Dynamic Scheduling of Maintenance by a Reinforcement Learning Approach - A Semiconductor Simulation Study (Englisch)
- Neue Suche nach: Geurtsen, Michael
- Neue Suche nach: Adan, Ivo
- Neue Suche nach: Atan, Zumbul
- Neue Suche nach: Geurtsen, Michael
- Neue Suche nach: Adan, Ivo
- Neue Suche nach: Atan, Zumbul
In:
2022 Winter Simulation Conference (WSC)
;
3110-3121
;
2022
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ISBN:
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ISSN:
- Aufsatz (Konferenz) / Elektronische Ressource
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Titel:Dynamic Scheduling of Maintenance by a Reinforcement Learning Approach - A Semiconductor Simulation Study
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Beteiligte:
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Erschienen in:2022 Winter Simulation Conference (WSC) ; 3110-3121
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Verlag:
- Neue Suche nach: IEEE
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Erscheinungsdatum:11.12.2022
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Format / Umfang:578770 byte
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ISBN:
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ISSN:
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DOI:
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Medientyp:Aufsatz (Konferenz)
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Format:Elektronische Ressource
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Sprache:Englisch
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Datenquelle:
Inhaltsverzeichnis Konferenzband
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The Use of Simulation with Machine Learning and Optimization for a Digital Twin-A Case on Formula 1 DSSGreasley, Andrew / Panchal, Gajanan / Samvedi, Avinash et al. | 2022
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Sequential Importance Sampling for Hybrid Model Bayesian Inference to Support Bioprocess Mechanism Learning and Robust ControlXie, Wei / Wang, Keqi / Zheng, Hua / Feng, Ben et al. | 2022
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Distributionally Robust Optimization for Input Model Uncertainty in Simulation-Based Decision MakingGhosh, Soumyadip / Squillante, Mark S. et al. | 2022
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Better Safe Than Sorry – an Evaluation Framework for Simulation-Based Theory ConstructionDer Landwehr, Marvin Auf / Trott, Maik / Wartenberg, Maylin / Von Viebahn, Christoph et al. | 2022
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Cheap Bootstrap for Input Uncertainty QuantificationLam, Henry et al. | 2022
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Combining Numerical Linear Algebra with Simulation to Compute Stationary DistributionsZheng, Zeyu / Infanger, Alex / Glynn, Peter W. et al. | 2022
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Constructing an Audio Dataset of Construction Equipment from Online Sources for Audio-Based RecognitionJeong, Gilsu / Ahn, Changbum R. / Park, Moonseo et al. | 2022
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Real-Time Activity Duration Extraction of Crane Works for Data-Driven Discrete Event SimulationJungmann, Manuel / Ungureanu, Lucian / Hartmann, Timo / Posada, Hector / Chacon, Rolando et al. | 2022
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Discrete Event Simulation for Port Berth Maintenance PlanningEbrahim, Ruqayah Alsayed / Singh, Shivanan / Li, Yitong / Ji, Wenying et al. | 2022
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A Tale of Three Simulations for Project ManagersJain, Sanjay et al. | 2022
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System Dynamics Modeling of the Construction Supply Chain in Industrial Modularized Construction ProjectsWu, Lingzi / AbouRizk, Simaan / Li, Kunkun et al. | 2022
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Construction Image Synthetization to Overcome a Small, Biased Real Training Dataset for DNN-Powered Visual Scene UnderstandingKim, Jinwoo / Kim, Daeho / Lee, SangHyun et al. | 2022
