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International Journal of Production Research Volume 57, 2019 - Issue 15-16: Special Issue: Selected Surveys on Cutting-edge Problems in Production Research
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Scheduling in cloud manufacturing: state-of-the-art and research challenges

Yongkui Liu Department of Production Engineering, KTH Royal Institute of Technology , Stockholm, Sweden; Center for Complex Systems, School of Mechano-Electronic Engineering, Xidian University , Xi’an, ChinaORCID Iconhttps://orcid.org/0000-0003-2165-775X
ORCID Icon,
Lihui Wang Department of Production Engineering, KTH Royal Institute of Technology , Stockholm, SwedenCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-8679-8049
ORCID Icon,
Xi Vincent Wang Department of Production Engineering, KTH Royal Institute of Technology , Stockholm, SwedenORCID Iconhttps://orcid.org/0000-0001-9694-0483
ORCID Icon,
Xun Xu Department of Mechanical Engineering, The University of Auckland , Auckland, New ZealandORCID Iconhttps://orcid.org/0000-0001-6294-8153
ORCID Icon &
Lin Zhang School of Automation Science and Electrical Engineering, Beihang University , Beijing, ChinaORCID Iconhttps://orcid.org/0000-0003-1989-6102
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Pages 4854-4879 | Received 07 Oct 2017, Accepted 02 Mar 2018, Published online: 20 Mar 2018

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Shohin Aheleroff, Naser Mostashiri, Xun Xu & Ray Y. Zhong. (2021) Mass Personalisation as a Service in Industry 4.0: A Resilient Response Case Study. Advanced Engineering Informatics 50, pages 101438.
Crossref
Ziwei Dai, Zhiyong Zhang & Mingzhou Chen. (2021) Collaborative task scheduling with new task arrival in cloud manufacturing using improved multi-population biogeography-based optimization. Journal of Intelligent & Fuzzy Systems 41:2, pages 3849-3872.
Crossref
Bufan Liu, Yingfeng Zhang, Jingxiang Lv, Arfan Majeed, Chun-Hsien Chen & Dang Zhang. (2021) A cost-effective manufacturing process recognition approach based on deep transfer learning for CPS enabled shop-floor. Robotics and Computer-Integrated Manufacturing 70, pages 102128.
Crossref
Deepak Pahwa & Binil Starly. (2021) Dynamic matching with deep reinforcement learning for a two-sided Manufacturing-as-a-Service (MaaS) marketplace. Manufacturing Letters 29, pages 11-14.
Crossref
Juan Yao, Jun Zeng, Junhao Wen, Wei Zhou & Min Gao. (2021) Hybrid-TC: A Hybrid Teaching-Learning-Based Optimization Algorithm for Service Composition in Cloud Manufacturing. Hybrid-TC: A Hybrid Teaching-Learning-Based Optimization Algorithm for Service Composition in Cloud Manufacturing.
Hamed Bouzary, F. Frank Chen & Mohammad Shahin. (2021) Using machine learning for service candidate sets retrieval in service composition of cloud-based manufacturing. The International Journal of Advanced Manufacturing Technology 115:3, pages 941-948.
Crossref
Anbesh Jamwal, Rajeev Agrawal, Monica Sharma & Antonio Giallanza. (2021) Industry 4.0 Technologies for Manufacturing Sustainability: A Systematic Review and Future Research Directions. Applied Sciences 11:12, pages 5725.
Crossref
Priyadarsini Karthik & Karthik Sekhar. (2021) Resource scheduling approach in cloud Testing as a Service using deep reinforcement learning algorithms. CAAI Transactions on Intelligence Technology 6:2, pages 147-154.
Crossref
Yueting Yang, Fazhi He, Soonhung Han, Yaqian Liang & Yuan Cheng. (2021) A Novel Attribute-Based Encryption Approach with Integrity Verification for CAD Assembly Models. Engineering 7:6, pages 787-797.
Crossref
Wang Shijie & Zhang Yingfeng. (2020) A credit-based dynamical evaluation method for the smart configuration of manufacturing services under Industrial Internet of Things. Journal of Intelligent Manufacturing 32:4, pages 1091-1115.
Crossref
Duarte Alemão, André Dionisio Rocha & José Barata. (2021) Smart Manufacturing Scheduling Approaches—Systematic Review and Future Directions. Applied Sciences 11:5, pages 2186.
Crossref
A. V. Thomas & Biswajit Mahanty. (2018) Dynamic assessment of control system designs of information shared supply chain network experiencing supplier disruption. Operational Research 21:1, pages 425-451.
Crossref
Arfan Majeed, Yingfeng Zhang, Shan Ren, Jingxiang Lv, Tao Peng, Saad Waqar & Enhuai Yin. (2021) A big data-driven framework for sustainable and smart additive manufacturing. Robotics and Computer-Integrated Manufacturing 67, pages 102026.
