Skip to main content
Top
Published in: Microsystem Technologies 4/2021

16-11-2019 | Technical Paper

Research and optimization fuel cell and battery hybrid bus system parameters based on genetic algorithm

Authors: Lailianfeng, ChangTing-cheng

Published in: Microsystem Technologies | Issue 4/2021

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Oil deficiency and environment pollution are attracting accumulative attention worldwide. Many countries are developing energy efficient and environment-friendly vehicles in order to solve those two problems. Electric vehicle belongs to one of the most prospective technology in automotive industry. The fuel cell, as the most ideal power supply of the new energy vehicles is a highly efficient, environment-friendly power generation device. Consequently, a kind of Fuel Cell Electric vehicle combined with auxiliary energy is proposed for a hybrid power plant, which can effectively solve the problem of environment pollution and energy shortage. The parameters of a bus were used for a prototype, with the fuel cell and accumulator for the hybrid power. Considering the characteristics of the electric system as well as the power demand from a varieties of working conditions, the parameters were calculated and matched for several primary parts of the hybrid power system. And then a simulation validation were conducted, which indicated the matched parameters of the power transmission system were reasonable, and could met the requirements of dynamic design. Based on the power system parameters, a genetic algorithm was adopted to optimize the control algorithm parameters, in order to enhance power performance and economic efficiency. The optimized performance of the control system was estimated. The deviation of the maximum speed was as negligibly small as 0.07%. The range increased from 283.4 to 309.1 km, while the gradeability increased evidently by 16.2%. The optimization results indicated that it was feasible and reliable to apply this optimization scheme to enhance hybrid fuel cell automobile power system.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference An J, Li N, Wan L et al (2017) Electric field induced salt precipitation into activated carbon air-cathode causes power decay in microbial fuel cells[J]. Water Res 123:369–377CrossRef An J, Li N, Wan L et al (2017) Electric field induced salt precipitation into activated carbon air-cathode causes power decay in microbial fuel cells[J]. Water Res 123:369–377CrossRef
go back to reference Appleby AJ, Twidell J (1996) Recent developments and applications of the polymer fuel cell and discussion [J]. Philos Trans Math Phys Eng Sci 354(1712):1681–1693CrossRef Appleby AJ, Twidell J (1996) Recent developments and applications of the polymer fuel cell and discussion [J]. Philos Trans Math Phys Eng Sci 354(1712):1681–1693CrossRef
go back to reference Bozhang Q (2010) New energy vehicles and new energy storage batteries and hot spot conversion technology [M]. Science Press, Beijing Bozhang Q (2010) New energy vehicles and new energy storage batteries and hot spot conversion technology [M]. Science Press, Beijing
go back to reference Cao JS (2014) Study on parameter matching of drive system in pure electric vehicle based on AVL-CRUISE[J]. Appl Mech Mater 644–650:446–450CrossRef Cao JS (2014) Study on parameter matching of drive system in pure electric vehicle based on AVL-CRUISE[J]. Appl Mech Mater 644–650:446–450CrossRef
go back to reference Guangqiang Wu, Huiyong Chen (2009) Multi-objective optimization of HEV parameters based on genetic algorithm [J]. Automot Eng 31(1):60–64 Guangqiang Wu, Huiyong Chen (2009) Multi-objective optimization of HEV parameters based on genetic algorithm [J]. Automot Eng 31(1):60–64
go back to reference Honglan J (2017) Current situation and development trend of electric vehicles. Auto Repair 9:6–7 Honglan J (2017) Current situation and development trend of electric vehicles. Auto Repair 9:6–7
