analyzed, and on this basis a supercapacitor voltage equalization method for Rubber Tyred Gantry Crane (RTG) energy saving system is proposed, namely active ... A model for supercapacitor voltage equalization strategy is analyzed, and on this basis a supercapacitor voltage equalization method for Rubber Tyred Gantry Crane (RTG) energy saving system is proposed, namely active voltage equalization method based on Buck-Boost converter. The equalizing speed of the proposed method is fast. Firstly, the working principle and process of the voltage equalization circuit is analyzed in detail. In addition, design of active voltage equalization circuit parameters and control strategy are given. Finally, simulation analysis of the series connection of supercapacitors module is performed. Results show that this method for equalizing voltage can avoid over-voltage of each cell and possess practicable and high value for supercapacitor RTG energy saving system. 展开更多
关键词 SUPERCAPACITOR energy SAVING RUBBER tyred GANTRY CRANE (RTG) voltage sharing sesign of active equalization circuit
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AN X-RAY STUDY OF THERMODIFFUSION PROCESSES ON TYRE WIRE COATING
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作者 Wang Yandong Zhang Fang +1 位作者 Liu Yandong Xu Jiazhen 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 1996年第1期110-113,共4页
The thermodiffusion behaviors of brass coating on tyre wire obtained by electro-deposition of copper and zinc with controlled thickness,followed by continuous annealing in industry and isothermal annealing at laborato... The thermodiffusion behaviors of brass coating on tyre wire obtained by electro-deposition of copper and zinc with controlled thickness,followed by continuous annealing in industry and isothermal annealing at laboratory,respectively,were studied by means of X-ray diffraction analysis.With the information of X-ray diffraction,the fraction of phase during different thermodiffusion processes was given and the phase homogeneity of a phase in the films was discussed. 展开更多
关键词 tyre wire electro-deposition diffusion X-ray diffraction
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Tyre Pressure Supervision of Two Wheeler Using Machine Learning
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作者 Sujit S.Pardeshi Abhishek D.Patange +1 位作者 R.Jegadeeshwaran Mayur R.Bhosale 《Structural Durability & Health Monitoring》 EI 2022年第3期271-290,共20页
The regulation of tyre pressure is treated as a significant aspect of‘tyre maintenance’in the domain of autotronics.The manual supervision of a tyre pressure is typically an ignored task by most of the users.The exi... The regulation of tyre pressure is treated as a significant aspect of‘tyre maintenance’in the domain of autotronics.The manual supervision of a tyre pressure is typically an ignored task by most of the users.The existing instru-mental scheme incorporates stand-alone monitoring with pressure and/or temperature sensors and requires reg-ular manual conduct.Hence these schemes turn to be incompatible for on-board supervision and automated prediction of tyre condition.In this perspective,the Machine Learning(ML)approach acts appropriate as it exhi-bits comparison of specific performance in the past with present,intended for predicting the same in near future.The current investigation experimentally assesses the suitability of ML scheme for vibration based on-board supervision of tyre pressure of two wheeled vehicle.In order to examine the vibration response of a wheel hub,the in-house design&development of DAQ(Data Acquisition System)is described.Micro Electro-Mechanical Scheme(MEMS)built accelerometer is incorporated with open source hardware and software to collect and store the data.This framework is easy to develop,monitor and can be retrofitted in two wheeled vehicle.For various pressure conditions,the change in response of wheel hub vibration with respect to time is collected.The statistical parameters describing these vibration signals are determined and the decision tree is applied to select distinguishing parameters between extracted parameters.The classification of different conditions of tyre pressure is carried out using ML classifiers. 展开更多
关键词 Machine learning tree based classifiers decision tree tyre pressure supervision autotronics
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Influence of Unbalance on Classification Accuracy of Tyre Pressure Monitoring System Using Vibration Signals
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作者 P.S.Anoop Pranav Nair V.Sugumaran 《Structural Durability & Health Monitoring》 EI 2021年第3期261-279,共19页
