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通过形成途径识别聚类和 Box-Cox 变换在线预测 PCDD/F 排放。

Online predicting PCDD/F emission by formation pathway identification clustering and Box-Cox Transformation.

机构信息

State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, PR China.

State Key Laboratory of Clean Energy Utilization, Zhejiang University, Hangzhou, 310027, PR China.

出版信息

Chemosphere. 2021 Jul;274:129780. doi: 10.1016/j.chemosphere.2021.129780. Epub 2021 Jan 25.

DOI:10.1016/j.chemosphere.2021.129780
PMID:33581395
Abstract

The composition of the fuel and operational conditions change dramatically under the long-term operation of municipal solid waste incineration (MSWI). Therefore, it is difficult to provide effective rapid feedback to control PCDD/F emissions, presenting as International Toxic Equivalent Quantity (I-TEQ). To address this problem, a PCDD/F emission prediction method is developed, based on formation pathway identification clustering (FPIC) and Box-Cox transformation (BCT). Meanwhile, 1,2,4-trichlorobenzene is measured by the thermal desorption gas chromatography coupled to tunable-laser ionization time-of-flight mass spectrometry (TD-GC-TLI-TOFMS). In the method, FPIC includes de novo synthesis, chlorobenzene(CBz)-route synthesis, chlorophenol (CP)-route synthesis, and the chlorination of dibenzofuran (DD) or dibenzodioxin (DF). The PCDD/F emission data was divided into Cluster 1 (I-TEQ>0.1 ng/Nm) and Cluster 2 (I-TEQ<0.1 ng/Nm) by FPIC due to PCDD/F in Cluster 1 main from CP-route and PCDD/F in Cluster 2 main from de novo synthesis and CBz-route synthesis. Also, the BCT was used to transform the I-TEQ and 1,2,4-trichlorobenzene data and to construct effective models. The accurate and precise PCDD/F emissions are predicted with the vast majority of error percentage within [ -40%, 40% ], and errors within [ -0.126, 0.016 ] I-TEQ (ng/Nm). The absolute value of the relative difference between predicted I-TEQ and measured I-TEQ (|RD|) of the linear model constructed by the method has a significant reduction to 20.28%. FPIC and BCT can be used as an effective method to online predict PCDD/F emission in long-term operation thereby allowing the rapid operational feedback to control PCDD/F emission from the incinerator.

摘要

在城市固体废物焚烧(MSWI)的长期运行下,燃料组成和运行条件会发生剧烈变化。因此,很难提供有效的快速反馈来控制多氯二苯并二恶英/呋喃(PCDD/F)排放,表现为国际毒性当量(I-TEQ)。为了解决这个问题,开发了一种基于形成途径识别聚类(FPIC)和 Box-Cox 变换(BCT)的 PCDD/F 排放预测方法。同时,通过热解吸气相色谱-可调谐激光电离飞行时间质谱(TD-GC-TLI-TOFMS)测量 1,2,4-三氯苯。在该方法中,FPIC 包括从头合成、氯苯(CBz)途径合成、氯苯酚(CP)途径合成以及二苯并呋喃(DD)或二苯并二恶英(DF)的氯化。由于聚类 1 中的 PCDD/F 主要来自 CP 途径,聚类 2 中的 PCDD/F 主要来自从头合成和 CBz 途径合成,因此通过 FPIC 将 PCDD/F 排放数据分为聚类 1(I-TEQ>0.1ng/Nm)和聚类 2(I-TEQ<0.1ng/Nm)。此外,BCT 用于变换 I-TEQ 和 1,2,4-三氯苯数据并构建有效模型。通过该方法构建的线性模型可以准确而精确地预测绝大部分误差百分比在[-40%,40%]范围内,误差在[-0.126,0.016]I-TEQ(ng/Nm)范围内。所构建的方法的线性模型的预测 I-TEQ 和测量 I-TEQ 之间的相对差异的绝对值(|RD|)显著降低至 20.28%。FPIC 和 BCT 可作为在线预测长期运行中 PCDD/F 排放的有效方法,从而可以对焚烧炉的 PCDD/F 排放进行快速的运行反馈控制。

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