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Towards a Simulation Framework for Smart Indoor Spaces.
Shadan Golestan1, Ioanis Nikolaidis1, Eleni Stroulia1
1Department of Computing Science, University of Alberta, Edmonton, AB T6G 2R3, Canada.
Evaluating sensor configurations for smart homes requires a new simulation method. Our SIMsis toolkit models indoor spaces, occupant activities, and sensor behaviors, generating realistic data for developing effective smart building applications.
Area of Science:
- Computer Science
- Ubiquitous Computing
- Human-Computer Interaction
Background:
- Sensor-based applications in smart homes and buildings rely heavily on effective sensor deployment configurations.
- Real-world testing of these configurations is resource-intensive, hindering development and optimization.
Purpose of the Study:
- To introduce a simulation-based methodology for evaluating sensor deployment configurations in smart indoor environments.
- To develop a toolkit, SIMsis, capable of modeling indoor spaces, occupant activities, and sensor behaviors.
Main Methods:
- Developed the SIMsis toolkit to simulate indoor environments, occupant activities, and diverse sensor behaviors.
- Focused on generating realistic, time-series event streams for individual sensors and aggregated sensor event compositions.
- Validated the simulator within the Smart-Condo ambient-assisted living platform for analyzing activities of daily living (ADLs).
Main Results:
- SIMsis demonstrated the capability to produce realistic agent traces and sensor readings.
- The simulation approach effectively models complex interactions within smart indoor spaces.
- The toolkit's output aligns with the requirements for evaluating sensor deployment strategies.
Conclusions:
- The SIMsis toolkit provides a viable, resource-efficient alternative to real-world testing for sensor deployment evaluation.
- This simulation methodology supports the development and deployment of more effective sensor-based applications for smart homes and buildings.
- The toolkit shows significant potential for advancing ambient-assisted living platforms and similar smart environments.
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