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Road User Localization for Autonomous Vehicle Infrastructure by Leveraging Surveillance VideosLu, Linjun / Dai, Fei et al. | 2022
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Urban Subsurface Mapping via Deep Learning Based GPR Data InversionWang, Mengjun / Hu, Da / Li, Shuai / Cai, Jiannan et al. | 2022
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Accelerating Training of Reinforcement Learning-Based Construction Robots in Simulation Using Demonstrations Collected in Virtual RealityHuang, Lei / Zou, Zhengbo et al. | 2022
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Field-Based Assessment of Joint Motions in Construction Tasks with and Without Exoskeletons in Support of Worker-Exoskeleton Partnership Modeling and SimulationBennett, Sean Tyler / Adamczyk, Peter Gabriel / Dai, Fei / Wehner, Michael / Veeramani, Dharmaraj / Zhu, Zhenhua et al. | 2022
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Automated Integration of Infrastructure Component Status for Real-Time Restoration Progress Control: Case Study of Highway System in Hurricane HarveyLi, Yitong / Ji, Wenying / Zhang, Fengxiu et al. | 2022
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Spatial Agent-Based Simulation of Connected and Autonomous Vehicles to Assess Impacts on Traffic ConditionsMohebbi, Shima / Murali, Pavithra Sripathanallur et al. | 2022
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Quantifying Error Propagation in Multi-Stage Perception System of Autonomous Vehicles via Physics-Based SimulationPan, Fenglian / Zhang, Yinwei / Head, Larry / Liu, Jian / Elli, Maria / Alvarez, Ignacio et al. | 2022
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Proxel-Based Simulation of Fault Trees in RNiloofar, Parisa / Haghbin, Hossein / Lazarova-Molnar, Sanja et al. | 2022
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Data-Driven Reliability Modeling of Smart Manufacturing Systems Using Process MiningFriederich, Jonas / Lazarova-Molnar, Sanja et al. | 2022
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COVID-19 Suppression Using a Testing/Quarantine Strategy: A Multi-Paradigm Simulation Approach Based on a SEIRTQ Compartmental ModelRopert, Samuel / Perez-Acle, Tomas / Bernardin, Alejandro et al. | 2022
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Characteristics of Simulation: A Meta-Review of Modern Simulation Applicationsvan der Valk, Hendrik / Winkelmann, Stephanie / Ramge, Felix / Hunker, Joachim / Langenbach, Katharina / Rabe, Markus et al. | 2022
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Design and Deployment of a Simulation Platform: Case Study of an Agent-Based Model for Youth Suicide PreventionHuddleston, Joshua / Galgoczy, Michael C. / Ghumrawi, Kareem A. / Giabbanelli, Philippe J. / Rice, Ketra L. / Nataraj, Nisha / Brown, Margaret M. / Harper, Christopher R. / Florence, Curtis S. et al. | 2022
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py2PowerDEVS: Construction and Manipulation of Large Complex Structures for PowerDevs Models via Python ScriptingPecker-Marcosig, Ezequiel / Bonaventura, Matias / Lanzarotti, Esteban / Santi, Lucio / Castro, Rodrigo et al. | 2022
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Automatically Explaining a Model: Using Deep Neural Networks to Generate Text From Causal MapsShrestha, Anish / Mielke, Kyle / Nguyen, Tuong Anh / Giabbanelli, Philippe J. et al. | 2022
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Towards AI Robustness Multi-Agent Adversarial Planning in Game PlayLu, Yan / Shetty, Sachin et al. | 2022
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Forecasting with Visibility Using Privacy Preserving Federated LearningZhang, Bo / Tan, Wen Jun / Cai, Wentong / Zhang, Allan N. et al. | 2022
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Quantile-Based Policy Optimization for Reinforcement LearningJiang, Jinyang / Peng, Yijie / Hu, Jiaqiao et al. | 2022
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Reinforcement Learning with Discrete Event Simulation: The Premise, Reality, and PromiseBelsare, Sahil / Badilla, Emily Diaz / Dehghanimohammadabadi, Mohammad et al. | 2022
