生产建设项目水土保持监测智能化管理实施系统设计
Design of an Intelligent Management Implementation System for Soil and Water Conservation Monitoring in Production and Construction Projects
摘要: 随着生产建设项目水土保持监管力度的增加,对水土保持监测工作提出了更高要求,高效、智能化的水土保持监测系统需求日益增长。本文研究设计了生产建设项目水土保持监测智能化管理实施系统,旨在提高监测过程的自动化和智能化水平。该系统基于微服务架构,确保了高度的可扩展性和灵活性,并简化了维护和升级过程。通过集成长短期记忆网络(LSTM)和支持向量机(SVM),系统能够自动化地处理和分析时序数据,有效进行监测区域的风险分类,从而显著提高数据处理的准确性和决策支持的效率。用户界面设计了交互式数据可视化工具和个性化仪表盘,大幅提升了用户体验。本系统的研发不仅为生产建设项目水土保持监测提供了一种智能化解决方案,也为其他环境监测领域的智能化管理实践提供了参考。
Abstract:
With the increasing supervision of soil and water conservation in production and construction pro-jects, higher requirements have been put forward for soil and water conservation monitoring work, and the demand for efficient and intelligent soil and water conservation monitoring systems is growing day by day. This article studies and designs an intelligent management implementation system for soil and water conservation monitoring in production and construction projects, aiming to improve the automation and intelligence level of the monitoring process. The system is based on a microservices architecture, ensuring high scalability and flexibility, and simplifying maintenance and upgrade processes. By integrating Long Short-Term Memory Networks (LSTM) and Support Vector Machines (SVM), the system can automatically process and analyze temporal data, effectively classify risks in monitoring areas, and significantly improve the accuracy of data processing and the efficiency of decision support. The user interface has been designed with interactive data visualiza-tion tools and personalized dashboards, greatly improving the user experience. The development of this system not only provides an intelligent solution for soil and water conservation monitoring in production and construction projects, but also provides a reference for intelligent management practices in other environmental monitoring fields.
参考文献
|
[1]
|
沈雪建. 强化新时代水土保持高质量发展监测和信息化基础支撑[J]. 中国水利, 2023(17): 14-18.
|
|
[2]
|
陈沐晨. 基于B/S架构的水土保持信息管理系统设计[J]. 水利科技, 2023(2): 6-9.
|
|
[3]
|
刘恋, 谈晓珊, 周亚平, 等. 江苏省水土保持监测系统建设[J]. 中国水土保持, 2023(3): 39-41.
|
|
[4]
|
王少军, 雷磊, 郑树海, 等. 输变电工程水土保持在线监测系统应用试验研究[J]. 电网与清洁能源, 2022, 38(7): 25-31+37.
|
|
[5]
|
张嫱, 郭红丽, 吴芳, 等. 江苏省水土保持监测与管理信息系统建设的实践与探讨[J]. 中国水土保持, 2022(3): 62-65.
|
|
[6]
|
罗义凯, 胡延苏, 闫茂德, 等. 基于NB-IoT的水土保持监测系统设计[J]. 计算机测量与控制, 2022, 30(2): 51-57+64.
|
|
[7]
|
雷磊, 罗建勇, 江涛, 等. 基于有人透传云平台的水保在线监测管理系统[J]. 中国水土保持, 2021(9): 59-60+67.
|