IISE TransactionsPub Date : 2024-04-17DOI: 10.1080/24725854.2024.2344204
Qiang Huang, Zhenyu James Kong, Bianca Maria Colosimo, Lihui Wang, Li Zeng
{"title":"Contributions to AI and Machine Learning for Manufacturing","authors":"Qiang Huang, Zhenyu James Kong, Bianca Maria Colosimo, Lihui Wang, Li Zeng","doi":"10.1080/24725854.2024.2344204","DOIUrl":"https://doi.org/10.1080/24725854.2024.2344204","url":null,"abstract":"Published in IISE Transactions (Just accepted, 2024)","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"29 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140613857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-04-05DOI: 10.1080/24725854.2024.2339345
Wei Yang, Daniel Fregosi, Micheal Bolen, Kamran Paynabar
{"title":"Anomaly Detection in PV Systems using Constrained Low-Rank and Sparse Decomposition","authors":"Wei Yang, Daniel Fregosi, Micheal Bolen, Kamran Paynabar","doi":"10.1080/24725854.2024.2339345","DOIUrl":"https://doi.org/10.1080/24725854.2024.2339345","url":null,"abstract":"PV (photovoltaic) systems, also known as solar panel systems, play an essential role in the mitigation of greenhouse gas emissions and the promotion of renewable energy. Through the conversion of s...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"14 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140571274","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-29DOI: 10.1080/24725854.2024.2337068
Marios Papachristou, M. Amin Rahimian
{"title":"Differentially Private Distributed Estimation and Learning","authors":"Marios Papachristou, M. Amin Rahimian","doi":"10.1080/24725854.2024.2337068","DOIUrl":"https://doi.org/10.1080/24725854.2024.2337068","url":null,"abstract":"We study distributed estimation and learning problems in a networked environment where agents exchange information to estimate unknown statistical properties of random variables from their privatel...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"8 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140603143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-27DOI: 10.1080/24725854.2024.2335513
Yunsoo Ha, Sara Shashaani
{"title":"Iteration Complexity and Finite-Time Efficiency of Adaptive Sampling Trust-Region Methods for Stochastic Derivative-Free Optimization","authors":"Yunsoo Ha, Sara Shashaani","doi":"10.1080/24725854.2024.2335513","DOIUrl":"https://doi.org/10.1080/24725854.2024.2335513","url":null,"abstract":"ASTRO-DF is a prominent trust-region method using adaptive sampling for stochastic derivative-free optimization of nonconvex problems. Its salient feature is an easy-to-understand-and-implement con...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"2010 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140314036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-19DOI: 10.1080/24725854.2024.2332910
Upala Junaida Islam, Kamran Paynabar, George Runger, Ashif Sikandar Iquebal
{"title":"Dynamic Exploration-Exploitation Trade-Off in Active Learning Regression with Bayesian Hierarchical Modeling","authors":"Upala Junaida Islam, Kamran Paynabar, George Runger, Ashif Sikandar Iquebal","doi":"10.1080/24725854.2024.2332910","DOIUrl":"https://doi.org/10.1080/24725854.2024.2332910","url":null,"abstract":"Active learning provides a framework to adaptively query the most informative experiments towards learning an unknown black-box function. Various approaches of active learning have been proposed in...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"2 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-19DOI: 10.1080/24725854.2024.2330077
Yan He, Yicheng Kang, Dongdong Xiang, Peihua Qiu
{"title":"Simultaneous Optimal Control of Directional Missed Discovery Rates in Data Stream Diagnosis","authors":"Yan He, Yicheng Kang, Dongdong Xiang, Peihua Qiu","doi":"10.1080/24725854.2024.2330077","DOIUrl":"https://doi.org/10.1080/24725854.2024.2330077","url":null,"abstract":"High-dimensional data streams are ubiquitous in modern manufacturing because of their ability to provide valuable information about the industrial system’s performance on a real-time basis. If a sh...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"57 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-18DOI: 10.1080/24725854.2024.2330994
Yossi Bukchin, Eran Hanany, Eugene Khmelnitsky
{"title":"Sequencing heterogeneous orders in Bucket Brigade order-picking lines","authors":"Yossi Bukchin, Eran Hanany, Eugene Khmelnitsky","doi":"10.1080/24725854.2024.2330994","DOIUrl":"https://doi.org/10.1080/24725854.2024.2330994","url":null,"abstract":"Bucket Brigade (BB) is a common approach for dynamic work-sharing in order-picking lines. Differently from typical analysis, we assume heterogeneous orders, which creates blockages and reduced effi...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"33 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140147874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-18DOI: 10.1080/24725854.2024.2331583
Sina Ansari, Laurens Debo, Seyed M.R. Iravani
{"title":"Scheduling Policies to Minimize Abandonment Costs in Infomercial Call Centers","authors":"Sina Ansari, Laurens Debo, Seyed M.R. Iravani","doi":"10.1080/24725854.2024.2331583","DOIUrl":"https://doi.org/10.1080/24725854.2024.2331583","url":null,"abstract":"Infomercial call centers answer calls in an order that reduces the number of abandoned calls to minimize lost revenue. We study a multi-class queuing system with a single server and customer abando...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"11 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140147852","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-12DOI: 10.1080/24725854.2024.2330085
Eun-Yeol Ma, Uichin Lee, Heeyoung Kim
{"title":"Simultaneous Treatment Effect Estimation and Variable Selection for Observational Data","authors":"Eun-Yeol Ma, Uichin Lee, Heeyoung Kim","doi":"10.1080/24725854.2024.2330085","DOIUrl":"https://doi.org/10.1080/24725854.2024.2330085","url":null,"abstract":"Owing to the difficulties inherent in conducting controlled experiments, recent causal inference studies have focused on developing treatment effect estimation using observational data. One major d...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"23 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140105264","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IISE TransactionsPub Date : 2024-03-06DOI: 10.1080/24725854.2024.2326068
Nurettin Sergin, Jiayu Huang, Tzyy-Shuh Chang, Hao Yan
{"title":"Image-based Novel Fault Detection with Deep Learning Classifiers using Hierarchical Labels","authors":"Nurettin Sergin, Jiayu Huang, Tzyy-Shuh Chang, Hao Yan","doi":"10.1080/24725854.2024.2326068","DOIUrl":"https://doi.org/10.1080/24725854.2024.2326068","url":null,"abstract":"One important characteristic of modern fault classification systems is the ability to flag the system when faced with previously unseen fault types. This work considers the unknown fault detection ...","PeriodicalId":56039,"journal":{"name":"IISE Transactions","volume":"36 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2024-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140044203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}