Crossref
Huagang Liang, Xiaoqian Wen, Yongkui Liu, Haifeng Zhang, Lin Zhang & Lihui Wang. (2021) Logistics-involved QoS-aware service composition in cloud manufacturing with deep reinforcement learning. Robotics and Computer-Integrated Manufacturing 67, pages 101991.
Crossref
Florina Chiscop, Bogdan Necula, Carmen Cristiana Cazacu & Cristian Eugen Stoica. (2021) Using Digital Twining in Fast-food Production Chain Simulation. MATEC Web of Conferences 343, pages 03005.
Crossref
Carmen Cristiana Cazacu, Florina Chiscop & Dragos Alexandru Cazacu. (2021) Using IoT to Dynamically Test Smart Connected Devices. MATEC Web of Conferences 343, pages 03004.
Crossref
Daniel Alejandro Rossit & Fernando Tohmé. 2021. Advances in Mathematics for Industry 4.0. Advances in Mathematics for Industry 4.0 95 113 .
Alessandro Simeone, Yunfeng Zeng & Alessandra Caggiano. (2020) Intelligent decision-making support system for manufacturing solution recommendation in a cloud framework. The International Journal of Advanced Manufacturing Technology 112:3-4, pages 1035-1050.
Crossref
Arzoo & Anil Kumar. 2021. Information and Communication Technology for Competitive Strategies (ICTCS 2020). Information and Communication Technology for Competitive Strategies (ICTCS 2020) 859 870 .
Jun Zeng, Juan Yao, Yang Yu & Yingbo Wu. 2021. Collaborative Computing: Networking, Applications and Worksharing. Collaborative Computing: Networking, Applications and Worksharing 225 240 .
Kelvin Sparr, Damian Drexel & Ralph Hoch. 2021. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems 445 454 .
Behdin Vahedi-Nouri, Reza Tavakkoli-Moghaddam, Zdenek Hanzalek & Alexandre Dolgui. 2021. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems 535 543 .
Diana C. Tascón & Gonzalo Mejía. 2021. Production Research. Production Research 330 341 .
Dmitry Ivanov, Alexander Tsipoulanidis & Jörn SchönbergerDmitry Ivanov, Alexander Tsipoulanidis & Jörn Schönberger. 2021. Global Supply Chain and Operations Management. Global Supply Chain and Operations Management 435 482 .
Neha Sharma, Madhavi Shamkuwar & Preeti Ramdasi. 2021. Autonomic Computing in Cloud Resource Management in Industry 4.0. Autonomic Computing in Cloud Resource Management in Industry 4.0 347 383 .
Mahak Sharma & Rajat Sehrawat. (2020) Quantifying SWOT analysis for cloud adoption using FAHP-DEMATEL approach: evidence from the manufacturing sector. Journal of Enterprise Information Management 33:5, pages 1111-1152.
Crossref
Hamed Bouzary & F. Frank Chen. (2020) A classification-based approach for integrated service matching and composition in cloud manufacturing. Robotics and Computer-Integrated Manufacturing 66, pages 101989.
Crossref
Moneer Helu, William Sobel, Saigopal Nelaturi, Russell Waddell & Scott Hibbard. (2020) Industry Review of Distributed Production in Discrete Manufacturing. Journal of Manufacturing Science and Engineering 142:11.
Crossref
Feng Li, T. Warren Liao, Wentong Cai & Lin Zhang. (2020) Multitask Scheduling in Consideration of Fuzzy Uncertainty of Multiple Criteria in Service-Oriented Manufacturing. IEEE Transactions on Fuzzy Systems 28:11, pages 2759-2771.
Crossref
Alexandre Dolgui & Dmitry Ivanov. (2020) Exploring supply chain structural dynamics: New disruptive technologies and disruption risks. International Journal of Production Economics 229, pages 107886.
Crossref
Dong Yang, Qidong Liu, Jia Li & Yongji Jia. (2020) Multi-Objective Optimization of Service Selection and Scheduling in Cloud Manufacturing Considering Environmental Sustainability. Sustainability 12:18, pages 7733.
Crossref
Dongxu Wang, Jiawei Ren, Ying Cheng & Fei Tao. (2020) An aggregated-tasks oriented manufacturing services scheduling toward industrial Internet platforms. An aggregated-tasks oriented manufacturing services scheduling toward industrial Internet platforms.
Yongkui Liu, Jingxin Zhang, Lin Zhang & Huagang Liang. (2020) IoT - and blockchain-enabled credible scheduling in cloud manufacturing: a systemic framework. IoT - and blockchain-enabled credible scheduling in cloud manufacturing: a systemic framework.
Intissar Jamai, Lamia Ben Azzouz & Leila Azouz Saidane. (2020) Security issues in Industry 4.0. Security issues in Industry 4.0.
Muhammad Haris Aziz, Summyia Qamar, Mohammad T. Khasawneh & Chanchal Saha. (2020) Cloud manufacturing: a myth or future of global manufacturing?. Journal of Manufacturing Technology Management 31:7, pages 1325-1350.