go back to reference Horrein L, Bouscayrol A, Cheng Y et al (2016) Influence of the heating system on the fuel consumption of a hybrid electric vehicle[J]. Energy Convers Manag 129:250–261CrossRef Horrein L, Bouscayrol A, Cheng Y et al (2016) Influence of the heating system on the fuel consumption of a hybrid electric vehicle[J]. Energy Convers Manag 129:250–261CrossRef
go back to reference Hua T, Ahluwalia R, Eudy L et al (2014) Status of hydrogen fuel cell electric buses worldwide[J]. J Power Sour 269(3):975–993CrossRef Hua T, Ahluwalia R, Eudy L et al (2014) Status of hydrogen fuel cell electric buses worldwide[J]. J Power Sour 269(3):975–993CrossRef
go back to reference Huang B, Wang Z, Xu Y (2007) Multi-objective genetic algorithm for hybrid electric vehicle parameter optimization[C]. In: IEEE/RSJ international conference on intelligent robots and systems. IEEE, pp 5177–5182 Huang B, Wang Z, Xu Y (2007) Multi-objective genetic algorithm for hybrid electric vehicle parameter optimization[C]. In: IEEE/RSJ international conference on intelligent robots and systems. IEEE, pp 5177–5182
go back to reference Huo W, Zhou Y, He H et al (2014) Rapid, simple and low cost fabrication of a microfluidic direct methanol fuel cell based on polydimethylsiloxane[J]. Microsyst Technol 20(3):493–498CrossRef Huo W, Zhou Y, He H et al (2014) Rapid, simple and low cost fabrication of a microfluidic direct methanol fuel cell based on polydimethylsiloxane[J]. Microsyst Technol 20(3):493–498CrossRef
go back to reference Jianwu Pu Jinhuan Yin Chengliang Zhang (2005) Application of genetic algorithm in optimization of control strategy for hybrid electric vehicles [J]. China Mech Eng 16(7):648–652 Jianwu Pu Jinhuan Yin Chengliang Zhang (2005) Application of genetic algorithm in optimization of control strategy for hybrid electric vehicles [J]. China Mech Eng 16(7):648–652
go back to reference Moulzolf SC, Frankel DJ, Cunha MPD et al (2014) High temperature stability of electrically conductive Pt–Rh/ZrO2 and Pt–Rh/HfO2 nanocomposite thin film electrodes[J]. Microsyst Technol 20(4–5):523–531CrossRef Moulzolf SC, Frankel DJ, Cunha MPD et al (2014) High temperature stability of electrically conductive Pt–Rh/ZrO2 and Pt–Rh/HfO2 nanocomposite thin film electrodes[J]. Microsyst Technol 20(4–5):523–531CrossRef
go back to reference Pin W, Xiaofeng H (2010) Parameter matching and optimization of fuel cell hybrid power system. Shanghai Auto 3:7–11 Pin W, Xiaofeng H (2010) Parameter matching and optimization of fuel cell hybrid power system. Shanghai Auto 3:7–11
go back to reference Popel’ OS, Tarasenko AB, Filippov SP (2018) Fuel cell based power-generating installations: state of the art and future prospects[J]. Thermal Eng 65(12):859–874CrossRef Popel’ OS, Tarasenko AB, Filippov SP (2018) Fuel cell based power-generating installations: state of the art and future prospects[J]. Thermal Eng 65(12):859–874CrossRef
go back to reference Sabaté N, Esquivel JP, Santander J et al (2014) New approach for batch microfabrication of silicon-based micro fuel cells[J]. Microsyst Technol 20(2):341–348CrossRef Sabaté N, Esquivel JP, Santander J et al (2014) New approach for batch microfabrication of silicon-based micro fuel cells[J]. Microsyst Technol 20(2):341–348CrossRef
go back to reference Shengmin C (2017) Introduction to new energy vehicles [M]. Peking University Press, Beijing Shengmin C (2017) Introduction to new energy vehicles [M]. Peking University Press, Beijing
go back to reference Tommasi T, Chiolerio A, Crepaldi M et al (2014) A microbial fuel cell powering an all-digital piezoresistive wireless sensor system[J]. Microsyst Technol 20(4–5):1023–1033CrossRef Tommasi T, Chiolerio A, Crepaldi M et al (2014) A microbial fuel cell powering an all-digital piezoresistive wireless sensor system[J]. Microsyst Technol 20(4–5):1023–1033CrossRef
