{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T15:47:15Z","timestamp":1780415235308,"version":"3.54.1"},"publisher-location":"Cham","reference-count":39,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030266424","type":"print"},{"value":"9783030266431","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"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":[[2019]]},"DOI":"10.1007\/978-3-030-26643-1_4","type":"book-chapter","created":{"date-parts":[[2019,8,22]],"date-time":"2019-08-22T23:03:05Z","timestamp":1566514985000},"page":"55-71","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Optimized Resource Allocations in Business Process Models"],"prefix":"10.1007","author":[{"given":"Sven","family":"Ihde","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Luise","family":"Pufahl","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Min-Bin","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Asvin","family":"Goel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mathias","family":"Weske","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2019,7,17]]},"reference":[{"key":"4_CR1","doi-asserted-by":"publisher","first-page":"403","DOI":"10.1016\/j.cie.2017.06.026","volume":"111","author":"H Abedinnia","year":"2017","unstructured":"Abedinnia, H., Glock, C.H., Grosse, E.H., Schneider, M.: Machine scheduling problems in production: a tertiary study. Comput. Ind. Eng. 111, 403\u2013416 (2017)","journal-title":"Comput. Ind. Eng."},{"key":"4_CR2","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1016\/j.omega.2016.03.001","volume":"66","author":"S A\u011fral\u0131","year":"2017","unstructured":"A\u011fral\u0131, S., Ta\u015fk\u0131n, Z.C., \u00dcnal, A.T.: Employee scheduling in service industries with flexible employee availability and demand. Omega 66, 159\u2013169 (2017)","journal-title":"Omega"},{"key":"4_CR3","doi-asserted-by":"publisher","first-page":"475","DOI":"10.1007\/978-3-319-74030-0_37","volume-title":"BPM Workshops","author":"M Arias","year":"2018","unstructured":"Arias, M., Munoz-Gama, J., Sep\u00falveda, M.: Towards a taxonomy of human resource allocation criteria. In: Teniente, E., Weidlich, M. (eds.) BPM 2017, vol. 308, pp. 475\u2013483. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-74030-0_37"},{"key":"4_CR4","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"458","DOI":"10.1007\/978-3-319-42887-1_37","volume-title":"Business Process Management Workshops","author":"M Arias","year":"2016","unstructured":"Arias, M., Rojas, E., Munoz-Gama, J., Sep\u00falveda, M.: A framework for recommending resource allocation based on process mining. In: Reichert, M., Reijers, H.A. (eds.) BPM 2015. LNBIP, vol. 256, pp. 458\u2013470. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-42887-1_37"},{"issue":"2","key":"4_CR5","doi-asserted-by":"publisher","first-page":"376","DOI":"10.1108\/MD-05-2017-0476","volume":"56","author":"M Arias","year":"2018","unstructured":"Arias, M., Saavedra, R., Marques, M.R., Munoz-Gama, J., Sep\u00falveda, M.: Human resource allocation in business process management and process mining: a systematic mapping study. Manag. Decis. 56(2), 376\u2013405 (2018)","journal-title":"Manag. Decis."},{"issue":"2","key":"4_CR6","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1016\/j.disopt.2004.03.007","volume":"1","author":"J Bang-Jensen","year":"2004","unstructured":"Bang-Jensen, J., Gutin, G., Yeo, A.: When the greedy algorithm fails. Discrete Optim. 1(2), 121\u2013127 (2004)","journal-title":"Discrete Optim."},{"key":"4_CR7","doi-asserted-by":"publisher","unstructured":"Bellaaj Elloumi, F., Sellami, M., Bhiri, S.: Avoiding resource misallocations in business processes. Concurrency Comput.: Practice Exp. e4888 (0000). https:\/\/doi.org\/10.1002\/cpe.4888","DOI":"10.1002\/cpe.4888"},{"key":"4_CR8","doi-asserted-by":"crossref","unstructured":"Cabanillas, C.: Process-and resource-aware information systems. In: 2016 IEEE 20th International EDOC, pp. 1\u201310. IEEE (2016)","DOI":"10.1109\/EDOC.2016.7579383"},{"key":"4_CR9","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1007\/978-3-642-28108-2_5","volume-title":"Business Process Management Workshops","author":"C Cabanillas","year":"2012","unstructured":"Cabanillas, C., Resinas, M., Ruiz-Cort\u00e9s, A.: RAL: a high-level user-oriented resource assignment language for business processes. In: Daniel, F., Barkaoui, K., Dustdar, S. (eds.) BPM 2011. LNBIP, vol. 99, pp. 50\u201361. