bibtype C - Conference Paper (international conference)
ARLID 0345438
utime 20240103193650.1
mtime 20100913235959.9
title (primary) (eng) On Adaptation of Loss Functions in Decentralized Adaptive Control
specification
page_count 6 s.
media_type www
serial
ARLID cav_un_epca*0345437
title Proceedings of the 12th IFAC symposium on Large Scale Systems
page_num 1-6
publisher
place Villeneuve d'Ascq
name IFAC
year 2010
keyword decentralized control
keyword LQG control
keyword fully probabilistic design
author (primary)
ARLID cav_un_auth*0101207
name1 Šmídl
name2 Václav
full_dept (cz) Adaptivní systémy
full_dept (eng) Department of Adaptive Systems
department (cz) AS
department (eng) AS
institution UTIA-B
full_dept Department of Adaptive Systems
fullinstit Ústav teorie informace a automatizace AV ČR, v. v. i.
source
url http://library.utia.cas.cz/separaty/2010/AS/smidl-on adaptation of loss functions in decentralized adaptive control.pdf
cas_special
project
project_id 1M0572
agency GA MŠk
ARLID cav_un_auth*0001814
project
project_id GP102/08/P250
agency GA ČR
ARLID cav_un_auth*0241640
research CEZ:AV0Z10750506
abstract (eng) Decentralized adaptive agents/controller are able to operate in autonomous regimes, where they estimate model of their own neighborhood and design their control strategies with respect to their local aims. When each agent designs its strategy using only its model, the resulting control will be suboptimal since local models do not allow prediction of consequences of actions of the neighbors. Information about expected future trajectory as perceived by the neighbor can be obtained by means of communication. The task is to design a method of control strategy design that makes use of this information to improve the overall performance. In this paper, we propose to use the predictor to modify the loss function of the receiving agent. Informal justification of the approach is presented and it properties are illustrated in simulation experiments with decentralized LQG control.
action
ARLID cav_un_auth*0262638
name 12th LSS symposium, Large Scale Systems: Theory and Applications
place Villeneuve d'Ascq
dates 12.07.2010-14.07.2010
country FR
reportyear 2011
RIV BC
permalink http://hdl.handle.net/11104/0186712
arlyear 2010
mrcbU63 cav_un_epca*0345437 Proceedings of the 12th IFAC symposium on Large Scale Systems 1 6 Villeneuve d'Ascq IFAC 2010