Crossref
Daniela Carlucci, Paolo Renna, Sergio Materi & Giovanni Schiuma. (2020) Intelligent decision-making model based on minority game for resource allocation in cloud manufacturing. Management Decision 58:11, pages 2305-2325.
Crossref
Alessandro Simeone, Bin Deng & Alessandra Caggiano. (2020) Resource efficiency enhancement in sheet metal cutting industrial networks through cloud manufacturing. The International Journal of Advanced Manufacturing Technology 107:3-4, pages 1345-1365.
Crossref
Zhaoping Wang, Jian Wang & Sen Chen. (2020) Fault Location of Strip Steel Surface Quality Defects on Hot-Rolling Production Line Based on Information Fusion of Historical Cases and Process Data. IEEE Access 8, pages 171240-171251.
Crossref
Peng Wang, Bo Hu Li, Binxiu Wang, Xi Vincent Wang & Lihui Wang. (2020) Linking Emergence to the Complex Product System. IEEE Access 8, pages 34286-34298.
Crossref
Jrjung Lyu, Chia Wen Liang & Ping-Shun Chen. (2020) A Data-Driven Approach for Identifying Possible Manufacturing Processes and Production Parameters That Cause Product Defects: A Thin-Film Filter Company Case Study. IEEE Access 8, pages 49395-49411.
Crossref
Huayu Zhu, Mengrong Li, Yong Tang & Yanfei Sun. (2020) A Deep-Reinforcement-Learning-Based Optimization Approach for Real-Time Scheduling in Cloud Manufacturing. IEEE Access 8, pages 9987-9997.
Crossref
D. Mourtzis, V. Siatras, G. Synodinos, J. Angelopoulos & N. Panopoulos. (2020) A Framework for Adaptive Scheduling in Cellular Manufacturing Systems. Procedia CIRP 93, pages 989-994.
Crossref
Fabio Sgarbossa, Mirco Peron & Giuseppe Fragapane. 2020. Scheduling in Industry 4.0 and Cloud Manufacturing. Scheduling in Industry 4.0 and Cloud Manufacturing 87 101 .
D. Mourtzis. 2020. Scheduling in Industry 4.0 and Cloud Manufacturing. Scheduling in Industry 4.0 and Cloud Manufacturing 61 85 .
Dmitry Ivanov, Boris Sokolov, Frank Werner & Alexandre Dolgui. 2020. Scheduling in Industry 4.0 and Cloud Manufacturing. Scheduling in Industry 4.0 and Cloud Manufacturing 11 37 .
Haifeng Zhang, Yongkui Liu, Huagang Liang, Lihui Wang & Lin Zhang. 2020. Scheduling in Industry 4.0 and Cloud Manufacturing. Scheduling in Industry 4.0 and Cloud Manufacturing 239 254 .
Dmitry Ivanov, Boris Sokolov & Alexandre Dolgui. 2020. Scheduling in Industry 4.0 and Cloud Manufacturing. Scheduling in Industry 4.0 and Cloud Manufacturing 1 9 .
Yong-kui Liu, Xue-song Zhang, Lin Zhang, Fei Tao & Li-hui Wang. (2019) A multi-agent architecture for scheduling in platform-based smart manufacturing systems. Frontiers of Information Technology & Electronic Engineering 20:11, pages 1465-1492.
Crossref
Longfei Zhou, Lin Zhang, Lei Ren & Jian Wang. (2019) Real-Time Scheduling of Cloud Manufacturing Services Based on Dynamic Data-Driven Simulation. IEEE Transactions on Industrial Informatics 15:9, pages 5042-5051.
Crossref
Hamed Bouzary, F. Frank Chen & Mohammad Shahin. (2019) Optimal composition of tasks in cloud manufacturing platform: a novel hybrid GWO-GA approach. Procedia Manufacturing 34, pages 961-968.
Crossref
B. Vahedi-Nouri, R. Tavakkoli-Moghaddam & M. Rohaninejad. (2019) A Multi-Objective Scheduling Model for a Cloud Manufacturing System with Pricing, Equity, and Order Rejection. IFAC-PapersOnLine 52:13, pages 2177-2182.
Crossref
Philipp Wenzelburger & Frank Allgöwer. (2019) A Petri Net Modeling Framework for the Control of Flexible Manufacturing Systems. IFAC-PapersOnLine 52:13, pages 492-498.
Crossref
Yongkui Liu, Lihui Wang & Xi Vincent Wang. (2018) Cloud manufacturing: latest advancements and future trends. Procedia Manufacturing 25, pages 62-73.
Crossref
Yongkui Liu, Lihui Wang, Yuquan Wang, Xi Vincent Wang & Lin Zhang. (2018) Multi-agent-based scheduling in cloud manufacturing with dynamic task arrivals. Procedia CIRP 72, pages 953-960.
Crossref

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