Smart Parking Zones Using Meshed Bluetooth Sensor Networks
| Autor: | Duminda Wijesekera, Paul Seymer, Cing-Dao Kan |
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| Rok vydání: | 2021 |
| Předmět: | |
| Zdroj: | Communications in Computer and Information Science ISBN: 9783030680275 SMARTGREENS/VEHITS (Selected Papers) |
| DOI: | 10.1007/978-3-030-68028-2_12 |
| Popis: | Developing seamless smart parking solutions remain an active research area. User coordination burden remains high, and systems based on complex instrumentation are often expensive and costly to maintain. Contemporary parking lot management systems are slow to adopt new technology, particularly in cases where there is no perceived immediate return on investment. We propose the use of a low cost, low power, Bluetooth Low Energy (BLE) based outdoor localization system coupled with a Random Forest classifier and dual-mode Bluetooth mesh network to provide space occupancy detection and sensor data transfer. To balance computational demands with cost, we leverage fog computing paradigms to shift computational capability near the sensor network where it can be used without an expensive network back-haul to a data center or cloud. We provide operational experiment results and analysis, and a study on the effects on accuracy from various network complexity and radio map minimization schemes. |
| Databáze: | OpenAIRE |
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