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Planning and Optimization of Software-Defined and Virtualized IoT Gateway Deployment for Smart Campuses
Divino Ferreira1,2, João Lucas Oliveira2, Carlos Santos3
1Campus Senador Canedo, Federal Institute of Education, Science and Technology of Goiás (IFG), Senador Canedo 75250-000, Brazil.
This study introduces an optimization method for deploying Internet of Things (IoT) gateways in smart campuses. The approach determines the minimum number, positions, and device distribution for efficient IoT network coverage.
Area of Science:
- Computer Science
- Electrical Engineering
- Network Engineering
Background:
- The Internet of Things (IoT) generates vast amounts of data, necessitating robust infrastructure.
- Heterogeneous devices and geographical spread require efficient IoT gateway solutions.
- The SOFTWAY4IoT project developed a versatile software-defined IoT gateway.
Purpose of the Study:
- To propose an optimization-based planning method for deploying IoT gateways in smart campus environments.
- To determine the optimal number, placement, and device allocation for IoT gateways.
- To evaluate deployment strategies using LoRa, Wi-Fi, and BLE communication technologies.
Main Methods:
- Developed optimization models using linear programming for gateway quantification.
- Employed K-means clustering and particle swarm optimization for gateway positioning and device distribution.
- Defined communication range and data link consumption as key optimization parameters.
- Conducted case studies and experiments at the Samambaia Campus, Federal University of Goiás.
Main Results:
- Quantified the minimum number of IoT gateways required for area coverage.
- Identified optimal gateway positions and efficiently distributed IoT devices among gateways.
- Validated the effectiveness of the proposed models through experimental analysis and hypothesis testing.
Conclusions:
- The proposed optimization method provides an effective solution for planning IoT gateway deployments in smart campuses.
- The models successfully balance gateway numbers, positions, and device distribution for efficient network operation.
- The study demonstrates the practical applicability of advanced optimization techniques in IoT infrastructure planning.
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