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Decision-Theoretical Navigation of Service Robots Using POMDPs with Human-Robot Co-Occurrence Prediction : Navigazione di robot di servizio utilizzando POMDP, in: International Journal of Advanced Robotic Systems

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Autore Qian, Kun; Ma, Xudong; Dai, Xianzhong; Fang, Fang; Zhou, Bo
Pubblicato  InTech Open Access Publisher, 2013
edizione  
Volume  
ISBN
Abstract To improve the natural human‐avoidance skills
of service robots, a human motion predictive navigation
method is proposed, namely PN‐POMDP. A humanrobot
motion co‐occurrence estimation algorithm is
proposed which incorporates long‐term and short‐term
human motion prediction. To improve the reliability of
probabilistic and predictive navigation, the POMDP
model is utilized to generate navigation control policies
through theoretically optimal decisions. A layered motion
control structure is proposed that combines global path
planning and reactive avoidance. Multiple comity policies
are integrated with a decision‐making module that
generates efficient and human‐compliant navigational
behaviours for robots. Experimental results illustrate the
effectiveness and reliability of the predictive navigation
method.
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Articoli a Rivista
2000 ed oltre
Superordinate work
 
no fulltext found International Journal of Advanced Robotic Systems
Autore: Ottaviano, Erika; Ceccarelli, Marco; Husty, Manfred; Yu, Sung-Hoon; Kim, Yong-Tae; Park, Chang-Woo; Hyun, Chang-Ho; Chen, Xiulong; Feng, Weiming; Sun, Xianyang; Gao, Qing; Grigorescu, Sorin M.; Pozna, Claudiu; Liu, Wanli; Zhankui, Wang; Guo, Meng; Fu, Guoyu; Zhang, Jin; Chen, Wenyuan; Peng, Fengchao; Yang, Pei; Chen, Chunlin; Ding, Rui; Yu, Junzhi; Yang, Qinghai; Tan, Min; Polden, Joseph; Pan, [...]
Pubblicato: 2004
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Documents: International Journal of Advanced Robotic Systems
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Time of publication 2013
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This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported License

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