Cargando…
A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm
A high fuel efficiency management scheme for plug-in hybrid electric vehicles (PHEVs) has been developed. In order to achieve fuel consumption reduction, an adaptive genetic algorithm scheme has been designed to adaptively manage the energy resource usage. The objective function of the genetic algor...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4327074/ https://www.ncbi.nlm.nih.gov/pubmed/25587974 http://dx.doi.org/10.3390/s150101245 |
_version_ | 1782357007709241344 |
---|---|
author | Lee, Wah Ching Tsang, Kim Fung Chi, Hao Ran Hung, Faan Hei Wu, Chung Kit Chui, Kwok Tai Lau, Wing Hong Leung, Yat Wah |
author_facet | Lee, Wah Ching Tsang, Kim Fung Chi, Hao Ran Hung, Faan Hei Wu, Chung Kit Chui, Kwok Tai Lau, Wing Hong Leung, Yat Wah |
author_sort | Lee, Wah Ching |
collection | PubMed |
description | A high fuel efficiency management scheme for plug-in hybrid electric vehicles (PHEVs) has been developed. In order to achieve fuel consumption reduction, an adaptive genetic algorithm scheme has been designed to adaptively manage the energy resource usage. The objective function of the genetic algorithm is implemented by designing a fuzzy logic controller which closely monitors and resembles the driving conditions and environment of PHEVs, thus trading off between petrol versus electricity for optimal driving efficiency. Comparison between calculated results and publicized data shows that the achieved efficiency of the fuzzified genetic algorithm is better by 10% than existing schemes. The developed scheme, if fully adopted, would help reduce over 600 tons of CO(2) emissions worldwide every day. |
format | Online Article Text |
id | pubmed-4327074 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-43270742015-02-23 A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm Lee, Wah Ching Tsang, Kim Fung Chi, Hao Ran Hung, Faan Hei Wu, Chung Kit Chui, Kwok Tai Lau, Wing Hong Leung, Yat Wah Sensors (Basel) Article A high fuel efficiency management scheme for plug-in hybrid electric vehicles (PHEVs) has been developed. In order to achieve fuel consumption reduction, an adaptive genetic algorithm scheme has been designed to adaptively manage the energy resource usage. The objective function of the genetic algorithm is implemented by designing a fuzzy logic controller which closely monitors and resembles the driving conditions and environment of PHEVs, thus trading off between petrol versus electricity for optimal driving efficiency. Comparison between calculated results and publicized data shows that the achieved efficiency of the fuzzified genetic algorithm is better by 10% than existing schemes. The developed scheme, if fully adopted, would help reduce over 600 tons of CO(2) emissions worldwide every day. MDPI 2015-01-12 /pmc/articles/PMC4327074/ /pubmed/25587974 http://dx.doi.org/10.3390/s150101245 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lee, Wah Ching Tsang, Kim Fung Chi, Hao Ran Hung, Faan Hei Wu, Chung Kit Chui, Kwok Tai Lau, Wing Hong Leung, Yat Wah A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm |
title | A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm |
title_full | A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm |
title_fullStr | A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm |
title_full_unstemmed | A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm |
title_short | A High Fuel Consumption Efficiency Management Scheme for PHEVs Using an Adaptive Genetic Algorithm |
title_sort | high fuel consumption efficiency management scheme for phevs using an adaptive genetic algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4327074/ https://www.ncbi.nlm.nih.gov/pubmed/25587974 http://dx.doi.org/10.3390/s150101245 |
work_keys_str_mv | AT leewahching ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT tsangkimfung ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT chihaoran ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT hungfaanhei ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT wuchungkit ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT chuikwoktai ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT lauwinghong ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT leungyatwah ahighfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT leewahching highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT tsangkimfung highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT chihaoran highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT hungfaanhei highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT wuchungkit highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT chuikwoktai highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT lauwinghong highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm AT leungyatwah highfuelconsumptionefficiencymanagementschemeforphevsusinganadaptivegeneticalgorithm |