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-28108-2_5"},{"issue":"3","key":"4_CR10","doi-asserted-by":"publisher","first-page":"369","DOI":"10.1287\/trsc.1030.0046","volume":"38","author":"AM Campbell","year":"2004","unstructured":"Campbell, A.M., Savelsbergh, M.: Efficient insertion heuristics for vehicle routing and scheduling problems. Transp. Sci. 38(3), 369\u2013378 (2004)","journal-title":"Transp. Sci."},{"issue":"3","key":"4_CR11","doi-asserted-by":"publisher","first-page":"921","DOI":"10.1016\/j.ejor.2009.04.011","volume":"201","author":"B Cardoen","year":"2010","unstructured":"Cardoen, B., Demeulemeester, E., Beli\u00ebn, J.: Operating room planning and scheduling: a literature review. Eur. J. Oper. Res. 201(3), 921\u2013932 (2010)","journal-title":"Eur. J. Oper. Res."},{"key":"4_CR12","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/j.cor.2018.01.017","volume":"93","author":"J Coelho","year":"2018","unstructured":"Coelho, J., Vanhoucke, M.: An exact composite lower bound strategy for the resource-constrained project scheduling problem. Comput. Oper. Res. 93, 135\u2013150 (2018)","journal-title":"Comput. Oper. Res."},{"key":"4_CR13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-56509-4","volume-title":"Fundamentals of Business Process Management","author":"M Dumas","year":"2018","unstructured":"Dumas, M., Rosa, M.L., Mendling, J., Reijers, H.A.: Fundamentals of Business Process Management, 2nd edn. Springer, Heidelberg (2018). https:\/\/doi.org\/10.1007\/978-3-662-56509-4","edition":"2"},{"key":"4_CR14","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-1665-5","volume-title":"Handbook of Metaheuristics","author":"M Gendreau","year":"2010","unstructured":"Gendreau, M., Potvin, J.Y., et al.: Handbook of Metaheuristics, vol. 2. Springer, Heidelberg (2010). https:\/\/doi.org\/10.1007\/978-1-4419-1665-5"},{"issue":"1","key":"4_CR15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0377-2217(02)00915-3","volume":"151","author":"G Ghiani","year":"2003","unstructured":"Ghiani, G., Guerriero, F., Laporte, G., Musmanno, R.: Real-time vehicle routing: solution concepts, algorithms and parallel computing strategies. Eur. J. Oper. Res. 151(1), 1\u201311 (2003)","journal-title":"Eur. J. Oper. Res."},{"key":"4_CR16","doi-asserted-by":"publisher","unstructured":"Goel, A.: Fleet Telematics - Real-Time Management and Planning of Commercial Vehicle Operations. Operations Research\/Computer Science Interfaces, vol. 40. Springer, Heidelberg (2007). https:\/\/doi.org\/10.1007\/978-0-387-75105-4","DOI":"10.1007\/978-0-387-75105-4"},{"issue":"1","key":"4_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ejor.2009.11.005","volume":"207","author":"S Hartmann","year":"2010","unstructured":"Hartmann, S., Briskorn, D.: A survey of variants and extensions of the resource-constrained project scheduling problem. Eur. J. Oper. Res. 207(1), 1\u201314 (2010)","journal-title":"Eur. J. Oper. Res."},{"key":"4_CR18","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-319-45468-9_1","volume-title":"Business Process Management Forum","author":"G Havur","year":"2016","unstructured":"Havur, G., Cabanillas, C., Mendling, J., Polleres, A.: Resource allocation with dependencies in\u00a0business process management systems. In: La Rosa, M., Loos, P., Pastor, O. (eds.) BPM 2016. LNBIP, vol. 260, pp. 3\u201319. