Abstract
"Dataset for analyzing dynamic optimization techniques impact on energy efficiency in IoT sensor networks. Contains 500 simulation scenarios with routing protocols comparison and performance metrics."
Description
Dataset Purpose
Designed to evaluate energy-efficient optimization techniques in IoT sensor networks through simulation data. Compares traditional routing methods with advanced optimization algorithms (ICSHSO-Based) for network performance enhancement.
Network Parameters
- Nodes: Number of sensor nodes deployed in network
- Area: Network coverage (100x100 to 200x200 meters)
- Initial Energy: Starting energy per node (Joules)
- Transmission Rate: Data transmission in packets per second
- Optimization Technique: Traditional vs. ICSHSO-Based routing
Performance Metrics
- Network Lifetime Improvement: Percentage increase in operational duration
- Energy Consumption Reduction: Overall energy savings percentage
- Packet Delivery Ratio (PDR): Successful transmission rate (%)
- End-to-End Delay: Average latency (milliseconds)
- Residual Energy Utilization: Efficiency of energy usage (%)
- Redundant Transmissions Reduction: Decrease in unnecessary communications
Data Characteristics
- Records: 500 simulation scenarios
- Features: 13 columns
- Target Variable: Optimization effectiveness (binary classification)
- File Size: 37.41 KB
Applications
Machine learning classifier training for energy-efficient routing prediction, IoT research on dynamic optimization techniques, performance analysis of routing protocols, and smart sensor network design.
Data Preview
| Simulation_ID | Nodes | Area_m2 | Initial_Energy_J | Optimization_Technique | Energy_Consumption_Reduction_% | PDR_% | End_to_End_Delay_ms | Optimization_Effective |
|---|---|---|---|---|---|---|---|---|
| SIM_001 | 50 | 100x100 | 2.5 | ICSHSO-Based | 35.2 | 98.5 | 12.3 | 1 |
| SIM_002 | 75 | 150x150 | 3.0 | Traditional | 15.8 | 92.1 | 28.5 | 0 |
| SIM_003 | 100 | 200x200 | 3.5 | ICSHSO-Based | 42.6 | 99.2 | 10.8 | 1 |
Showing first few rows for preview
Cite This Dataset
Kaggle (2026). IoT Sensor Network Energy Management Dataset. [Dataset]. Kaggle. https://www.kaggle.com/datasets/ziya07/iot-sensor-network-dataset
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Original source: Kaggle (2026). Visit official page for more details.
Indexed by IoTDataset.com on Jan 14, 2026
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