Tyre Pressure Monitoring Systems(TPMS)are installed in automobiles to monitor the pressure of the tyres.Tyre pressure is an important parameter for the comfort of the travelers and the safety of the passengers.Many me... Tyre Pressure Monitoring Systems(TPMS)are installed in automobiles to monitor the pressure of the tyres.Tyre pressure is an important parameter for the comfort of the travelers and the safety of the passengers.Many methods have been researched and reported for TPMS.Amongst them,vibration-based indirect TPMS using machine learning techniques are the recent ones.The literature reported the results for a perfectly balanced wheel.However,if there is a small unbalance,which is very common in automobile wheels,‘What will be the effect on the classification accuracy?’is the question on hand.This paper attempts to study the effect of unbalance of the wheel on the classification accuracy of an indirect TPMS system.The tyres filled with air are considered with different pressure values to represent puncture,normal,under pressure and overpressure conditions.The vibration signals of each condition were acquired and processed using machine learning techniques.The procedure is carried out with perfectly balanced wheels and known unbalanced wheels.The results are compared and presented. 展开更多
关键词 tyre pressure monitoring system wheel unbalance random committee classifier machine learning
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Evaluation of the Life Cycle and Comparison of the Waste Management Treatment with Tyre by Life Cycle Assessment
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作者 Robert Korinek Petr Tusil +1 位作者 Vladimir Koci Marie Ticha 《Journal of Environmental Science and Engineering(A)》 2012年第2期236-249,共14页
Assessment of the life cycle (LCA--life cycle assessment) of a product, service or technology is one of the most important tools of environmental policy. This method is assumed to be a perspective voluntary instrume... Assessment of the life cycle (LCA--life cycle assessment) of a product, service or technology is one of the most important tools of environmental policy. This method is assumed to be a perspective voluntary instrument for implementation of sustainable development and allows us to assess both the demand for energy and raw materials, as well as the impacts on human life and on the life of ecosystems in the representative phases of product existence. The main objective of the article is presentation of the LCA method application on the standard car tyre which focuses on the impacts of the whole life cycle of tyre, individual phases in life cycle and especially comparison of different methods of treatment with used waste car tyres (cement works, pyrolysis, recycling) with different transport distance. The results were evaluated by elementary flows and impact assessment. Dominative phase in the life cycle of car tyre is extraction of raw materials. The technologies for waste car tyre treatment are comparable in environemntal impacts. The software GaBi 4 Professional and methodology CML 2001 for impact assessment were used. 展开更多
关键词 LCA PRODUCT tyre life cycle waste.
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Electronic states of InAs/GaAs tyre-shape quantum ring
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作者 王传道 杨富华 封松林 《Chinese Physics B》 SCIE EI CAS CSCD 2008年第8期3054-3057,共4页
In the framework of the effective mass theory, this paper calculates the electron energy levels of an InAs/GaAs tyre-shape quantum ring (TSQR) by using the plane wave basis. The results show that the electron energy... In the framework of the effective mass theory, this paper calculates the electron energy levels of an InAs/GaAs tyre-shape quantum ring (TSQR) by using the plane wave basis. The results show that the electron energy levels axe sensitively dependent on the TSQR's section thickness d, and insensitively dependent on TSQR's section inner radius R1 and TSQR's inner radius R2. The model and results provide useful information for the design and fabrication of InAs/GaAs TSQRs. 展开更多
关键词 tyre-shape quantum ring (TSQR) plan wave energy level
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A Neural Network Approach to Predicting Car Tyre Micro-Scale and Macro-Scale Behaviour
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作者 Xiaoguang Yang Mohammad Behroozi Oluremi A. Olatunbosun 《Journal of Intelligent Learning Systems and Applications》 2014年第1期11-20,共10页
Finite Element (FE) analysis has become the favoured tool in the tyre industry for virtual development of tyres because of the ability to represent the detailed lay-up of the tyre carcass. However, application of FE a... Finite Element (FE) analysis has become the favoured tool in the tyre industry for virtual development of tyres because of the ability to represent the detailed lay-up of the tyre carcass. However, application of FE analysis in tyre design and development is still very time-consuming and expensive. Here, the application of various Artificial Neural Network (ANN) architectures to predicting tyre performance is assessed to select the most effective and efficient architecture, to allow extensive parametric studies to be carried out inexpensively and to optimise tyre design before a much more expensive full FE analysis is used to confirm the predicted performance. 展开更多
关键词 Design Parameters FINITE Element Modelling NEURAL Network tyre CONFIGURATION
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