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Machine learning assistance for electrochemical curve simulation of corrosion and its application

机译：电化学曲线模拟腐蚀的机器学习辅助及其应用

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Abstract >In this paper, we used machine learning algorithms such as k‐nearest neighbour, decision tree, gradient boosting decision tree, random forest, and support vector machine in a scikit‐learn module of Python to construct polarization curves and electrochemical impedance spectra. After application of this method to a high‐level nuclear waste disposal tank material of pure copper, the polarization curves, and electrochemical impedance spectra of pure copper under different chloride ion concentrations, sulfide concentrations, and temperature environments were used as training sets. The combination of the cross‐validation and experimental validation results revealed that the RF algorithm had the best effect on predicting the polarization curve and EIS. Through the input weight analysis, it was found that the sulfide concentration had the greatest influence on the polarization curve, followed by the chloride ion concentration, and the temperature influence was the smallest. For electrochemical impedance spectroscopy, sulfide and temperature had a large effect, while chloride ions had little effect. The result of the weight analysis was consistent with traditional electrochemical results. </abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> <div class="translation abstracttxt"> <span class="zhankaihshouqi fivelineshidden" id="abstract"> <span>机译：</span><Abstract Type =“Main”XML：Lang =“en”> <标题类型=“main”>抽象</ title> 在本文中，我们使用了机器学习算法，如k-collect邻居，决策树，渐变升压决策树，随机森林和支持矢量机器，在Python的Scikit-Learn模块中构建偏振曲线和电化学阻抗谱。 。在将该方法应用于纯铜的高级核废料处理罐材料之后，使用不同氯化物离子浓度，硫化物浓度和温度环境下的纯铜的偏振曲线和电化学阻抗光谱作为训练集。交叉验证和实验验证结果的组合显示RF算法对预测偏振曲线和EIS具有最佳影响。通过输入重量分析，发现硫化物浓度对偏振曲线的影响最大，然后是氯离子浓度，温度影响最小。对于电化学阻抗光谱，硫化物和温度具有很大的效果，而氯离子的效果几乎没有。重量分析的结果与传统的电化学结果一致。</ p> </摘要> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> </div> <div class="record"> <h2 class="all_title" id="enpatent33" > 著录项</h2> <ul> <li> <span class="lefttit">来源</span> <div style="width: 86%;vertical-align: text-top;display: inline-block;"> <a href='/journal-foreign-24514/'>《Materials and Corrosion 》</a> <b style="margin: 0 2px;">|</b><span>2020年第3期</span><b style="margin: 0 2px;">|</b> <span>共11页</span> </div> </li> <li> <div class="author"> <span class="lefttit">作者</span> <p id="fAuthorthree" class="threelineshidden zhankaihshouqi"> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Gong Xiaoyu&option=202" target="_blank" rel="nofollow">Gong Xiaoyu;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Dong Chaofang&option=202" target="_blank" rel="nofollow">Dong Chaofang;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Xu Jiajin&option=202" target="_blank" rel="nofollow">Xu Jiajin;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Wang Li&option=202" target="_blank" rel="nofollow">Wang Li;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Li Xiaogang&option=202" target="_blank" rel="nofollow">Li Xiaogang;</a> </p> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zkzz" style="display: none;">展开▼</span> </div> </li> <li> <div style="display: flex;"> <span class="lefttit">作者单位</span> <div style="position: relative;margin-left: 3px;max-width: 639px;"> <div class="threelineshidden zhankaihshouqi" id="fOrgthree"> <p>Key Laboratory for Corrosion and Protection (MOE) Beijing Advanced Innovation Center for Materials Genome Engineering Institute for Advanced Materials and TechnologyUniversity of Science and Technology BeijingBeijing China;</p> <p>Key Laboratory for Corrosion and Protection (MOE) Beijing Advanced Innovation Center for Materials Genome Engineering Institute for Advanced Materials and TechnologyUniversity of Science and Technology BeijingBeijing China;</p> <p>Key Laboratory for Corrosion and Protection (MOE) Beijing Advanced Innovation Center for Materials Genome Engineering Institute for Advanced Materials and TechnologyUniversity of