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A real-time simulation tool for fault detection and diagnosis of HVAC systems.

机译:用于HVAC系统故障检测和诊断的实时仿真工具。

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摘要

Faults tend to degrade the performance of HVAC systems by causing occupants' discomfort, increased energy consumption, and shorter life of equipment. Accordingly, it is very important to develop fault detection and diagnosis (FDD) tools for HVAC systems.; In this thesis, in consideration of the fact that many faults could be traced back to oversized/undersized equipment, an interactive design tool is first developed to simulate the steady-state performance of a multi-zone variable-air-volume terminal reheat (VAV-TRH) HVAC system. This program is used for verifying HVAC system parameters to ensure that HVAC components are correctly sized. Then, a software program is developed to simulate the dynamic performance of a two-zone variable-air-volume terminal reheat (VAV-TRH) HVAC system. This program runs in two modes: off-line and on-line. Using this program, two control strategies---an optimal control strategy and a reheat control strategy, are studied. Simulation results show that the optimal control strategy leads to more energy savings than the reheat control strategy and is valid most of the operation time. The program is also useful for on-line fault detection and diagnosis for the HVAC system. In order to achieve this goal, an expert rule set for on-line FDD is established using knowledge-based approach. The expert rule set, in which IF-THEN clauses are applied, consists of simple rules that can successfully identify some fairly obvious problems that are often overlooked. The simulation experiments are performed to examine the performance of expert rules using data from real-time simulations. Simulation results show that expert rules are efficient in on-line detection and diagnosis of HVAC faults.
机译:故障会引起乘员不适,增加能耗以及缩短设备寿命,从而降低HVAC系统的性能。因此,开发用于HVAC系统的故障检测和诊断(FDD)工具非常重要。在本文中,考虑到许多故障可追溯到设备尺寸过大/过小的事实,首先开发了一种交互式设计工具来模拟多区域可变风量终端再热(VAV)的稳态性能。 -TRH)暖通空调系统。该程序用于验证HVAC系统参数,以确保正确选择HVAC组件的尺寸。然后,开发了一个软件程序来模拟两区可变风量终端再热(VAV-TRH)HVAC系统的动态性能。该程序以两种模式运行:离线和在线。使用该程序,研究了两种控制策略-最佳控制策略和再热控制策略。仿真结果表明,与再热控制策略相比,最优控制策略可节省更多能源,并且在大部分运行时间内都是有效的。该程序对于HVAC系统的在线故障检测和诊断也很有用。为了实现此目标,使用基于知识的方法建立了在线FDD的专家规则集。使用IF-THEN子句的专家规则集由简单的规则组成,这些规则可以成功地识别一些经常被忽略的相当明显的问题。使用来自实时仿真的数据执行仿真实验以检查专家规则的性能。仿真结果表明,专家规则可以有效地在线检测和诊断HVAC故障。

著录项

  • 作者

    Ma, Yue.;

  • 作者单位

    Concordia University (Canada).;

  • 授予单位 Concordia University (Canada).;
  • 学科 Engineering Civil.
  • 学位 M.A.Sc.
  • 年度 2006
  • 页码 191 p.
  • 总页数 191
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 建筑科学;
  • 关键词

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