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Simultaneous plant/controller optimi...
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Tong, Kuo-Feng.
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Simultaneous plant/controller optimization of traction control for electric vehicle.
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Simultaneous plant/controller optimization of traction control for electric vehicle./
作者:
Tong, Kuo-Feng.
面頁冊數:
215 p.
附註:
Source: Masters Abstracts International, Volume: 46-04, page: 2247.
Contained By:
Masters Abstracts International46-04.
標題:
Engineering, Automotive. -
電子資源:
http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=MR35336
ISBN:
9780494353363
Simultaneous plant/controller optimization of traction control for electric vehicle.
Tong, Kuo-Feng.
Simultaneous plant/controller optimization of traction control for electric vehicle.
- 215 p.
Source: Masters Abstracts International, Volume: 46-04, page: 2247.
Thesis (M.A.Sc.)--University of Waterloo (Canada), 2007.
Development of electric vehicles is motivated by global concerns over the need for environmental protection. In addition to its zero-emission characteristics, an electric propulsion system enables high performance torque control that may be used to maximize vehicle performance obtained from energy-efficient, low rolling resistance tires typically associated with degraded road-holding ability.
ISBN: 9780494353363Subjects--Topical Terms:
1018477
Engineering, Automotive.
Simultaneous plant/controller optimization of traction control for electric vehicle.
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Development of electric vehicles is motivated by global concerns over the need for environmental protection. In addition to its zero-emission characteristics, an electric propulsion system enables high performance torque control that may be used to maximize vehicle performance obtained from energy-efficient, low rolling resistance tires typically associated with degraded road-holding ability.
520
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A simultaneous plant/controller optimization is performed on an electric vehicle traction control system with respect to conflicting energy use and performance objectives. Due to system nonlinearities, an iterative simulation-based optimization approach is proposed using a system model and a genetic algorithm (GA) to guide search space exploration.
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The system model consists of: a drive cycle with a constant driver torque request and a step change in coefficient of friction, a single-wheel longitudinal vehicle model, a tire model described using the Magic Formula and a constant rolling resistance, and an adhesion gradient fuzzy logic traction controller.
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Optimization is defined in terms of the all at once variable selection of: either a performance oriented or low rolling resistance tire, the shape of a fuzzy logic controller membership function, and a set of fuzzy logic controller rule base conclusions. A mixed encoding, multi-chromosomal GA is implemented to represent the variables, respectively, as a binary string, a real-valued number, and a novel rule base encoding based on the definition of a partially ordered set (poset) by delta inclusion.
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Simultaneous optimization results indicate that, under straight-line acceleration and unless energy concerns are completely neglected, low rolling resistance tires should be incorporated in a traction control system design since the energy saving benefits outweigh the associated degradation in road-holding ability. The results also indicate that the proposed novel encoding enables the efficient representation of a fix-sized fuzzy logic rule base within a GA.
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