TY - GEN
T1 - A Realistic Dataset for the Smart Home Device Scheduling Problem for DCOPs
AU - Kluegel, William
AU - Iqbal, Muhammad A.
AU - Fioretto, Ferdinando
AU - Yeoh, William
AU - Pontelli, Enrico
N1 - Publisher Copyright:
© Springer International Publishing AG 2017.
PY - 2017
Y1 - 2017
N2 - The field of Distributed Constraint Optimization has gained momentum in recent years thanks to its ability to address various applications related to multi-agent cooperation. While techniques for solving Distributed Constraint Optimization Problems (DCOPs) are abundant and have matured substantially since the field’s inception, the number of DCOP realistic applications available to assess the performance of DCOP algorithms is lagging behind. To contrast this background we (i) introduce the Smart Home Device Scheduling (SHDS) problem, which describes the problem of coordinating smart devices schedules across multiple homes as a multi-agent system, (ii) detail the physical models adopted to simulate smart sensors, smart actuators, and homes’ environments, and (iii) introduce a realistic benchmark for SHDS problems.
AB - The field of Distributed Constraint Optimization has gained momentum in recent years thanks to its ability to address various applications related to multi-agent cooperation. While techniques for solving Distributed Constraint Optimization Problems (DCOPs) are abundant and have matured substantially since the field’s inception, the number of DCOP realistic applications available to assess the performance of DCOP algorithms is lagging behind. To contrast this background we (i) introduce the Smart Home Device Scheduling (SHDS) problem, which describes the problem of coordinating smart devices schedules across multiple homes as a multi-agent system, (ii) detail the physical models adopted to simulate smart sensors, smart actuators, and homes’ environments, and (iii) introduce a realistic benchmark for SHDS problems.
UR - http://www.scopus.com/inward/record.url?scp=85040128932&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85040128932&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-71679-4_9
DO - 10.1007/978-3-319-71679-4_9
M3 - Conference contribution
AN - SCOPUS:85040128932
SN - 9783319716787
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 125
EP - 142
BT - Autonomous Agents and Multiagent Systems - AAMAS 2017 Workshops, Visionary Papers, Revised Selected Papers
A2 - Sukthankar, Gita
A2 - Rodriguez-Aguilar, Juan A.
PB - Springer Verlag
T2 - 16th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2017
Y2 - 8 May 2017 through 12 May 2017
ER -