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FSPLO: a fast sensor placement location optimization method for cloud-aided inspection of smart buildings
Min Yang1, Chengmin Ge2, Xiaoran Zhao3
1Chongqing Vocational Institute of Engineering, Chongqing, China.
This study introduces a Fast Sensor Placement Location Optimization (FSPLO) method for smart buildings. FSPLO efficiently reduces sensor numbers in health and green buildings by optimizing placement using Locality Sensitive Hashing.
Area of Science:
- * Building Information Modeling (BIM) and smart building technologies.
- * Sensor networks and cloud computing applications.
- * Health and environmental monitoring in built environments.
Background:
- * Increasing demand for healthy and green buildings driven by health awareness.
- * Building Information Modeling (BIM) integrates health, environment, and IT for sustainable design.
- * Sensors and cloud computing are crucial for smart building functionality, monitoring environments and occupants.
Purpose of the Study:
- * To address the challenge of optimizing sensor placement in BIM-enabled smart buildings.
- * To reduce the number of sensors required while maintaining effective monitoring.
- * To develop a fast and efficient method for sensor location optimization.
Main Methods:
- * Proposed a Fast Sensor Placement Location Optimization (FSPLO) approach.
- * Utilized Locality Sensitive Hashing (LSH) techniques to filter redundant sensor locations.
- * Focused on optimizing sensor deployment for cloud-aided smart buildings.
Main Results:
- * FSPLO significantly reduces the number of sensors needed for smart buildings.
- * The method efficiently identifies optimal sensor locations.
- * Simulation experiments validated the excellent performance of the FSPLO approach.
Conclusions:
- * The FSPLO method offers an effective solution for sensor placement optimization in BIM-based smart buildings.
- * This approach contributes to energy savings and reduced sensor deployment costs.
- * FSPLO enhances the development of healthier and greener smart buildings.
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