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Analysis of Measure-Valued Derivatives in a Reinforcement Learning Actor-Critic Frameworkvan den Houten, Kim / van Krieken, Emile / Heidergott, Bernd et al. | 2022
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Enhanced Simulation Metamodeling via Graph and Generative Neural NetworksCen, Wang / Haas, Peter J. et al. | 2022
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An Efficient Dynamic Sampling Policy for Monte Carlo Tree SearchZhang, Gongbo / Peng, Yijie / Xu, Yilong et al. | 2022
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Using Generative Adversarial Networks to Validate Discrete Event Simulation ModelsMontevechi, Jose Arnaldo Barra / Gabriel, Gustavo Teodoro / Campos, Afonso Teberga / dos Santos, Carlos Henrique / Leal, Fabiano / Machado, Michael E. F. H. S. et al. | 2022
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Interpretable User Behavioral Analysis and Personalized Recommendation with Side InformationFeng, Chen / Mao, Ruijiu et al. | 2022
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A Simulation-Aided Deep Reinforcement Learning Approach for Optimization of Automated Sorting Center ProcessesMohapatra, Deepak / Pal, Aritra / Ojha, Ankush / Ghosh, Supratim / Agarwal, Marichi / Sarkar, Chayan et al. | 2022
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Predictive Maintenance Powered by Machine Learning and SimulationBurger, Mernout / Boer, Csaba A. / Straub, Edwin / Saanen, Yvo A. et al. | 2022
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Applied Reinforcement Learning for Decision Making in Industrial Simulation EnvironmentsDevanga, Ashwin / Badilla, Emily Diaz / Dehghanimohammadabadi, Mohammad et al. | 2022
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Can Machines Solve General Queueing Problems?Baron, Opher / Krass, Dmitry / Sherzer, Eliran / Senderovich, Arik et al. | 2022
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Simulation Based Approach for Reconfiguration and Ramp Up Scenario Analysis in Factory PlanningSchmid, Florian / Schneidewind, Jan / Wild, Tobias / Galka, Stefan / Schuhegger, Lukas / Vogl, Tobias et al. | 2022
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Enterprise Digital Twins for Risk Free Business ExperimentationsBarat, Souvik / Kulkarni, Vinay / Bhattacharya, Kaustav et al. | 2022
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Digital Twins for Dynamic Management of Blockchain SystemsDiamantopoulos, Georgios / Tziritas, Nikos / Bahsoon, Rami / Theodoropoulos, Georgios et al. | 2022
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Real- Time Spatio-Temporal Databases: Bridging the Gap Between Experimentable Digital Twins and DatabasesAlfrink, Moritz / Rosmann, Jurgen et al. | 2022
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Validation of Digital Twins: Challenges and OpportunitiesHua, Edward Y. / Lazarova-Molnar, Sanja / Francis, Deena P. et al. | 2022
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Online Validation of Simulation-Based Digital Twins Exploiting Time Series AnalysisLugaresi, Giovanni / Gangemi, Sofia / Gazzoni, Giulia / Matta, Andrea et al. | 2022
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Optimizing Digital Twin Synchronization in a Finite HorizonTan, Baris / Matta, Andrea et al. | 2022
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Warehouse Digital Twin: Simulation Modeling and Analysis TechniquesKuhl, Michael E. / Bhisti, Rukshar / Bhattathiri, Sriparvathi Shaji / Li, Maojia P. et al. | 2022
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Data-Driven Simulation for Production Balancing and Optimization: A Case Study in the Fashion Luxury IndustryNunziatini, Andrea / Fani, Virginia / Bindi, Bianca / Bandinelli, Romeo / Tucci, Mario et al. | 2022
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Towards a Digital Twin of a Robot Workcell to Support Prognostics and Health ManagementKibira, Deogratias / Weiss, Brian A. et al. | 2022
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Participatory Simulation to Support Transactional Curriculum InquiryBrennan, Robert W. / Goldsmith, Peter / Nelson, Nancy et al. | 2022
