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<p>To improve the positioning accuracy and management efficiency of laboratory equipment, this study proposes an efficient positioning management system based on an improved Bat Algorithm (BA) and Radio Frequency Identification (RFID) technology. Findings demonstrate that the improved BA converges after 120 iterations, with its accuracy and recall approaching 0.982 and 0.956. In the efficient positioning management system for laboratory equipment, its positioning accuracy is superior to the comparative system, while its response time is only 0.031 s. This research can avoid equipment idleness or overuse, thereby optimizing the allocation and utilization efficiency of laboratory resources.</p>

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Efficient Positioning Management System for Laboratory Equipment Based on Improved Bat Algorithm and Radio Frequency Identification

  • 期刊论文

  • 发表日期：

    2026年8月1日

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  • Hong Wang,
  • Yahui He,
  • Jiamei Lai,
  • Xiaotian Liu

摘要

To improve the positioning accuracy and management efficiency of laboratory equipment, this study proposes an efficient positioning management system based on an improved Bat Algorithm (BA) and Radio Frequency Identification (RFID) technology. Findings demonstrate that the improved BA converges after 120 iterations, with its accuracy and recall approaching 0.982 and 0.956. In the efficient positioning management system for laboratory equipment, its positioning accuracy is superior to the comparative system, while its response time is only 0.031 s. This research can avoid equipment idleness or overuse, thereby optimizing the allocation and utilization efficiency of laboratory resources.