{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,2]],"date-time":"2026-02-02T15:29:32Z","timestamp":1770046172155,"version":"3.49.0"},"reference-count":33,"publisher":"SAGE Publications","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IFS"],"published-print":{"date-parts":[[2021,9,15]]},"abstract":"<jats:p>Hybrid energy storage system supplies a feasible solution to battery peak current reduction by introducing supercapacitor as auxiliary energy source. Energy management control strategy is a key technology for guaranteeing performance. In this paper, we describe a predictive energy management strategy for battery and supercapacitor hybrid energy storage systems of pure electric vehicles. To utilize the supercapacitor reasonably, Markov chain model is proposed to predict the future load power during a driving cycle. The predictive results are subsequently used by power distribution strategy, which is designed using a low-pass filter and a fuzzy logic controller. The strategy model is developed under MATLAB\/Simulink software environment. To validate the performance of the proposed control strategy, a comparison test is implemented based on a 72\u200aV rated voltage hybrid energy storage system experimental platform. The results indicate that the battery peak currents by proposed predictive control strategy are reduced by 26.32%, 28.21% and 27.12% under the UDDS, SC03 and NEDC three driving cycles respectively.<\/jats:p>","DOI":"10.3233\/jifs-200934","type":"journal-article","created":{"date-parts":[[2021,8,10]],"date-time":"2021-08-10T14:38:17Z","timestamp":1628606297000},"page":"2539-2549","source":"Crossref","is-referenced-by-count":4,"title":["Implementation of a predictive energy management strategy for battery and supercapacitor hybrid energy storage systems of pure electric vehicles1"],"prefix":"10.1177","volume":"41","author":[{"given":"Qiao","family":"Zhang","sequence":"first","affiliation":[{"name":"School of Automobile and Traffic Engineering, Liaoning University of Technology, Jinzhou, PR China"}]},{"given":"Xiaoliang","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Automobile and Traffic Engineering, Liaoning University of Technology, Jinzhou, PR 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