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基于大数据的建筑暖通系统智能化技术探索
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作者 苏萌 张志勇 《中国高新科技》 2024年第15期158-160,共3页
随着城市化的加速和对室内环境质量要求的提升,传统暖通系统(HVAC)正面临重大挑战。大数据技术的应用在此背景下显得尤为关键,通过分析来自传感器和监控设备的海量数据,极大地优化了暖通系统的性能,提升了能效管理,实现了精确的故障预... 随着城市化的加速和对室内环境质量要求的提升,传统暖通系统(HVAC)正面临重大挑战。大数据技术的应用在此背景下显得尤为关键,通过分析来自传感器和监控设备的海量数据,极大地优化了暖通系统的性能,提升了能效管理,实现了精确的故障预测与预防。智能化控制策略,尤其是利用PID算法的自适应控制,进一步提高了系统的响应性和效率。这不仅代表了技术进步的趋势,更标志着向更环保、高效、智能的建筑环境管理模式的转变。 展开更多
关键词 大数据技术 暖通系统优化 智能化控制策略 PID算法
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Multi-variable Optimization of HVAC System Using a Genetic Algorithm 被引量:1
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作者 Rongling Li Ryozo Ooka 《Journal of Energy and Power Engineering》 2014年第2期306-312,共7页
Geothermal is a fast-growing alternative heat source for HVAC systems, however, the initial cost of using a ground source HVAC system is higher compared to an air source system. Studies about system design and operati... Geothermal is a fast-growing alternative heat source for HVAC systems, however, the initial cost of using a ground source HVAC system is higher compared to an air source system. Studies about system design and operation are necessary to reduce the initial cost and ensure that the ground source heat pump system has high efficiency, resulting in a lower total life-time cost. In this study, a multi-variable evolutionary computation algorithm is proposed for generating optimal parameters for a geothermal source HVAC system. The system was modeled and simulated using MATLAB. The design parameters were calculated by minimizing the energy consumption, Based on an experimental building, a case study was presented. Using this model, the optimal set points were calculated and used as a designed system. Energy consumption of this system was reduced by about 10% compared to the system operated with a fixed supply cold water temperature (7 ℃). 展开更多
关键词 Ground source air-conditioning system genetic algorithm OPTIMIZATION MATLAB.
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Multi-level multi-area hybrid automatic voltage control system and its trial operation in Northeast China Grid 被引量:6
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作者 ZHANG XueMin MEI ShengWei +4 位作者 SU XinYi WANG Gang JIA Wei SHAO GuangHui XU XingWei 《Science China(Technological Sciences)》 SCIE EI CAS 2011年第9期2501-2505,共5页
In order to coordinate automatic voltage control (AVC) systems of a large interconnected system, a multi-level multi-area hybrid automatic voltage control (MLMA-HAVC) system was constructed. This system began its ... In order to coordinate automatic voltage control (AVC) systems of a large interconnected system, a multi-level multi-area hybrid automatic voltage control (MLMA-HAVC) system was constructed. This system began its trial operation in the Northeast China Grid in January 2010, and for the first time in China and abroad it realized automatic close-loop control of multi-area and multi-level interconnected power grid and multi-objective self-approaching optimization in aspects of security, high quality and economic operation. This system has three breakthroughs in theory and engineering application: l) Established the MLMA-HAVC theory to solve multi-objective optimization of large-scale system; 2) proposed reactive power/voltage coordination control method to inhibit or further eliminate regional oscillations; 3) presented advanced state estimation algorithm to guarantee acquisition of high reliability data. This paper summarizes the basic principle of MLMA-HAVC, and reports engineering realization of MI ,MA-HAVC system in tha Northeast China Grid. 展开更多
关键词 hybrid automatic voltage control coordinated control advanced state estimation
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