基于iTransformer的太阳能仓储工具柜智能供能策略研究

Research on Solar Storage Tool Cabinets Optimized for Power Supply Based on Intelligent Algorithms

摘要: 工具柜在现代工业生产中扮演着重要角色，但是随着传统产业的发展，原始的工具柜逐渐开始无法适应复杂的生产环境要求，在这样的前提下，智能工具柜应运而生。尽管智能工具柜解决了管理与存储问题，但其灵活性不足、部署困难及维护成本高，逐渐成为制约发展的关键因素。本文设计了一种基于智能算法优化供能的太阳能仓储工具柜，它可以通过iTransformer模型对太阳能供能系统的供电量进行预测，在太阳能供能充足时，工具柜维持原模式运行。在太阳能供能不足时，工具柜中的通讯单元会提醒管理员提前对工具柜进行额外能源供给或者改变工具柜的运行模式。从而保证本智能工具柜可以在以太阳能为主要供能方式的基础上维持稳定运行。

Abstract: Tool cabinets play an important role in modern industrial production. However, with the advancement of traditional industries, conventional tool cabinets have gradually become unable to meet the requirements of increasingly complex production environments. Against this backdrop, intelligent tool cabinets have emerged. Although intelligent tool cabinets address the challenges of tool management and storage, their limited flexibility, complex deployment, and high maintenance costs have gradually become key factors restricting further development. In this study, a solar-powered storage tool cabinet optimized by intelligent algorithms is designed. The cabinet employs the iTransformer model to predict the power output of the solar energy supply system. When solar energy is sufficient, the tool cabinet operates in its normal mode. When solar energy is insufficient, the communication module within the cabinet alerts administrators to either provide additional energy in advance or adjust the cabinet’s operating mode. In this way, the proposed intelligent tool cabinet can ensure stable operation while relying primarily on solar energy as its main power source.