计算机应用与软件2024，Vol.41Issue(5)：197-202,6.DOI:10.3969/j.issn.1000-386x.2024.05.031
基于规则控制与XGBoost的智能开窗系统设计
DESIGN OF INTELLIGENT WINDOWING SYSTEM BASED ON RULE CONTROL AND XGBOOST
摘要
Abstract
In order to improve the intelligence of the window opening system in rainy days and during the initial operation of the system,and reduce the energy loss of the window opener,an intelligent windowing system based on rule control and XGBoost is designed.The system reduced the power consumption of the circuit by using ZigBee technology,making the singlechip in stop mode and cutting off the power supply circuit of the non-real-time working module.The system comprehensively considered the current time,environment and the probability of rain in the next hour,and predicted the current state of the window by combining rule control with XGBoost.The experimental results show that the system can achieve basic functions such as remote control and preventing rainwater from entering the room while reducing power consumption,and can learn the user's habit of opening and closing windows.The prediction accuracy of the system is improved by combining rule control with XGBoost and considering the current and future environment compre-hensively.关键词
智能开窗系统/ZigBee/低功耗/规则控制/XGBoost算法/预测Key words
Intelligent window system/ZigBee/Low power consumption/Rule control/XGBoost algorithm/Prediction分类
信息技术与安全科学引用本文复制引用
曹扬,王强..基于规则控制与XGBoost的智能开窗系统设计[J].计算机应用与软件,2024,41(5):197-202,6.基金项目
江苏省高等学校自然科学研究重大项目(19KJA320004) （19KJA320004）
江苏省产学研前瞻性联合研究项目(BY2016053-10). （BY2016053-10）