Science and Technology BeijingBeijing China;</p> <p>Key Laboratory for Corrosion and Protection (MOE) Beijing Advanced Innovation Center for Materials Genome Engineering Institute for Advanced Materials and TechnologyUniversity of Science and Technology BeijingBeijing China;</p> <p>Key Laboratory for Corrosion and Protection (MOE) Beijing Advanced Innovation Center for Materials Genome Engineering Institute for Advanced Materials and TechnologyUniversity of Science and Technology BeijingBeijing China;</p> </div> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zhdw" style="display: none;">展开▼</span> </div> </div> </li> <li> <span class="lefttit">收录信息</span> <span style="width: 86%;vertical-align: text-top;display: inline-block;"></span> </li> <li> <span class="lefttit">原文格式</span> <span>PDF</span> </li> <li> <span class="lefttit">正文语种</span> <span>eng</span> </li> <li> <span class="lefttit">中图分类</span> <span> <a href="https://www.zhangqiaokeyan.com/clc/7194.html" title="金属腐蚀与保护、金属表面处理">金属腐蚀与保护、金属表面处理 ;</a></span> </li> <li class="antistop"> <span class="lefttit">关键词</span> <p style="width: 86%;vertical-align: text-top;"> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=copper&option=203" rel="nofollow">copper;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=electrochemical impedance spectroscopy&option=203" rel="nofollow">electrochemical impedance spectroscopy;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=machine learning&option=203" rel="nofollow">machine learning;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=polarization curve&option=203" rel="nofollow">polarization curve;</a> </p> <div class="translation"> 机译：铜;电化学阻抗光谱;机器学习;极化曲线; </div> </li> </ul> </div> </div> <div class="literature cardcommon"> <div class="similarity "> <h3 class="all_title" id="enpatent66">相似文献</h3> <div class="similaritytab clearfix"> <ul> <li class="active" >外文文献</li> <li >中文文献</li> 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Putil摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.310使用模糊逻辑控制器P.RAMESH BABU，S.RAMPRASATH，N.Vijayasarath，N.VijayasArathi摘要，最小化扭矩纹波和三相感应电动机直接扭矩控制的多象限操作。 PDF与文本 DOI 10.17148 / IARJSET.2016.3311提醒我：实时视频监控系统实施物联网D.P Gaikwad，Pooja Kumawat，Saurabh Bhalerao，Akhilesh Khalate，Hrishikesh Dongre摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3312 AMAIB录取测试的有效性，可靠性和物品分析林纳·卡卢格博士和Danilo A. Tabalan摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3313高速通信轨道和保持电路的设计与分析SMITA D. Waghmare，U. A. Kshirsagar摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3314使用CMOS Technology Nikita V. Dhomane的低功耗数字操作电压调节器设计，Dhomane，U. A. Kshirsagar摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3315配给分配系统RAJESH B.Shinde，A.G.GAIKWAD教授，Sonali Chincholikar教授摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3316使用MNSO4污泥作为水泥的局部替代品在混凝土戈霍尔ankush，Jogdand Mohini，Malvi Ketan，Salunke Swanand，Gorade Swapnil摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3317 Zhanthasagaram Mandal，Nellore District，Andhra Pradesh，India K. Sasdhar，P. Brahmajiroao和A.苏公爵Kumar摘要PDF与文本 DOI 10.17148 / IARJSET.2016.318土壤结构互动对多层建筑苏里亚TEJA CH，SAI KIRAN T摘要的楼层横向位移PDF与文本 DOI 10.17148 / IARJSET.2016.3311概述NARCHEPSY TOUTEEF RAHMAN，OMER FAROOK，MD BELAL BIN HEYAT，MOHD Maroof Siddiqui摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.330在教育建筑中热舒适性的空气运动的意义，案例研究麦德鲁普里亚，Nagaraju Kaja摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3321一种负载均衡方法，以最大限度地减少云计算Sachin Soni，前列yadav摘要的资源浪费 PDF与文本 DOI 10.17148 / IARJSET.2016.3322 Chickpea S.N流化床干燥的建模与仿真萨哈，G.P.德湾，R.S. Thakur摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3323光催化纺织染料废水采用固定催化剂系统Rajendiran S，Shriram B，Kanmani S摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3324网眼较少分析正弦偏斜板在正弦线载荷kumari shipra suman，jeeoot singh摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.325 2 * 2双频宽带圆形贴片天线阵列P. Sai Vinay Kumar，P.Jagadamba，M. N.Giri Prasad摘要摘要 PDF与文本 DOI 10.17148 / IARJSET.2016.3326一种解决云安全问题的多云方法：Qumar M.V，Poornima A. S Abstract PDF与文本 DOI 10.17148 / IARJSET.2016.3327锅炉厂具有不同GCV和碳百分比的升高效率。 P. Bhatt，C.P. 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