{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T01:59:12Z","timestamp":1770515952597,"version":"3.49.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"1-2","license":[{"start":{"date-parts":[[2018,5,10]],"date-time":"2018-05-10T00:00:00Z","timestamp":1525910400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2018,5,10]],"date-time":"2018-05-10T00:00:00Z","timestamp":1525910400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["6171101169"],"award-info":[{"award-number":["6171101169"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007162","name":"Guangdong Science and Technology Department","doi-asserted-by":"publisher","award":["2015A030313782"],"award-info":[{"award-number":["2015A030313782"]}],"id":[{"id":"10.13039\/501100007162","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2019,12]]},"DOI":"10.1007\/s10479-018-2884-1","type":"journal-article","created":{"date-parts":[[2018,5,10]],"date-time":"2018-05-10T07:45:33Z","timestamp":1525938333000},"page":"1175-1190","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":26,"title":["Harnessing the power of crowdsourcing and Internet of Things in disaster response"],"prefix":"10.1007","volume":"283","author":[{"given":"Shuihua","family":"Han","sequence":"first","affiliation":[]},{"given":"Hu","family":"Huang","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9322-959X","authenticated-orcid":false,"given":"Zongwei","family":"Luo","sequence":"additional","affiliation":[]},{"given":"Cyril","family":"Foropon","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2018,5,10]]},"reference":[{"issue":"3","key":"2884_CR1","doi-asserted-by":"publisher","first-page":"355","DOI":"10.5465\/amr.2010.0146","volume":"37","author":"A Afuah","year":"2012","unstructured":"Afuah, A., & Tucci, C. L. (2012). Crowdsourcing as a solution to distant search. Academy of Management Review,37(3), 355\u2013375.","journal-title":"Academy of Management Review"},{"issue":"1","key":"2884_CR2","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1007\/s10479-014-1581-y","volume":"223","author":"A Analya-Arenas","year":"2014","unstructured":"Analya-Arenas, A., Renaud, J., & Ruiz, A. (2014). Relief distribution networks: A systematic review. Annals of Operations Research,223(1), 53\u201379.","journal-title":"Annals of Operations Research"},{"issue":"1","key":"2884_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/BF02464422","volume":"53","author":"RM Anderson","year":"1991","unstructured":"Anderson, R. M. (1991). Discussion: The Kermack-McKendrick epidemic threshold theorem. Bulletin of Mathematical Biology,53(1), 1\u201332.","journal-title":"Bulletin of Mathematical Biology"},{"issue":"1","key":"2884_CR4","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1108\/14601061011013258","volume":"13","author":"M Antikainen","year":"2010","unstructured":"Antikainen, M., M\u00e4kip\u00e4\u00e4, M., & Ahonen, M. (2010). Motivating and supporting collaboration in open innovation. European Journal of Innovation Management,13(1), 100\u2013119.","journal-title":"European Journal of Innovation Management"},{"key":"2884_CR5","unstructured":"Ashton, K. (1999). That \u2018internet of things\u2019 thing."},{"key":"2884_CR6","doi-asserted-by":"crossref","unstructured":"Bernardes, D.F., Latapy, M., & Tarissan, F. (2012). Relevance of SIR model for real-world spreading phenomena: experiments on a large-scale P2P system. In Proceedings of the international conference on advances in social networks analysis and mining (ASONAM), (pp. 327\u2013334).","DOI":"10.1109\/ASONAM.2012.62"},{"issue":"2","key":"2884_CR7","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1504\/IJNVO.2011.042413","volume":"9","author":"I Blohm","year":"2011","unstructured":"Blohm, I., Bretschneider, U., Leimeister, J. M., & Krcmar, H. (2011). Does collaboration among participants lead to better ideas in IT-based idea competitions? An empirical investigation. International Journal of Networking and Virtual Organisations,9(2), 106\u2013122.","journal-title":"International Journal of Networking and Virtual Organisations"},{"issue":"1","key":"2884_CR8","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1007\/s10479-015-2097-9","volume":"256","author":"C Burkart","year":"2017","unstructured":"Burkart, C., Notz, P., & Gutjarhr, W. (2017). Modelling beneficiaries\u2019 choice in disaster relief logistics. Annals of Operations Research,256(1), 41\u201361.","journal-title":"Annals of Operations