基于随机森林算法的智慧消防服务评测研究

Research on Intelligent Fire Protection Services Evaluation Based on Random Forest Algorithm

加速发展的城市化进程和社会化消防需求日益提升,智慧消防服务已然成为城市安全的主力军。本文创新性提出采用随机森林算法对智慧消防服务进行评测,通过深入分析其架构、流程以及应用领域,构建科学合理的评测模型。而经过严格的训练与优化,随机森林算法在特征选择与评估指标构建方面展现出了显著的优势,这些优势有助于提升评测结果的准确性和可靠性。通过研究,本文旨在为智慧消防服务评测提供一种新思路,并进一步拓展随机森林算法在复杂系统评测领域的应用实践。

The accelerated urbanization process and the increasing demand for socialized fire protection have made smart fire services the main force of urban safety.This article innovatively proposes the use of random forest algorithm to evaluate intelligent fire protection services.Through in-depth analysis of its architecture,process,and application areas,a scientifical and reasonable evaluation model is constructed.After rigorous training and optimization,the random forest algorithm has demonstrated significant advantages in feature selection and evaluation index construction,which helps to improve the accuracy and reliability of evaluation results.Through research,this article aims to provide a new approach for the evaluation of intelligent fire protection services and further expand the application practice of random forest algorithm in the field of complex system evaluation.