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-45468-9_1"},{"key":"4_CR19","doi-asserted-by":"crossref","unstructured":"Herzberg, N., Meyer, A., Weske, M.: An event processing platform for business process management. In: 2013 17th IEEE International Enterprise Distributed Object Computing Conference, pp. 107\u2013116. IEEE (2013)","DOI":"10.1109\/EDOC.2013.20"},{"key":"4_CR20","series-title":"Lecture Notes in Business Information Processing","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1007\/978-3-319-45468-9_3","volume-title":"Business Process Management Forum","author":"M Hewelt","year":"2016","unstructured":"Hewelt, M., Weske, M.: A hybrid approach for flexible case modeling and execution. In: La Rosa, M., Loos, P., Pastor, O. (eds.) BPM 2016. LNBIP, vol. 260, pp. 38\u201354. Springer, Cham (2016). https:\/\/doi.org\/10.1007\/978-3-319-45468-9_3"},{"issue":"1","key":"4_CR21","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1016\/j.datak.2010.09.002","volume":"70","author":"Z Huang","year":"2011","unstructured":"Huang, Z., van der Aalst, W.M., Lu, X., Duan, H.: Reinforcement learning based resource allocation in business process management. Data Knowl. Eng. 70(1), 127\u2013145 (2011)","journal-title":"Data Knowl. Eng."},{"key":"4_CR22","doi-asserted-by":"publisher","first-page":"369","DOI":"10.1016\/j.compchemeng.2011.06.007","volume":"36","author":"TS Kyriakidis","year":"2012","unstructured":"Kyriakidis, T.S., Kopanos, G.M., Georgiadis, M.C.: MILP formulations for single-and multi-mode resource-constrained project scheduling problems. Comput. Chem. Eng. 36, 369\u2013385 (2012)","journal-title":"Comput. Chem. Eng."},{"key":"4_CR23","doi-asserted-by":"crossref","unstructured":"Lenstra, J.K., Kan, A.R.: Computational complexity of discrete optimization problems. Ann. Discrete Math. 4, 121\u2013140 (1979)","DOI":"10.1016\/S0167-5060(08)70821-5"},{"key":"4_CR24","doi-asserted-by":"publisher","first-page":"320","DOI":"10.1016\/j.knosys.2012.05.010","volume":"35","author":"T Liu","year":"2012","unstructured":"Liu, T., Cheng, Y., Ni, Z.: Mining event logs to support workflow resource allocation. Knowl.-Based Syst. 35, 320\u2013331 (2012)","journal-title":"Knowl.-Based Syst."},{"issue":"5","key":"4_CR25","doi-asserted-by":"publisher","first-page":"463","DOI":"10.1016\/j.compind.2007.12.002","volume":"59","author":"Y Liu","year":"2008","unstructured":"Liu, Y., Wang, J., Yang, Y., Sun, J.: A semi-automatic approach for workflow staff assignment. Comput. Ind. 59(5), 463\u2013476 (2008)","journal-title":"Comput. Ind."},{"issue":"3","key":"4_CR26","doi-asserted-by":"publisher","first-page":"392","DOI":"10.1111\/j.1937-5956.2011.01221.x","volume":"20","author":"JH May","year":"2011","unstructured":"May, J.H., Spangler, W.E., Strum, D.P., Vargas, L.G.: The surgical scheduling problem: current research and future opportunities. Prod. Oper. Manag. 20(3), 392\u2013405 (2011)","journal-title":"Prod. Oper. Manag."},{"key":"4_CR27","unstructured":"Oberweis, A.: A meta-model based approach to the description of resources and skills. In: AMCIS 2010 (2010)"},{"key":"4_CR28","unstructured":"OMG: Notation BPMN version 2.0. OMG Specification, Object Management Group, pp. 22\u201331 (2011)"},{"key":"4_CR29","unstructured":"Ouyang, C., Wynn, M.T., Fidge, C., ter Hofstede, A.H., Kuhr, J.C.: Modelling complex resource requirements in business process management systems. In: ACIS 2010 Proceedings (2010)"},{"key":"4_CR30","doi-asserted-by":"publisher","unstructured":"Pellerin, R., Perrier, N., Berthaut, F.: A survey of hybrid metaheuristics for the resource-constrained project scheduling problem. Eur. J. Oper. Res. (2019). https:\/\/doi.org\/10.1016\/j.ejor.2019.01.063","DOI":"10.1016\/j.ejor.2019.01.063"},{"issue":"1","key":"4_CR31","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ejor.2012.08.015","volume":"225","author":"V Pillac","year":"2013","unstructured":"Pillac, V., Gendreau, M., Gu\u00e9ret, C., Medaglia, A.L.: A review of dynamic vehicle routing problems. Eur. J. Oper. Res. 225(1), 1\u201311 (2013)","journal-title":"Eur. J. Oper. Res."},{"key":"4_CR32","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1007\/978-3-642-45005-1_20","volume-title":"Service-Oriented Computing","author":"L Pufahl","year":"2013","unstructured":"Pufahl, L., Weske, M.: Batch activities in process modeling and execution. In: Basu, S., Pautasso, C., Zhang, L., Fu, X. (eds.) ICSOC 2013. LNCS, vol. 8274, pp. 283\u2013297. Springer, Heidelberg (2013). https:\/\/doi.org\/10.1007\/978-3-642-45005-1_20"},{"key":"4_CR33","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1007\/978-3-540-75183-0_10","volume-title":"Business Process Management","author":"HA Reijers","year":"2007","unstructured":"Reijers, H.A., Jansen-Vullers, M.H., zur