{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T11:07:07Z","timestamp":1777633627348,"version":"3.51.4"},"publisher-location":"Cham","reference-count":10,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031355004","type":"print"},{"value":"9783031355011","type":"electronic"}],"license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023]]},"DOI":"10.1007\/978-3-031-35501-1_50","type":"book-chapter","created":{"date-parts":[[2023,6,2]],"date-time":"2023-06-02T20:34:21Z","timestamp":1685738061000},"page":"503-512","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["On the\u00a0Use of\u00a0Reinforcement Learning for\u00a0Real-Time System Design and\u00a0Refactoring"],"prefix":"10.1007","author":[{"given":"Bakhta","family":"Haouari","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rania","family":"Mzid","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olfa","family":"Mosbahi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,6,3]]},"reference":[{"key":"50_CR1","unstructured":"Barto, A.G.: Reinforcement learning: an introduction. In: Sutton, R.S. (ed.) SIAM Review, vol. 63, issue 2, p. 423 (2021)"},{"issue":"19","key":"50_CR2","doi-asserted-by":"publisher","first-page":"12569","DOI":"10.1007\/s00500-020-05462-x","volume":"25","author":"L Caviglione","year":"2021","unstructured":"Caviglione, L., Gaggero, M., Paolucci, M., Ronco, R.: Deep reinforcement learning for multi-objective placement of virtual machines in cloud datacenters. Soft. Comput. 25(19), 12569\u201312588 (2021)","journal-title":"Soft. Comput."},{"key":"50_CR3","doi-asserted-by":"crossref","unstructured":"Kashani, M.H., Zarrabi, H., Javadzadeh, G.: A new metaheuristic approach to task assignment problem in distributed systems. In: 2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), pp. 0673\u20130677. IEEE (2017)","DOI":"10.1109\/KBEI.2017.8324882"},{"key":"50_CR4","doi-asserted-by":"crossref","unstructured":"Kumar, M., Husain, D., Upreti, N., Gupta, D., et\u00a0al.: Genetic algorithm: review and application (2010)","DOI":"10.2139\/ssrn.3529843"},{"key":"50_CR5","doi-asserted-by":"crossref","unstructured":"Lakhdhar, W., Mzid, R., Khalgui, M., Treves, N.: MILP-based approach for optimal implementation of reconfigurable real-time systems. In: International Conference on Software Engineering and Applications, vol.\u00a02, pp. 330\u2013335. SCITEPRESS (2016)","DOI":"10.5220\/0006006703300335"},{"issue":"1","key":"50_CR6","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1145\/321738.321743","volume":"20","author":"CL Liu","year":"1973","unstructured":"Liu, C.L., Layland, J.W.: Scheduling algorithms for multiprogramming in a hard-real-time environment. J. ACM (JACM) 20(1), 46\u201361 (1973)","journal-title":"J. ACM (JACM)"},{"key":"50_CR7","doi-asserted-by":"crossref","unstructured":"Liu, N., et al.: A hierarchical framework of cloud resource allocation and power management using deep reinforcement learning. In: 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS), pp. 372\u2013382. IEEE (2017)","DOI":"10.1109\/ICDCS.2017.123"},{"issue":"1","key":"50_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s10515-018-0244-7","volume":"26","author":"A Mehiaoui","year":"2019","unstructured":"Mehiaoui, A., Wozniak, E., Babau, J.P., Tucci-Piergiovanni, S., Mraidha, C.: Optimizing the deployment of tree-shaped functional graphs of real-time system on distributed architectures. Autom. Softw. Eng. 26(1), 1\u201357 (2019)","journal-title":"Autom. Softw. Eng."},{"key":"50_CR9","doi-asserted-by":"crossref","unstructured":"Saxena, P., Menezes, N., Cocchini, P., Kirkpatrick, D.A.: The scaling challenge: can correct-by-construction design help? In: Proceedings of the 2003 International Symposium on Physical Design, pp. 51\u201358 (2003)","DOI":"10.1145\/640000.640014"},{"issue":"4","key":"50_CR10","first-page":"1","volume":"11","author":"Q Zhu","year":"2013","unstructured":"Zhu, Q., Zeng, H., Zheng, W., Natale, M.D., Sangiovanni-Vincentelli, A.: Optimization of task allocation and priority assignment in hard real-time distributed systems. ACM Trans. Embedded Comput. Syst. (TECS) 11(4), 1\u201330 (2013)","journal-title":"ACM Trans. Embedded Comput. Syst. (TECS)"}],"container-title":["Lecture Notes in Networks and Systems","Intelligent Systems Design and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-35501-1_50","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,2]],"date-time":"2023-06-02T20:39:54Z","timestamp":1685738394000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-35501-1_50"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"ISBN":["9783031355004","9783031355011"],"references-count":10,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-35501-1_50","relation":{},"ISSN":["2367-3370","2367-3389"],"issn-type":[{"value":"2367-3370","type":"print"},{"value":"2367-3389","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]},"assertion":[{"value":"3 June 2023","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ISDA","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Systems Design and Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 December 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 December 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"isda2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.mirlabs.net\/isda22\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}