Lenovo Schedules Laptop Manufacturing Using Deep Reinforcement Learning

References

• Bello I, Pham H, Le QV, Norouzi M, Bengio S (2017) Neural combinatorial optimization with reinforcement learning. Bengio Y, LeCun Y, eds. Proc. 5th Internat. Conf. Learning Representations (OpenReview.net).Google Scholar
• Bengio Y, Lodi A, Prouvost A (2021) Machine learning for combinatorial optimization: A methodological tour d’horizon. Eur. J. Oper. Res. 290(2):405–421.Google Scholar
• Clarke G, Wright JW (1964) Scheduling of vehicles from a central depot to a number of delivery points. Oper. Res. 12(4):568–581.Link, Google Scholar
• Gartner (2021) Gartner says worldwide PC shipments grew 10.7% in fourth quarter of 2020 and 4.8% for the year. Accessed February 8, 2021, https://www.gartner.com/en/newsroom/press-releases/2021-01-11-gartner-says-worldwide-pc-shipments-grew-10-point-7-percent-in-the-fourth-quarter-of-2020-and-4-point-8-percent-for-the-year.Google Scholar
• Kool W, Van Hoof H, Welling M (2019) Attention, learn to solve routing problems! Bengio Y, LeCun Y, eds. Proc. 7th Internat. Conf. Learning Representations (OpenReview.net).Google Scholar
• Lenovo Group Limited (2021) Annual report 2020/21. Accessed August 19, 2021, https://doc.irasia.com/listco/hk/lenovo/annual/2021/ar2021.pdf.Google Scholar
• Liao CJ, Tseng C-T, Luarn P (2007) A discrete version of particle swarm optimization for flowshop scheduling problems. Comput. Oper. Res. 34(10):3099–3111.Google Scholar
• Nazari M, Oroojlooy A, Takáč M, Snyder LV (2018) Reinforcement learning for solving the vehicle routing problem. Bengio S, Wallach H, Larochelle H, Grauman K, Cesa-Bianchi N, Garnett R, eds. Proc. 32nd Internat. Conf. Neural Inform. Processing Systems (Curran Associates, Red Hook, NY), 9861–9871.Google Scholar
• Peng B, Lü Z, Cheng TCE (2015) A tabu search/path relinking algorithm to solve the job shop scheduling problem. Comput. Oper. Res. 53(January):154–164.Google Scholar
• Pezzella F, Morganti G, Ciaschetti G (2008) A genetic algorithm for the flexible job-shop scheduling problem. Comput. Oper. Res. 35(10):3202–3212.Google Scholar
• Pinedo ML (2008) Scheduling: Theory, Algorithms, and Systems (Springer, Cham, Switzerland).Google Scholar
• Reuters (2021) China’s Lenovo posts record profit in third-quarter, beating expectations. Accessed February 8, 2021, https://www.reuters.com/article/us-lenovo-results-idUSKBN2A30F1.Google Scholar
• Sutskever I, Vinyals O, Le QV (2014) Sequence to sequence learning with neural networks. Ghahramani Z, Welling M, Cortes C, eds. Proc. 27th Internat. Conf. Neural Inform. Processing Systems (MIT Press, Cambridge, MA), 3104–3112.Google Scholar
• Vaswani A, Shazeer N, Parmar N, Uszkoreit J, Jones L, Gomez AN, Kaiser Ł, et al. (2017) Attention is all you need. von Luxburg U, Guyon I, eds. Proc. 31st Internat. Conf. Neural Inform. Processing Systems. (Curran Associates, Red Hook, NY), 6000–6010.Google Scholar
• Vinyals O, Fortunato M, Jaitly N (2015) Pointer networks. Cortes C, Lee DD, Sugiyama M, Garnett R, eds. Proc. 28th Internat. Conf. Neural Inform. Processing Systems (MIT Press, Cambridge, MA), 2692–2700.Google Scholar
• Wolsey LA (2020) Integer Programming (John Wiley & Sons, Hoboken, NJ).Google Scholar