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Summary
This summary is machine-generated.

This study introduces an intelligent networking model for optimizing cold-chain logistics routes to hospitals. The proposed bee-ant optimization algorithm (BAOA) ensures accurate and efficient delivery of temperature-sensitive medical supplies.

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Area of Science:

  • Logistics and Supply Chain Management
  • Artificial Intelligence
  • Healthcare Operations

Background:

  • Cold-chain logistics are critical for transporting temperature-sensitive medical supplies like medicines and vaccines.
  • Ensuring the integrity of the cold chain requires optimized transportation routes to maintain specific temperatures.
  • Secured and intelligent networking models are essential for managing complex logistics operations.

Purpose of the Study:

  • To develop an intelligent secured networking model for identifying optimal paths for cold-chain logistics to hospitals.
  • To enhance the efficiency and accuracy of transporting vital medical supplies.
  • To address the unique challenges of maintaining temperature integrity during transit.

Main Methods:

  • An optimal pathfinder was developed, considering factors like distance, traffic, and transportation costs.
  • The bee-ant optimization algorithm (BAOA) was proposed for intelligent transportation route selection.
  • The BAOA was compared against existing methods, including ant colony optimization (ACO), bee colony optimization (BCO), and neural network models.

Main Results:

  • The proposed bee-ant optimization algorithm (BAOA) demonstrated a high accuracy rate of 98.83% for logistics delivery to hospitals.
  • BAOA effectively identified optimal paths by considering real-time traffic and cost-efficiency.
  • The algorithm proved superior to existing ACO, BCO, and neural network models in this application.

Conclusions:

  • The intelligent secured networking model utilizing BAOA significantly improves the accuracy of cold-chain logistics to hospitals.
  • Path optimization is crucial for the successful delivery of temperature-sensitive medical goods.
  • The BAOA offers a promising solution for enhancing healthcare logistics efficiency and reliability.