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LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
Nagib Matni1, Jean Moraes1, Helder Oliveira1
1Computer Science Faculty, Federal University of Pará, Rua Augusto Corrêa 01, 66075-110 Belém, Brazil.
A new model, DPLACE, optimizes Long Range Wide Area Network (LoRaWAN) gateway placement for dynamic Internet of Things (IoT) applications. It balances costs (OPEX, CAPEX) and ensures Quality of Service (QoS) for efficient network deployment.
Area of Science:
- Computer Science
- Electrical Engineering
- Telecommunications
Background:
- Long Range Wide Area Network (LoRaWAN) is crucial for dynamic Internet of Things (IoT) applications.
- Effective LoRaWAN gateway deployment requires balancing Capital Expenditure (CAPEX), Operational Expenditure (OPEX), and Quality of Service (QoS).
Purpose of the Study:
- To introduce DPLACE, a novel model for optimizing LoRaWAN gateway placement in dynamic IoT environments.
- To enhance network planning and optimization considering economic and service quality factors.
Main Methods:
- DPLACE groups similar IoT devices to optimize gateway coverage.
- It utilizes Gap statistics for determining the optimal number of gateways.
- K-Means and Fuzzy C-means algorithms are employed for precise gateway placement calculations.
Main Results:
- Simulations demonstrate DPLACE's effectiveness in LoRaWAN gateway placement.
- The model shows significant improvements in balancing CAPEX, OPEX, and QoS compared to existing methods.
Conclusions:
- DPLACE offers an efficient solution for LoRaWAN gateway deployment in dynamic IoT settings.
- The model provides a strategic approach to network planning, optimizing resource allocation and service delivery.
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