go back to reference Tribioli L, Cozzolino R, Chiappini D (2016) Energy management of a plug-in fuel cell/battery hybrid vehicle with on-board fuel processing[J]. Appl Energy 184:140–154CrossRef Tribioli L, Cozzolino R, Chiappini D (2016) Energy management of a plug-in fuel cell/battery hybrid vehicle with on-board fuel processing[J]. Appl Energy 184:140–154CrossRef
go back to reference Tsai YF, Shieh CJ, Yang H (2017) Capillary force pumping fluid for glucose oxidase enzymatic fuel cells. Microsyst Technol 23(9):3927–3935CrossRef Tsai YF, Shieh CJ, Yang H (2017) Capillary force pumping fluid for glucose oxidase enzymatic fuel cells. Microsyst Technol 23(9):3927–3935CrossRef
go back to reference Wang Z, Huang B, Xu Y et al (2007) Optimization of series hybrid electric vehicle operational parameters by simulated annealing algorithm[C]. In: IEEE international conference on control and automation. IEEE, pp 1536–1541 Wang Z, Huang B, Xu Y et al (2007) Optimization of series hybrid electric vehicle operational parameters by simulated annealing algorithm[C]. In: IEEE international conference on control and automation. IEEE, pp 1536–1541
go back to reference Wang X, Yan’an Z, Liu L (2014) Capillary-based water removal cathode for an air-breathing micro direct methanol fuel cell[J]. Microsyst Technol 20(6):1093–1101CrossRef Wang X, Yan’an Z, Liu L (2014) Capillary-based water removal cathode for an air-breathing micro direct methanol fuel cell[J]. Microsyst Technol 20(6):1093–1101CrossRef
go back to reference Wei C, Qi O, Xiaohui Z (2008) Selection of motor driving system for fuel cell vehicles and study of its performance parameters. Shanghai Auto 3:4–7 Wei C, Qi O, Xiaohui Z (2008) Selection of motor driving system for fuel cell vehicles and study of its performance parameters. Shanghai Auto 3:4–7
go back to reference Xiangzhe L, Fang S, Daoyong L (2011) Electric vehicle power supply system [M]. Chemical Industry Press, Beijing Xiangzhe L, Fang S, Daoyong L (2011) Electric vehicle power supply system [M]. Chemical Industry Press, Beijing
go back to reference Xiao Shungen, Liu Shulin, Jiang Feng, Song Mengmeng, Cheng Shouguo (2019) Nonlinear dynamic response of reciprocating compressor system with rub-impact fault caused by subsidence[J]. J Vib Control 25(11):1737–1751MathSciNetCrossRef Xiao Shungen, Liu Shulin, Jiang Feng, Song Mengmeng, Cheng Shouguo (2019) Nonlinear dynamic response of reciprocating compressor system with rub-impact fault caused by subsidence[J]. J Vib Control 25(11):1737–1751MathSciNetCrossRef
go back to reference Yu Z, Dan Z, Zhang K et al (2017) Optimally catalyzed porous-silicon electrode of self-breathing micro fuel cells[J]. Microsyst Technol 23(8):3257–3262CrossRef Yu Z, Dan Z, Zhang K et al (2017) Optimally catalyzed porous-silicon electrode of self-breathing micro fuel cells[J]. Microsyst Technol 23(8):3257–3262CrossRef
go back to reference Zhiwei L (2008) Parameter matching and optimization of the powertrain system for parallel hybrid electrical tractor [D]. Wuhan University of Technology, Wuhan Zhiwei L (2008) Parameter matching and optimization of the powertrain system for parallel hybrid electrical tractor [D]. Wuhan University of Technology, Wuhan
go back to reference Zhuo H (2000) Development and application of proton exchange membrane fuel cells [M]. Metallurgical Industry Press, Beijing Zhuo H (2000) Development and application of proton exchange membrane fuel cells [M]. Metallurgical Industry Press, Beijing
Metadata
Title
Research and optimization fuel cell and battery hybrid bus system parameters based on genetic algorithm
Authors
Lailianfeng
ChangTing-cheng
Publication date
16-11-2019
Publisher
Springer Berlin Heidelberg
Published in
Microsystem Technologies / Issue 4/2021
Print ISSN: 0946-7076
Electronic ISSN: 1432-1858
DOI
https://doi.org/10.1007/s00542-019-04664-0

Other articles of this Issue 4/2021

Microsystem Technologies 4/2021 Go to the issue