Research"},{"issue":"2","key":"2884_CR9","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1108\/TG-09-2013-0035","volume":"8","author":"Y Charalabidis","year":"2014","unstructured":"Charalabidis, Y., Loukis, E. N., Androutsopoulou, A., Karkaletsis, V., & Triantafillou, A. (2014). Passive crowdsourcing in government using social media. Transforming Government: People, Process and Policy,8(2), 283\u2013308.","journal-title":"Transforming Government: People, Process and Policy"},{"key":"2884_CR10","doi-asserted-by":"crossref","unstructured":"Dubey, R., Luo, Z., Xu, M., & Wamba, S.F. (2015). Developing an integration framework for crowdsourcing and internet of things with applications for disaster response. In Proceedings of the IEEE international conference on data science and data intensive systems, IEEE computer society, (pp. 520\u2013524).","DOI":"10.1109\/DSDIS.2015.50"},{"issue":"2","key":"2884_CR11","doi-asserted-by":"publisher","first-page":"693","DOI":"10.1007\/s10479-015-2104-1","volume":"247","author":"C Duhamel","year":"2016","unstructured":"Duhamel, C., Santos, A., Brasil, D., Chatelet, E., & Birregah, B. (2016). Connecting a population dynamic model with a multi-period location-allocation problem for post-disaster operations. Annals of Operations Research,247(2), 693\u2013713.","journal-title":"Annals of Operations Research"},{"issue":"2","key":"2884_CR12","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1007\/s10791-011-9181-9","volume":"16","author":"C Eickhoff","year":"2013","unstructured":"Eickhoff, C., & de Vries, A. P. (2013). Increasing cheat robustness of crowdsourcing tasks. Information Retrieval,16(2), 121\u2013137.","journal-title":"Information Retrieval"},{"issue":"2","key":"2884_CR13","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1108\/APJML-06-2013-0061","volume":"26","author":"L Gao","year":"2014","unstructured":"Gao, L., & Bai, X. (2014). A unified perspective on the factors influencing consumer acceptance of internet of things technology. Asia Pacific Journal of Marketing and Logistics,26(2), 211\u2013231.","journal-title":"Asia Pacific Journal of Marketing and Logistics"},{"key":"2884_CR14","doi-asserted-by":"publisher","first-page":"10","DOI":"10.1109\/MIS.2011.52","volume":"3","author":"H Gao","year":"2011","unstructured":"Gao, H., Barbier, G., & Goolsby, R. (2011). Harnessing the crowdsourcing power of social media for disaster relief. IEEE Intelligent Systems,3, 10\u201314.","journal-title":"IEEE Intelligent Systems"},{"issue":"10","key":"2884_CR15","doi-asserted-by":"publisher","first-page":"1041","DOI":"10.1007\/s00607-016-0510-0","volume":"98","author":"D Georgakopoulos","year":"2016","unstructured":"Georgakopoulos, D., & Jayaraman, P. P. (2016). Internet of things: from internet scale sensing to smart services. Computing,98(10), 1041\u20131058.","journal-title":"Computing"},{"issue":"6","key":"2884_CR16","first-page":"1","volume":"14","author":"J Howe","year":"2006","unstructured":"Howe, J. (2006). The rise of crowdsourcing. Wired Magazine,14(6), 1\u20134.","journal-title":"Wired Magazine"},{"issue":"4","key":"2884_CR17","first-page":"38p","volume":"47","author":"M Imran","year":"2014","unstructured":"Imran, M., Castillo, C., Diaz, F., & Vieweg, S. (2014). Processing social media messages in mass emergency: A survey. ACM Computing Surveys,47(4), 38p.","journal-title":"ACM Computing Surveys"},{"key":"2884_CR18","unstructured":"Jain, R. (2010). Investigation of governance mechanisms for crowdsourcing initiatives. In Proceedings of the americas conference on information systems (AMCIS), Paper 557."},{"issue":"1","key":"2884_CR19","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/s10479-013-1515-0","volume":"230","author":"S Jin","year":"2015","unstructured":"Jin, S., Jeong, S., Kim, J., & Kim, K. (2015). A logistics model for the transport of disaster victims with various injuries and survival probabilities. Annals of Operations Research,230(1), 17\u201333.","journal-title":"Annals of Operations Research"},{"issue":"4","key":"2884_CR20","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1109\/MTS.2014.2364020","volume":"33","author":"I Kounelis","year":"2014","unstructured":"Kounelis, I., Baldini, G., Neisse, R., Steri, G., Tallacchini, M., & Guimaraes Pereira, A. (2014). Building Trust in the Human? Internet of Things Relationship. Technology and Society Magazine,33(4), 73\u201380.","journal-title":"Technology and Society Magazine"},{"key":"2884_CR21","doi-asserted-by":"crossref","unstructured":"Lambrinos, L. (2015) On