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Central Limit Theorems for Constructing Confidence Regions in Strictly Convex Multi-Objective Simulation OptimizationHunter, Susan R. / Pasupathy, Raghu et al. | 2022
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Fixed Budget Ranking and Selection with Streaming Input DataWang, Yuhao / Zhou, Enlu et al. | 2022
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Policy Evaluation with Stochastic Gradient Estimation TechniquesZhou, Yi / Fu, Michael C. / Ryzhov, Ilya O. et al. | 2022
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Importance Sampling for Rare-Event Gradient EstimationBai, Yuanlu / He, Shengyi / Lam, Henry / Jiang, Guangxin / Fu, Michael C. et al. | 2022
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Dynamic Scheduling of Maintenance by a Reinforcement Learning Approach - A Semiconductor Simulation StudyGeurtsen, Michael / Adan, Ivo / Atan, Zumbul et al. | 2022
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Optimal Computing Budget Allocation for Multi-Objective Ranking and Selection Under Bernoulli DistributionZhao, Tianlang / Jin, Xiao / Lee, Loo Hay et al. | 2022
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Automatic Differentiation for Gradient Estimators in SimulationFord, Matthew T. / Henderson, Shane G. / Eckman, David J. et al. | 2022
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Object-Oriented Implementation and Parallelization of the Rapid Gaussian Markov Improvement AlgorithmSemelhago, Mark / Nelson, Barry L. / Song, Eunhye / Wachter, Andreas et al. | 2022
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Multi-Fidelity Discrete Optimization via SimulationLi, Dongyang / Liu, Haitao / Jin, Xiao / Li, Haobin / Chew, Ek Peng / Tan, Kok Choon / Lin, Yun Hui et al. | 2022
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An Empirical Review of Model-Based Adaptive Sampling for Global Optimization of Expensive Black-Box FunctionsNezami, Nazanin / Anahideh, Hadis et al. | 2022
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Bandit-Based Multi-Start Strategies for Global Continuous OptimizationGuo, Phillip / Fu, Michael C. et al. | 2022
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Landscape Modification Meets Surrogate Optimization: Towards Developing an Improved Stochastic Response Surface MethodChoi, Michael C.H. / Karumanchi, Venkatkrishna et al. | 2022
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Simulation-Based Sets of Similar-Performing Actions in Finite Markov Decision Process ModelsMarrero, Wesley J. et al. | 2022
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A Proximal Algorithm for Sampling from Non-Smooth PotentialsLiang, Jiaming / Chen, Yongxin et al. | 2022
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A Dynamic Credibility Model with Self-Excitation and Exponential DecayJeong, Himchan / Zou, Bin et al. | 2022
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A Computational Study of Probabilistic Branch and Bound with Multilevel Importance SamplingHuang, Hao / Maneekul, Pariyakorn / Morey, Danielle F. / Zabinsky, Zelda B. / Pedrielli, Giulia et al. | 2022
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Machine Learning Powered Capacity Planning for Semiconductor FabKo, Keyhoon / Chang, Seokcheol / Lee, Won-Jun / Kim, Byung-Hee et al. | 2022
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Deep Reinforcement Learning for Queue-Time Management in Semiconductor ManufacturingYedidsion, Harel / Dawadi, Prafulla / Norman, David / Zarifoglu, Emrah et al. | 2022
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Imitation Learning for Real-Time Job Shop Scheduling Using Graph-Based RepresentationLee, Je-Hun / Kim, Hyun-Jung et al. | 2022
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Fab-Wide Scheduling of Semiconductor Plants: A Large-Scale Industrial Deployment Case StudyKonstantelos, Ioannis / Wiebe, Johannes / Moss, Robert / Steele, Sebastian / Xenos, Dennis / O'Donnell, Tina / Feely, Sharon et al. | 2022
- 3309
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Monte Carlo Tree Search-Based Algorithm for Dynamic Job Shop Scheduling with Automated Guided VehiclesKim, Duyeon / Kim, Hyun-Jung et al. | 2022
- 3318
