MuCode-LoRa: Individual Simulation Runs and Aggregated Summary with Confidence Intervals
收藏资源简介:
This dataset contains simulation results for "MuCode-LoRa: Network-Coded Uplink with Coordinated Spreading-Factor Scheduling for LoRaWAN." The data was generated using ns-3 simulations to evaluate the performance of MuCode-LoRa and baseline approaches under various network conditions. Dataset Contents: The dataset includes two CSV files: Individual Run Results (Full_Campaign_individual_results.csv): Contains 1,200 individual simulation runs with detailed metrics for each run, including packet delivery ratio (PDR), latency (average, P90, P99), duty-cycle utilization, gateway load imbalance, coding efficiency, and other performance indicators. Summary Statistics (Full_Campaign_summary_with_ci.csv): Contains aggregated statistics with 95% confidence intervals for 40 configurations (5 approaches × 2 scenarios × 4 traffic loads), including mean values, standard deviations, and confidence interval bounds. Experimental Setup: Baselines Evaluated: ADR (Adaptive Data Rate), Uncoordinated RLNC (Random Linear Network Coding), CAST-SF (Coordinated Spreading-Factor Scheduling), NCC-LoRa (Network-Coded Cooperative LoRa), and MuCode-LoRa Scenarios: Urban (300 devices, 3 gateways) and Rural (120 devices, 2 gateways) Traffic Loads: Light (600s inter-arrival), Medium (300s), Heavy (60s), and Stress (12s) Runs per Configuration: 30 runs for statistical significance Total Runs: 1,200 simulation runs Metrics Included: Packet delivery ratio (PDR) Latency (average, P90, P99) Duty-cycle utilization Gateway load imbalance Coding efficiency (for network coding approaches) Total airtime Retransmissions Device-to-device overhead (for NCC-LoRa) Usage: This dataset supports the experimental evaluation presented in the associated paper and can be used to reproduce figures, validate claims, and conduct further analysis on network-coded LoRaWAN performance. Related Publication: MuCode-LoRa: Network-Coded Uplink with Coordinated Spreading-Factor Scheduling for LoRaWAN



