Decentralised Control of Intelligent Devices: A Healthcare Facility Study

被引:0
作者
Lhopital, Sacha [1 ]
Aknine, Samir [2 ]
Thavonekham, Vincent [1 ]
Vu, Huan [2 ]
Ramchurn, Sarvapali [3 ]
机构
[1] VISEO Technol, Lyon, France
[2] Univ Lyon 1, Univ Lyon, CNRS, LIRIS,UMR5205, F-69622 Lyon, France
[3] Univ Southampton, Southampton, Hants, England
来源
MULTI-AGENT SYSTEMS AND AGREEMENT TECHNOLOGIES, EUMAS 2020, AT 2020 | 2020年 / 12520卷
关键词
IoT; Healthcare; DCOP; DPOP; DISTRIBUTED CONSTRAINT OPTIMIZATION;
D O I
10.1007/978-3-030-66412-1_2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a novel approach to the management of notifications from devices in a healthcare setting. We employ a distributed constraint optimisation (DCOP) approach to the delivery of notification for healthcare assistants that aims to preserve the privacy of patients while reducing the intrusiveness of such notifications. Our approach reduces the workload of the assistants and improves patient safety by automating task allocation while ensuring high priority needs are addressed in a timely manner. We propose and evaluate several DCOP models both in simulation and in real-world deployments. Our models are shown to be efficient both in terms of computation and communication costs.
引用
收藏
页码:20 / 36
页数:17
相关论文
共 16 条
[1]  
[Anonymous], 2004, Implant. Body Sens
[2]   A programmable service architecture for mobile medical care [J].
Chakravorty, R .
FOURTH ANNUAL IEEE INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING AND COMMUNICATIONS WORKSHOPS, PROCEEDINGS, 2006, :532-+
[3]   A GATEWAY-BASED FRAMEWORK FOR TRANSPARENT INTERCONNECTION BETWEEN WSN AND IP NETWORK [J].
Emara, Karim A. ;
Abdeen, Mohammad ;
Hashem, Mohammad .
EUROCON 2009: INTERNATIONAL IEEE CONFERENCE DEVOTED TO THE 150 ANNIVERSARY OF ALEXANDER S. POPOV, VOLS 1- 4, PROCEEDINGS, 2009, :1775-1780
[4]   Distributed Constraint Optimization Problems and Applications: A Survey [J].
Fioretto, Ferdinando ;
Pontelli, Enrico ;
Yeoh, William .
JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2018, 61 :623-698
[5]   A SUFFICIENT CONDITION FOR BACKTRACK-BOUNDED SEARCH [J].
FREUDER, EC .
JOURNAL OF THE ACM, 1985, 32 (04) :755-761
[6]   Completeness and Performance of the APO Algorithm [J].
Grinshpoun, Tal ;
Meisels, Amnon .
JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2008, 33 :223-258
[7]  
Vu H, 2018, PROCEEDINGS OF THE TWENTY-SEVENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, P527
[8]  
Junges R., 2008, P 7 INT JOINT C AUT, P599
[9]  
Khanna S, 2009, 2009 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT), VOL 2, P339
[10]  
Leaute T., 2009, P IJCAI 09 DISTR CON, P160