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A New AMHS Testbed for Semiconductor ManufacturingLee, Kwanwoo / Song, Siyong / Chang, Daesoon / Park, Sangchul et al. | 2022
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Criticality Measures for Time Constraint Tunnels in Semiconductor ManufacturingAnthouard, Benjamin / Borodin, Valeria / Dauzere-Peres, Stephane / Christ, Quentin / Roussel, Renaud et al. | 2022
- 3338
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Putting a Price Tag on Hot Lots and Expediting in Semiconductor ManufacturingNeuner, Philipp / Haeussler, Stefan / Fodor, Julian / Blossey, Gregor et al. | 2022
- 3349
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Scheduling Jobs with Uncertain Ready Times on a Single Batch Processing MachineRocholl, Jens / Yang, Fajun / Monch, Lars et al. | 2022
- 3360
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Learning Dispatching Rules for Energy-Aware Scheduling of Jobs on a Single Batch Processing MachineSchorn, Daniel Sascha / Monch, Lars et al. | 2022
- 3372
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Application of a Simulation Model to Forecast Cycle Time Based on Static Model InputAb Rahim, Syahril Ridzuan / Haw, Gwendolene / Lee, Wei Jin / Diehl, Oliver et al. | 2022
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Graph Representation and Embedding for Semiconductor Manufacturing Fab StatesSchulz, Benedikt / Jacobi, Christoph / Gisbrecht, Andrej / Evangelos, Angelidis / Chan, Chew Wye / Gan, Boon Ping et al. | 2022
- 3394
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Building a Digital Twin of the Photolithography Area of A Real-World Wafer FAB To Validate Improved Production ControlDeenen, Patrick C. / Adriaensen, Rick A.M. / Fowler, John W. et al. | 2022
- 3406
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Demonstration of the Feasibility of Real Time Application of Machine Learning to Production SchedulingGhasemi, Amir / Kabak, Kamil Erkan / Heavey, Cathal et al. | 2022
- 3418
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Study of Relationships Between Scheduling Objectives in Semiconductor ManufacturingBerthier, Jeremy / Dauzerc-Peres, Stephane / Yugma, Claude / Poinas, Remi / Lima, Alexandre et al. | 2022
- 3430
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Impact of Production Planning Approaches on Wafer Fab Performance During Product Mix ChangesVolker, Tobias / Monch, Lars / Uzsoy, Reha et al. | 2022
- 3442
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Towards Decentralized Decisions for Managing Product Transitions in Semiconductor ManufacturingLeca, Carlos / Fitts, Edward P. / Kempf, Karl / Uzsoy, Reha et al. | 2022
- 3453
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Energy-Efficient Semiconductor Manufacturing: Establishing an Ecological Operating CurveHopf, Anna / Ismail, Abdelgafar / Ehm, Hans / Schneider, Daniel / Reinhart, Gunther et al. | 2022
- 3465
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A Planning Model for Incorporating Renewable Energy Sources into Semiconductor Supply ChainsWerner, Michael / Monch, Lars / Wu, Jei-Zheng et al. | 2022
- 3477
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Simulating Energy and Security Interactions in Semiconductor Manufacturing: Insights from the Intel Minifab ModelWeaver, Gabriel A. / Shusko, Jacob / Hasenbein, John J. / Kutanoglu, Erhan / Martinez-Medina, Gonzalo / Castillo-Villar, Krystel K. / Costa, Paulo C.G. et al. | 2022
- 3489
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Autonomous Scheduling in Semiconductor Back-End ManufacturingAdan, Jelle / Akcay, Alp / Fowler, John / Albers, Marc / Geurtsen, Michael et al. | 2022
- 3513
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Simulated-Based Analysis of Recovery Actions Under Vendor-Managed Inventory Amid Black Swan Disruptions in the Semiconductor Industry: A Case Study from Infineon Technologies AGDiaz, Manuel Fernando Lopera / Ehm, Hans / Ismail, Abdelgafar et al. | 2022
- 3525
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Increasing Supply Chain Robustness During Allocation in a Just-in-Time Supply Set-UpDorrsam, Volker / Erdmann, Jan-Philip / Moder, Patrick et al. | 2022