重庆理工大学学报:自然科学
重慶理工大學學報:自然科學
중경리공대학학보:자연과학
Journal of Chongqing Institute of Technology
2012年
8期
54-60,78
,共8页
人工生命%仿生机器鱼%非接触式供电%强化学习
人工生命%倣生機器魚%非接觸式供電%彊化學習
인공생명%방생궤기어%비접촉식공전%강화학습
artificial life%bionic robot fish%non-contact power supply%reinforcement learning
为了构建具有自学习、自适应、自协调的人工生命体,结合对鱼类生理结构和行为机理的研究和分析,提出了基于人工生命的仿生机器鱼系统。将非接触式供电技术应用于水下供电,模拟鱼类生理活动,在仿生鱼上实现了动态、无连接、不间断的电能供给,并且基于鱼类行为的层次结构,实现了"动机-行为-动作"的3层行为决策系统,引入强化学习算法,模拟鱼类与环境交互的后天学习过程。通过实物仿生鱼的游姿优化实验,证明了研究和设计工作的有效性。
為瞭構建具有自學習、自適應、自協調的人工生命體,結閤對魚類生理結構和行為機理的研究和分析,提齣瞭基于人工生命的倣生機器魚繫統。將非接觸式供電技術應用于水下供電,模擬魚類生理活動,在倣生魚上實現瞭動態、無連接、不間斷的電能供給,併且基于魚類行為的層次結構,實現瞭"動機-行為-動作"的3層行為決策繫統,引入彊化學習算法,模擬魚類與環境交互的後天學習過程。通過實物倣生魚的遊姿優化實驗,證明瞭研究和設計工作的有效性。
위료구건구유자학습、자괄응、자협조적인공생명체,결합대어류생리결구화행위궤리적연구화분석,제출료기우인공생명적방생궤기어계통。장비접촉식공전기술응용우수하공전,모의어류생리활동,재방생어상실현료동태、무련접、불간단적전능공급,병차기우어류행위적층차결구,실현료"동궤-행위-동작"적3층행위결책계통,인입강화학습산법,모의어류여배경교호적후천학습과정。통과실물방생어적유자우화실험,증명료연구화설계공작적유효성。
In order to build self-learning, adaptive, self-coordination of intelligent agent, and combining with the research and analysis on physiological structure and behavior mechanism of natural fish, we proposed the artificial life system model of bionic fish. The paper applied non-contact power supply technology in underwater electrical supply, simulated physiological activity of natural fish, and real- ized dynamic, no-connection, uninterrupted power supply in bionic fish; Based on fish behavior hierarchy, the paper achieved the "motive-behavior-action" three layers decision-making system, and introduced the reinforcement learning algorithm to simulate environmental interaction learning process. The experiment of swim posture optimization verified the effectiveness of the research and design work.