TY - GEN
T1 - Interacting with multi-agent systems through intention field based shared control methods
AU - Shang, Chengsi
AU - Fang, Hao
AU - Chen, Jie
AU - Zhang, Jia
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2018/2/7
Y1 - 2018/2/7
N2 - In this paper, a two-layer shared control system is proposed to facilitate interactions between human and multi-agent systems (MAS). The lower layer is an autonomous system that performs a formation task, and the upper layer is an intention field network that generates control intentions from human inputs for the lower layer. These two layers are connected by a priority-based policy blending algorithm. The use of an intention field network is the key ingredient of the proposed method, as it enables fast propagation of human intentions in the multi-agent system, making the overall system more flexible. Theoretic proofs are given that guarantee the stability of the formation task. A comparison experiment is carried out that shows the advantages of using intention field networks in a multi-agent shared-control system.
AB - In this paper, a two-layer shared control system is proposed to facilitate interactions between human and multi-agent systems (MAS). The lower layer is an autonomous system that performs a formation task, and the upper layer is an intention field network that generates control intentions from human inputs for the lower layer. These two layers are connected by a priority-based policy blending algorithm. The use of an intention field network is the key ingredient of the proposed method, as it enables fast propagation of human intentions in the multi-agent system, making the overall system more flexible. Theoretic proofs are given that guarantee the stability of the formation task. A comparison experiment is carried out that shows the advantages of using intention field networks in a multi-agent shared-control system.
UR - http://www.scopus.com/inward/record.url?scp=85047483581&partnerID=8YFLogxK
U2 - 10.1109/ASCC.2017.8287158
DO - 10.1109/ASCC.2017.8287158
M3 - Conference contribution
AN - SCOPUS:85047483581
T3 - 2017 Asian Control Conference, ASCC 2017
SP - 150
EP - 155
BT - 2017 Asian Control Conference, ASCC 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2017 11th Asian Control Conference, ASCC 2017
Y2 - 17 December 2017 through 20 December 2017
ER -