基于全流程仿真机理数据的城市固废焚烧过程尾气排放建模与分析
Modeling and Analysis of Exhaust Emissions in Municipal Solid Waste Incineration Process Based on Whole-process Simulation Mechanism Data
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摘要: 针对城市固废焚烧(municipal solid waste incineration, MSWI)过程中“布风布料”操作变量与尾气排放气体间的精确机理模型难以构建的问题, 提出了基于全流程仿真机理数据的MSWI过程尾气排放建模与分析方法。首先, 在进行面向操作变量与尾气排放的工艺流程描述的基础上, 耦合流体动力焚烧代码(fluid dynamic incinerator code, FLIC)、Fluent和Aspen Plus这3种数值仿真软件对MSWI过程所包含的炉排固相燃烧、炉内气相燃烧、余热交换与烟气处理等阶段进行全流程模拟, 进而获得基准运行工况下的数值仿真模型; 接着, 面向操作变量进行正交实验设计和实验实施, 获得多种运行工况下仿真机理数据; 最后, 构建以操作变量为输入、以主要尾气排放为输出的基于多入多出线性回归决策树(multiple-input multiple-output least regression decision tree, MIMO-LRDT)的尾气排放模型, 并分别采用单因素和双因素法可视化分析两者间的映射关系。采用面向北京某MSWI厂构建的数值仿真和数据驱动模型验证了所提方法的有效性。Abstract: To address the difficulty in constructing an accurate mechanism model between the manipulated variables and the exhaust emissions in the municipal solid waste incineration (MSWI) process, a modeling and analysis method of exhaust emissions using whole-process simulation mechanism data is proposed. First, based on the description of the process flow oriented to manipulated variables and exhaust emissions, three numerical simulation software, FLIC, Fluent and Aspen Plus, were coupled to simulate the whole-process, and a numerical simulation model under benchmark condition was established. Then, the simulation mechanism data under various conditions were obtained by the orthogonal experiment and implement. Finally, an exhaust emission model based on multiple-input multiple-output least regression decision tree was constructed, and the mapping relationship was analyzed by the single/double factor method. The numerical simulation and data-driven model of a Beijing MSWI plant are used to validate the effectiveness of the proposed method.
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