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Cyber-Physical Energy-Saving Control for Hybrid Aircraft-Towing Tractor Based on Online Swarm Intelligent Programming

Authors :
Yunfan Zhang
Ji Li
Quan Zhou
Ziyang Li
Hongming Xu
Oluremi Olatunbosun
Source :
IEEE Transactions on Industrial Informatics. 14:4149-4158
Publication Year :
2018
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2018.

Abstract

This paper researches on a cyber-physical energy-saving control framework for a plug-in hybrid aircraft-towing tractor, in which, an online optimization methodology named the online swarm intelligent programming (OSIP) is proposed. The new methodology obtains real-time optimal control signals from the vehicle to everything (V2X) network, and the widely used charge depleting/charge sustaining strategy is upgraded to a more adaptive and intelligent level. The energy flow of the hybrid aircraft-towing tractor with connectivity is first analyzed and modeled for OSIP. The optimal control problem is then formulated as an online integer optimization and the OSIP algorithm based on chaos-enhanced accelerated swarm optimization is developed to minimize the powertrain power loss in real-time. Finally, the advantages of the new energy management system are demonstrated and evaluated by hardware-in-the-loop testing. The results show that up to 17% fuel and 13% total energy loss can be saved via the proposed cyber-physical control.

Details

ISSN :
19410050 and 15513203
Volume :
14
Database :
OpenAIRE
Journal :
IEEE Transactions on Industrial Informatics
Accession number :
edsair.doi...........cb47e7fbf41f7d413ce629b164db790b
Full Text :
https://doi.org/10.1109/tii.2017.2781230