Title :
Evolution of sensory configurations for intelligent vehicles
Author :
Zhang, Yizhen ; Martinoli, Alcherio ; Antonsson, E.K. ; Olney, Ross D.
Author_Institution :
Mech. Eng., California Inst. of Tech., Pasadena, CA, USA
Abstract :
An evolutionary design synthesis methodology was introduced with special concern for the design and optimization of distributed embodied systems. Its efficacy was validated in a case study on the design of collective sensory configurations for intelligent vehicles. Candidate sensory configurations were tested in sample traffic scenarios simulated in an embodied and sensor-based simulator, and in more abstracted and computationally efficient evaluation tests. Sample results evolved under different design preferences are presented, including approximate Pareto fronts representing the engineering design trade-offs characterizing the problem investigated in the case study.
Keywords :
Pareto optimisation; evolutionary computation; intelligent control; road vehicles; sensor fusion; Pareto fronts; distributed embodied systems; engineering design trade-offs; evolutionary design synthesis; intelligent vehicles; optimization; sensor based simulator; sensory configurations evolution; traffic scenarios; Automotive engineering; Computational modeling; Control systems; Design engineering; Design methodology; Genetic programming; Humans; Intelligent vehicles; Mechanical engineering; Vehicle safety;
Conference_Titel :
Intelligent Vehicles Symposium, 2003. Proceedings. IEEE
Print_ISBN :
0-7803-7848-2
DOI :
10.1109/IVS.2003.1212935