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Publication Open Access A machine learning approach for implementing data-driven production control policies(Taylor _ Francis, 2021) Department of Business Administration; N/A; Tan, Barış; Khayyati, Siamak; Faculty Member; Department of Business Administration; College of Administrative Sciences and Economics; Graduate School of Sciences and Engineering; 28600; N/AGiven the extensive data being collected in manufacturing systems, there is a need for developing a systematic method to implement data-driven production control policies. For an effective implementation, first, the relevant information sources must be selected. Then, a control policy that uses the real-time signals collected from these sources must be implemented. We analyse the production control policy implementation problem in three levels: choosing the information sources, forming clusters of information signals to be used by the policy and determining the optimal policy parameters. Due to the search-space size, a machine-learning-based framework is proposed. Using machine learning speeds up optimisation and allows utilising the collected data with simulation. Through two experiments, we show the effectiveness of this approach. In the first experiment, the problem of selecting the right machines and buffers for controlling the release of materials in a production/inventory system is considered. In the second experiment, the best dispatching policy based on the selected information sources is identified. We show that selecting the right information sources and controlling a production system based on the real-time signals from the selected sources with the right policy improve the system performance significantly. Furthermore, the proposed machine learning framework facilitates this task effectively.Publication Restricted An adaptive large neighborhood search algorithm for selective and periodic inventory routing problem(Koç University, 2013) Tüncel, Özge; Salman, Fatma Sibel; 0000-0001-6833-2552; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 178838Publication Restricted Dynamic inventory management under fluctuating costs with risk-neutral and risk-averse considerations at Erdemir group company(Koç University, 2014) Tosunlar, Dicle; Kaya, Onur; 0000-0001-7249-1126; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 28405Publication Restricted Dynamic routing and scheduling for home healthcare services with cooperating multiple service providers(Koç University, 2022) Parçaoğlu, Mert; Salman, Fatma Sibel; 0000-0001-6833-2552; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 178838Publication Restricted Energy network optimization of an oil refinery(Koç University, 2017) Mete, Elif; Türkay, Metin; 0000-0003-4769-6714; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 24956Publication Restricted Estimating process simulation errors of an industrial fractionator column by using data-driven modelling techniques(Koç University, 2017) Ödemiş, Sadık; Ali, Özden Gür; 0000-0002-9409-4532; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 57780Publication Restricted General framework to perform sensitivity analysis on markovian queueing and inventory systems(Koç University, 2006) Çil, Eren Başar; Karaesmen, Fikri; Örmeci, Lerzan; 0000-0003-3851-6232; 0000-0003-3575-8674; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 3579; 32863Publication Restricted Inequity-averse optimization in disaster preparedness and response(Koç University, 2019) Mostajabdaveh, Mahdi; Salman, Fatma Sibel; 0000-0001-6833-2552; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 178838Publication Restricted Logistics planning for restoration of network connectivity after a disaster(Koç University, 2013) Kibar, Ayşe Nur; Salman, Fatma Sibel; 0000-0001-6833-2552; Koç University Graduate School of Sciences and Engineering; Industrial Engineering; 178838Publication Restricted Market clearing models in European day ahead electricity models(Koç University, 2019) Şahin, Nermin Elif Kurt; Yıldırım, Emre Alper; Koç University Graduate School of Sciences and Engineering; Industrial Engineering and Operations Management
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