combining the Internet of Things with crowdsourcing in managing emergency situations. In IEEE international conference on communications, (pp. 598\u2013603).","DOI":"10.1109\/ICC.2015.7248387"},{"issue":"1","key":"2884_CR22","doi-asserted-by":"publisher","first-page":"487","DOI":"10.1007\/s10479-015-1990-6","volume":"235","author":"L Lei","year":"2015","unstructured":"Lei, L., Pinedo, M., Qi, L., Wang, S., & Yang, J. (2015). Personnel scheduling and supplies provisioning in emergency relief operations. Annals of Operations Research,235(1), 487\u2013515.","journal-title":"Annals of Operations Research"},{"issue":"2","key":"2884_CR23","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1109\/MIS.2013.126","volume":"29","author":"SE Middleton","year":"2014","unstructured":"Middleton, S. E., Middleton, L., & Modafferi, S. (2014). Real-time crisis mapping of natural disasters using social media. Intelligent Systems, IEEE,29(2), 9\u201317.","journal-title":"Intelligent Systems, IEEE"},{"issue":"2","key":"2884_CR24","first-page":"82","volume":"41","author":"T Mkhatshwa","year":"2011","unstructured":"Mkhatshwa, T., & Mummert, A. (2011). Modeling super-spreading events for infectious diseases: Case study SARS. IAENG International Journal of Applied Mathematics,41(2), 82\u201388.","journal-title":"IAENG International Journal of Applied Mathematics"},{"issue":"1","key":"2884_CR25","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.ijresmar.2016.11.003","volume":"34","author":"ICL Ng","year":"2017","unstructured":"Ng, I. C. L., & Wakenshaw, S. Y. L. (2017). The internet of things: Review and research questions. International Journal of Research in Marketing,34(1), 3\u201321.","journal-title":"International Journal of Research in Marketing"},{"issue":"1\u20134","key":"2884_CR26","doi-asserted-by":"publisher","first-page":"217","DOI":"10.1023\/B:ANOR.0000030690.27939.39","volume":"129","author":"L Ozdamar","year":"2004","unstructured":"Ozdamar, L., Ekinci, E., & Ku\u00e7ukyazici, B. (2004). Emergency logistics planning in natural disasters. Annals of Operations Research,129(1\u20134), 217\u2013245.","journal-title":"Annals of Operations Research"},{"issue":"1","key":"2884_CR27","doi-asserted-by":"publisher","first-page":"469","DOI":"10.1007\/s10479-011-1052-7","volume":"196","author":"J Paul","year":"2012","unstructured":"Paul, J., & Hariharan, G. (2012). Location-allocation planning of stockpiles for effective disaster mitigation. Annals of Operations Research,196(1), 469\u2013490.","journal-title":"Annals of Operations Research"},{"key":"2884_CR28","doi-asserted-by":"crossref","unstructured":"Rauniyar, A., Engelstad, P., Feng, B., & Thanh, V. (2016). Crowdsourcing-based disaster management using fog computing in internet of things paradigm. In Proceedings of the IEEE international conference on collaboration and internet computing, (pp. 490\u2013494).","DOI":"10.1109\/CIC.2016.074"},{"key":"2884_CR29","doi-asserted-by":"publisher","first-page":"4780","DOI":"10.1002\/mma.3783","volume":"39","author":"HS Rodrigues","year":"2016","unstructured":"Rodrigues, H. S., & Fonseca, M. J. (2016). Can information be spread as a virus? Viral Marketing as epidemiological model. Mathematical Methods in the Applied Sciences,39, 4780\u20134786.","journal-title":"Mathematical Methods in the Applied Sciences"},{"key":"2884_CR30","doi-asserted-by":"publisher","first-page":"1385","DOI":"10.1063\/1.3241345","volume":"1168","author":"HS Rodrigues","year":"2009","unstructured":"Rodrigues, H. S., Monteiro, M. T. T., & Torres, D. F. M. (2009). Optimization of Dengue epidemics: a test case with different discretization schemes. Proceedings of the International Conference on Numerical Analysis and Applied Mathematics,1168, 1385\u20131388.","journal-title":"Proceedings of the International Conference on Numerical Analysis and Applied Mathematics"},{"issue":"5","key":"2884_CR31","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1147\/JRD.2013.2260692","volume":"57","author":"J Rogstadius","year":"2013","unstructured":"Rogstadius, J., Vukovic, M., Teixeira, C. A., Kostakos, V., Karapanos, E., & Laredo, J. A. (2013). Crisis Tracker: Crowdsourced social media curation for disaster awareness. IBM Journal of Research and Development,57(5), 4.","journal-title":"IBM Journal of Research and Development"},{"issue":"3","key":"2884_CR32","doi-asserted-by":"publisher","first-page":"32","DOI":"10.5437\/08956308X5503055","volume":"55","author":"FM Schweitzer","year":"2012","unstructured":"Schweitzer, F. M., Buchinger, W., Gassmann, O., & Obrist, M. (2012). Crowdsourcing leveraging innovation through online idea competitions. Research Technology Management,55(3), 32\u201338.","journal-title":"Research Technology Management"},{"key":"2884_CR33","unstructured":"Small, M., Shi, P., & Tse, C. K. (2004). Plausible models for propagation of the SARS virus. In IEICE Transactions on fundamentals of electronics, communications and computer sciences, E87-A, (9), 2379\u20132386."