Muehlen, M., Appl, W.: Workflow management systems + swarm intelligence = dynamic task assignment for emergency management applications. In: Alonso, G., Dadam, P., Rosemann, M. (eds.) BPM 2007. LNCS, vol. 4714, pp. 125\u2013140. Springer, Heidelberg (2007). https:\/\/doi.org\/10.1007\/978-3-540-75183-0_10"},{"key":"4_CR34","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1007\/11431855_16","volume-title":"Advanced Information Systems Engineering","author":"N Russell","year":"2005","unstructured":"Russell, N., van der Aalst, W.M.P., ter Hofstede, A.H.M., Edmond, D.: Workflow resource patterns: identification, representation and tool support. In: Pastor, O., Falc\u00e3o e Cunha, J. (eds.) CAiSE 2005. LNCS, vol. 3520, pp. 216\u2013232. Springer, Heidelberg (2005). https:\/\/doi.org\/10.1007\/11431855_16"},{"issue":"2","key":"4_CR35","doi-asserted-by":"publisher","first-page":"579","DOI":"10.1287\/trsc.2016.0675","volume":"50","author":"M Savelsbergh","year":"2016","unstructured":"Savelsbergh, M., Van Woensel, T.: 50th anniversary invited article-city logistics: challenges and opportunities. Transp. Sci. 50(2), 579\u2013590 (2016). https:\/\/doi.org\/10.1287\/trsc.2016.0675","journal-title":"Transp. Sci."},{"issue":"5","key":"4_CR36","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1016\/j.is.2004.03.003","volume":"30","author":"P Senkul","year":"2005","unstructured":"Senkul, P., Toroslu, I.H.: An architecture for workflow scheduling under resource allocation constraints. Inf. Syst. 30(5), 399\u2013422 (2005)","journal-title":"Inf. Syst."},{"key":"4_CR37","doi-asserted-by":"crossref","unstructured":"Toth, P., Vigo, D.: Vehicle Routing: Problems, Methods, and Applications. MOS-SIAM Series on Optimization, no. 18. SIAM, Philadelphia (2014)","DOI":"10.1137\/1.9781611973594"},{"key":"4_CR38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-28616-2","volume-title":"Business Process Management","author":"Mathias Weske","year":"2012","unstructured":"Weske, M.: Business Process Management - Concepts, Languages, Architectures, 2nd edn. Springer, Heidelberg (2012). https:\/\/doi.org\/10.1007\/978-3-642-28616-2"},{"issue":"2","key":"4_CR39","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1007\/s10115-015-0879-7","volume":"48","author":"W Zhao","year":"2016","unstructured":"Zhao, W., Liu, H., Dai, W., Ma, J.: An entropy-based clustering ensemble method to support resource allocation in business process management. Knowl. Inf. Syst. 48(2), 305\u2013330 (2016)","journal-title":"Knowl. Inf. Syst."}],"container-title":["Lecture Notes in Business Information Processing","Business Process Management Forum"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-26643-1_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T18:19:12Z","timestamp":1724437152000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-26643-1_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030266424","9783030266431"],"references-count":39,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-26643-1_4","relation":{},"ISSN":["1865-1348","1865-1356"],"issn-type":[{"value":"1865-1348","type":"print"},{"value":"1865-1356","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"17 July 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BPM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Business Process Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Vienna","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Austria","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1 September 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"6 September 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"bpm2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/bpm2019.ai.wu.ac.at\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"115","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"23","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"20% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"5","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"In addition, 13 papers were published from the BPM forum","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"This content has been made available to all.","name":"free","label":"Free to read"}]}}