{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,27]],"date-time":"2026-09-27T20:27:53Z","timestamp":1790540873566,"version":"4.1.0"},"publisher-location":"Cham","reference-count":19,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030653095","type":"print"},{"value":"9783030653101","type":"electronic"}],"license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"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":[[2020]]},"DOI":"10.1007\/978-3-030-65310-1_12","type":"book-chapter","created":{"date-parts":[[2020,12,8]],"date-time":"2020-12-08T07:56:15Z","timestamp":1607414175000},"page":"149-164","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Scalable Joint Optimization of Placement and Parallelism of Data Stream Processing Applications on Cloud-Edge Infrastructure"],"prefix":"10.1007","author":[{"given":"Felipe Rodrigo","family":"de Souza","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexandre","family":"Da Silva Veith","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marcos","family":"Dias de Assun\u00e7\u00e3o","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eddy","family":"Caron","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2020,12,9]]},"reference":[{"key":"12_CR1","doi-asserted-by":"crossref","unstructured":"Arkian, H., Pierre, G., Tordsson, J., Elmroth, E.: An experiment-driven performance model of stream processing operators in Fog computing environments. In: ACM\/SIGAPP Symposium on Applied Computing (SAC 2019), Brno, Czech Republic, March 2020","DOI":"10.1145\/3341105.3375758"},{"issue":"5","key":"12_CR2","doi-asserted-by":"publisher","first-page":"1140","DOI":"10.1016\/j.future.2012.12.015","volume":"29","author":"A Benoit","year":"2013","unstructured":"Benoit, A., Dobrila, A., Nicod, J.M., Philippe, L.: Scheduling linear chain streaming applications on heterogeneous systems with failures. Future Gener. Comput. Syst. 29(5), 1140\u20131151 (2013)","journal-title":"Future Gener. Comput. Syst."},{"issue":"10","key":"12_CR3","doi-asserted-by":"publisher","first-page":"201","DOI":"10.3390\/a12100201","volume":"12","author":"C Canali","year":"2019","unstructured":"Canali, C., Lancellotti, R.: GASP: genetic algorithms for service placement in fog computing systems. Algorithms 12(10), 201 (2019)","journal-title":"Algorithms"},{"issue":"9","key":"12_CR4","doi-asserted-by":"publisher","first-page":"e4334","DOI":"10.1002\/cpe.4334","volume":"30","author":"V Cardellini","year":"2018","unstructured":"Cardellini, V., Lo Presti, F., Nardelli, M., Russo Russo, G.: Optimal operator deployment and replication for elastic distributed data stream processing. Concurrency Comput. Pract. Experience 30(9), e4334 (2018)","journal-title":"Concurrency Comput. Pract. Experience"},{"key":"12_CR5","doi-asserted-by":"crossref","unstructured":"Chen, W., Paik, I., Li, Z.: Cost-aware streaming workflow allocation on geo-distributed data centers. IEEE Trans. Comput. 66, 256\u2013271 (2017)","DOI":"10.1109\/TC.2016.2595579"},{"key":"12_CR6","doi-asserted-by":"crossref","unstructured":"Cheng, B., Papageorgiou, A., Bauer, M.: Geelytics: enabling on-demand edge analytics over scoped data sources. In: 2016 IEEE International Congress on Big Data (BigData Congress) (2016)","DOI":"10.1109\/BigDataCongress.2016.21"},{"key":"12_CR7","doi-asserted-by":"crossref","unstructured":"Gedik, B., Schneider, S., Hirzel, M., Wu, K.L.: Elastic scaling for data stream processing. IEEE Trans. Parallel Distrib. Syst. 25(6), 1447\u20131463 (2013)","DOI":"10.1109\/TPDS.2013.295"},{"key":"12_CR8","doi-asserted-by":"crossref","unstructured":"Hiessl, T., Karagiannis, V., Hochreiner, C., Schulte, S., Nardelli, M.: Optimal placement of stream processing operators in the fog. In: 2019 IEEE 3rd International Conference on Fog and Edge Computing (ICFEC), pp. 1\u201310. IEEE (2019)","DOI":"10.1109\/CFEC.2019.8733147"},{"key":"12_CR9","doi-asserted-by":"crossref","unstructured":"Hu, W., et al.: Quantifying the impact of edge computing on mobile applications. In: Proceedings of the 7th ACM SIGOPS Asia-Pacific Workshop on Systems, p. 5. ACM (2016)","DOI":"10.1145\/2967360.2967369"},{"issue":"1","key":"12_CR10","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1109\/TBDATA.2017.2720622","volume":"5","author":"X Liu","year":"2019","unstructured":"Liu, X., Buyya, R.: Performance-oriented deployment of streaming applications on cloud. IEEE Trans. Big Data 5(1), 46\u201359 (2019)","journal-title":"IEEE Trans. Big Data"},{"key":"12_CR11","doi-asserted-by":"crossref","unstructured":"Nguyen, D.T., Pham, C., Nguyen, K.K., Cheriet, M.: Placement and chaining for run-time IoT service deployment in edge-cloud. IEEE Trans. Netw. Serv. Manage. 17, 459\u2013472 (2019)","DOI":"10.1109\/TNSM.2019.2948137"},{"key":"12_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"461","DOI":"10.1007\/978-3-030-33702-5_36","volume-title":"Service-Oriented Computing","author":"Q Peng","year":"2019","unstructured":"Peng, Q., Xia, Y., Wang, Y., Wu, C., