Jun Ma , Yiping Wu , Jian Rong , Hongpeng Zhang , Tao Liu , Yiming Jiang , Xiaochao Li
{"title":"电动汽车与内燃机汽车的驾驶风格差异:能量回收系统带来的变化","authors":"Jun Ma , Yiping Wu , Jian Rong , Hongpeng Zhang , Tao Liu , Yiming Jiang , Xiaochao Li","doi":"10.1016/j.seta.2025.104629","DOIUrl":null,"url":null,"abstract":"<div><div>This study analyzes how energy recovery systems (ERS) alter driving style and energy consumption in electric vehicles (EVs) using real-world data from EVs and internal combustion engine vehicles (ICEVs). Results show ERS reduces conservative driving by 61.4 % and increases aggressive driving by 35.5 % compared to ICEVs, as drivers adapt to maximize energy recovery through acceleration-deceleration cycling. Crucially, ERS inverts the energy efficiency hierarchy: normal driving becomes optimal (14.33 kWh/100 km) versus conservative driving in ICEVs. Without ERS, EV energy consumption follows ICEV patterns (16.33 → 19.33 kWh/100 km from conservative → aggressive), but ERS narrows inter-style consumption gaps by 42–68 %. These findings demonstrate that ERS fundamentally reconfigures the behavior-energy relationship, necessitating EV-specific efficiency strategies distinct from ICEV paradigms.</div></div>","PeriodicalId":56019,"journal":{"name":"Sustainable Energy Technologies and Assessments","volume":"83 ","pages":"Article 104629"},"PeriodicalIF":7.0000,"publicationDate":"2025-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The difference in driving styles between EVs and ICEVs: changes brought about by the energy recovery system\",\"authors\":\"Jun Ma , Yiping Wu , Jian Rong , Hongpeng Zhang , Tao Liu , Yiming Jiang , Xiaochao Li\",\"doi\":\"10.1016/j.seta.2025.104629\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study analyzes how energy recovery systems (ERS) alter driving style and energy consumption in electric vehicles (EVs) using real-world data from EVs and internal combustion engine vehicles (ICEVs). Results show ERS reduces conservative driving by 61.4 % and increases aggressive driving by 35.5 % compared to ICEVs, as drivers adapt to maximize energy recovery through acceleration-deceleration cycling. Crucially, ERS inverts the energy efficiency hierarchy: normal driving becomes optimal (14.33 kWh/100 km) versus conservative driving in ICEVs. Without ERS, EV energy consumption follows ICEV patterns (16.33 → 19.33 kWh/100 km from conservative → aggressive), but ERS narrows inter-style consumption gaps by 42–68 %. These findings demonstrate that ERS fundamentally reconfigures the behavior-energy relationship, necessitating EV-specific efficiency strategies distinct from ICEV paradigms.</div></div>\",\"PeriodicalId\":56019,\"journal\":{\"name\":\"Sustainable Energy Technologies and Assessments\",\"volume\":\"83 \",\"pages\":\"Article 104629\"},\"PeriodicalIF\":7.0000,\"publicationDate\":\"2025-10-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Sustainable Energy Technologies and Assessments\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2213138825004606\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENERGY & FUELS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Sustainable Energy Technologies and Assessments","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2213138825004606","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
The difference in driving styles between EVs and ICEVs: changes brought about by the energy recovery system
This study analyzes how energy recovery systems (ERS) alter driving style and energy consumption in electric vehicles (EVs) using real-world data from EVs and internal combustion engine vehicles (ICEVs). Results show ERS reduces conservative driving by 61.4 % and increases aggressive driving by 35.5 % compared to ICEVs, as drivers adapt to maximize energy recovery through acceleration-deceleration cycling. Crucially, ERS inverts the energy efficiency hierarchy: normal driving becomes optimal (14.33 kWh/100 km) versus conservative driving in ICEVs. Without ERS, EV energy consumption follows ICEV patterns (16.33 → 19.33 kWh/100 km from conservative → aggressive), but ERS narrows inter-style consumption gaps by 42–68 %. These findings demonstrate that ERS fundamentally reconfigures the behavior-energy relationship, necessitating EV-specific efficiency strategies distinct from ICEV paradigms.
期刊介绍:
Encouraging a transition to a sustainable energy future is imperative for our world. Technologies that enable this shift in various sectors like transportation, heating, and power systems are of utmost importance. Sustainable Energy Technologies and Assessments welcomes papers focusing on a range of aspects and levels of technological advancements in energy generation and utilization. The aim is to reduce the negative environmental impact associated with energy production and consumption, spanning from laboratory experiments to real-world applications in the commercial sector.