亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Fuzzy comprehensive evaluation strategy for operating state of electrocoagulation purification process based on sliding window

电凝 滑动窗口协议 过程(计算) 控制理论(社会学) 工艺工程 工程类 计算机科学 环境工程 窗口(计算) 人工智能 操作系统 控制(管理)
作者
Hongqiu Zhu,Qiling Wang,Fengxue Zhang,Chunhua Yang,Yonggang Li,Can Zhou
出处
期刊:Chemical Engineering Research & Design [Elsevier BV]
卷期号:165: 217-229 被引量:10
标识
DOI:10.1016/j.psep.2022.06.063
摘要

In the process of electrocoagulation purification, there is a problem of passivation of the reactor electrode plates, and the process operating state is constantly changing, which badly affects the efficiency of electrocoagulation purification and the removal of heavy metal ion. However, in order to ensure that the concentration of heavy metal ion at the electrocoagulation outlet reaches the standard, the operators often replace the plates in advance or turn up the voltage to the maximum, resulting in increased power consumption and plates consumption. In order to solve this problem, this paper proposes a fuzzy comprehensive evaluation strategy for operating state of electrocoagulation purification process based on sliding window. Firstly, based on the combination of the Long and Short-Term Memory (LSTM) network and Autoregressive Integrated Moving Average Model (ARIMA), the predicted value of the removal rate of heavy metal ion in the electrocoagulation purification process is obtained. The predicted value and other important factors influencing the purification effect are used as the operating state evaluation indicators of the electrocoagulation purification process, and the operating state evaluation grade is divided according to the fuzzy rules. Secondly, the boxplot method is used to determine the threshold of each evaluation indicator, and the average value of the data of each indicator in each time window is calculated in real-time based on the sliding window. The current deterioration degree of each evaluation indicator is determined by the average value and the indicator threshold. Then, the basic weight of each evaluation indicator is calculated based on the grey relational analysis method, and the final weight of each indicator is determined according to the variable weight theory combined with the deterioration degree of each indicator. Finally, according to the fuzzy theory, the fuzzy comprehensive evaluation matrix is constructed by establishing the membership function, so as to evaluate the operating state of the electrocoagulation purification process. The effectiveness of the proposed evaluation strategy is verified by the industrial data collected from a wastewater treatment plant.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
l1zz应助科研通管家采纳,获得15
6秒前
英姑应助科研通管家采纳,获得10
6秒前
CipherSage应助科研通管家采纳,获得10
6秒前
v0id应助科研通管家采纳,获得10
6秒前
桐桐应助科研通管家采纳,获得10
6秒前
Kao应助科研通管家采纳,获得10
6秒前
6秒前
6秒前
彤光赫显完成签到 ,获得积分10
8秒前
9秒前
yanyanmi发布了新的文献求助10
13秒前
张张完成签到 ,获得积分10
19秒前
LPVV发布了新的文献求助10
21秒前
yiiy应助Bin_Liu采纳,获得10
25秒前
25秒前
阳光大山完成签到 ,获得积分10
27秒前
晴空万里完成签到 ,获得积分10
28秒前
赘婿应助曾经青曼采纳,获得10
28秒前
火星完成签到 ,获得积分0
32秒前
LPVV完成签到,获得积分10
33秒前
潇洒盼柳发布了新的文献求助10
33秒前
xuuer完成签到,获得积分10
34秒前
迷路雨竹完成签到,获得积分10
36秒前
爆米花应助吐司采纳,获得10
37秒前
曾经青曼完成签到,获得积分10
37秒前
45秒前
46秒前
49秒前
吐司发布了新的文献求助10
53秒前
华仔应助牧洋人采纳,获得10
53秒前
53秒前
hengruizhang发布了新的文献求助10
55秒前
迷路雨竹发布了新的文献求助10
58秒前
冬日空虚完成签到,获得积分10
59秒前
1分钟前
牧洋人发布了新的文献求助10
1分钟前
1分钟前
hjy发布了新的文献求助10
1分钟前
wuyuxuan完成签到 ,获得积分10
1分钟前
陈仲完成签到,获得积分10
1分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Evidence Summary. Injection (subcutaneous):op- timal administration 1000
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 610
Curating Socialism: A Handbook of International Art Exhibitions 1947-1989 530
Lengua e imagen en la comunicación digital 500
A First Course in Options Pricing Theory 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7482994
求助须知:如何正确求助?哪些是违规求助? 9075688
关于积分的说明 19354974
捐赠科研通 7098792
什么是DOI,文献DOI怎么找? 3247936
关于科研通互助平台的介绍 2417102
邀请新用户注册赠送积分活动 2233326