},{"issue":"3","key":"2884_CR34","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1109\/CC.2013.6488827","volume":"10","author":"H Wang","year":"2013","unstructured":"Wang, H., Li, Y., Feng, Z., & Feng, L. (2013). ReTweeting analysis and prediction in microblogs: An epidemic inspired approach. China Communications,10(3), 13\u201324.","journal-title":"China Communications"},{"issue":"2","key":"2884_CR35","doi-asserted-by":"publisher","first-page":"471","DOI":"10.1007\/s10479-014-1646-y","volume":"240","author":"X Wang","year":"2016","unstructured":"Wang, X., Wu, Y., Liang, L., & Huang, Z. (2016). Service outsourcing and disaster response methods in a relief supply chain. Annals of Operations Research,240(2), 471\u2013487.","journal-title":"Annals of Operations Research"},{"issue":"1","key":"2884_CR36","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1007\/s10479-014-1716-1","volume":"236","author":"Y Xiang","year":"2016","unstructured":"Xiang, Y., & Zhuang, J. (2016). A medical allocation model for serving emergency victims with deteriorating health conditions. Annals of Operations Research,236(1), 177\u2013196.","journal-title":"Annals of Operations Research"},{"issue":"9","key":"2884_CR37","doi-asserted-by":"publisher","first-page":"11567","DOI":"10.1007\/s11042-015-2731-1","volume":"76","author":"Z Xu","year":"2017","unstructured":"Xu, Z., Liu, Y., Xuan, J., et al. (2017). Crowdsourcing based social media data analysis of urban emergency events. Multimedia Tools and Applications,76(9), 11567\u201311584.","journal-title":"Multimedia Tools and Applications"},{"issue":"1","key":"2884_CR38","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1007\/s10479-014-1783-3","volume":"233","author":"V Yadavalli","year":"2015","unstructured":"Yadavalli, V., Sundar, D., & Udayabaskaran, S. (2015). Two substitutable perishable product disaster inventory systems. Annals of Operations Research,233(1), 517\u2013534.","journal-title":"Annals of Operations Research"},{"issue":"2","key":"2884_CR39","doi-asserted-by":"publisher","first-page":"759","DOI":"10.1007\/s10479-014-1749-5","volume":"247","author":"F Yang","year":"2016","unstructured":"Yang, F., Yuan, Q., Du, S., & Liang, L. (2016). Reserving relief supplies for earthquake: A multi-attribute decision making of China Red Cross. Annals of Operations Research,247(2), 759\u2013785.","journal-title":"Annals of Operations Research"},{"key":"2884_CR40","doi-asserted-by":"crossref","unstructured":"Yuen, M. C., King, I., & Leung, K. S. (2011). A survey of crowdsourcing systems. In Privacy, Security, Risk and Trust (PASSAT) and 2011. In IEEE 3rd international conference on social computing, (pp. 766\u2013773).","DOI":"10.1109\/PASSAT\/SocialCom.2011.203"},{"issue":"2","key":"2884_CR41","doi-asserted-by":"publisher","first-page":"7","DOI":"10.2202\/1948-4682.1069","volume":"2","author":"M Zook","year":"2010","unstructured":"Zook, M., Graham, M., Shelton, T., & Gorman, S. (2010). Volunteered geographic information and crowdsourcing disaster relief: A case study of the Haitian earthquake. World Medical and Health Policy,2(2), 7\u201333.","journal-title":"World Medical and Health Policy"}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-018-2884-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10479-018-2884-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-018-2884-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T05:08:38Z","timestamp":1744175318000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10479-018-2884-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,5,10]]},"references-count":41,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2019,12]]}},"alternative-id":["2884"],"URL":"https:\/\/doi.org\/10.1007\/s10479-018-2884-1","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"value":"0254-5330","type":"print"},{"value":"1572-9338","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,5,10]]},"assertion":[{"value":"10 May 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}