The Sample Average Approximation Method for Stochastic Discrete Optimization
SIAM Journal on Optimization
Context-specific multiagent coordination and planning with factored MDPs
Eighteenth national conference on Artificial intelligence
Taking DCOP to the Real World: Efficient Complete Solutions for Distributed Multi-Event Scheduling
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Hierarchical multi-agent reinforcement learning
Autonomous Agents and Multi-Agent Systems
Scheduling meetings through multi-agent negotiations
Decision Support Systems
A Service-Oriented System for Optimizing Residential Energy Use
ICWS '09 Proceedings of the 2009 IEEE International Conference on Web Services
Towards adjustable autonomy for the real world
Journal of Artificial Intelligence Research
On modeling multiagent task scheduling as a distributed constraint optimization problem
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
User-sensitive scheduling of home appliances
Proceedings of the 2nd ACM SIGCOMM workshop on Green networking
Agent-based control for decentralised demand side management in the smart grid
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Deploying power grid-integrated electric vehicles as a multi-agent system
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
SAVES: a sustainable multiagent application to conserve building energy considering occupants
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Improving building energy efficiency with a network of sensing, learning and prediction agents
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
Optimal decentralised dispatch of embedded generation in the smart grid
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
A model-based online mechanism with pre-commitment and its application to electric vehicle charging
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Effect of social network type on building occupant energy use
BuildSys '12 Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
Energy-aware meeting scheduling algorithms for smart buildings
BuildSys '12 Proceedings of the Fourth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings
TESLA: an energy-saving agent that leverages schedule flexibility
Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
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This paper presents transformative energy-saving schedule-leveraging agent (TESLA), an agent for optimizing energy usage in commercial buildings. TESLA's key insight is that adding flexibility to event/meeting schedules can lead to significant energy savings. This paper provides four key contributions: (i) online scheduling algorithms, which are at the heart of TESLA, to solve a stochastic mixed integer linear program for energy-efficient scheduling of incrementally/dynamically arriving meetings and events; (ii) an algorithm to effectively identify key meetings that lead to significant energy savings by adjusting their flexibility; (iii) an extensive analysis on energy savings achieved by TESLA; and (iv) surveys of real users which indicate that TESLA's assumptions of user flexibility hold in practice. TESLA was evaluated on data gathered from over 110,000 meetings held at nine campus buildings during an 8-month period in 2011---2012 at the University of Southern California and Singapore Management University. These results and analysis show that, compared to the current systems, TESLA can substantially reduce overall energy consumption.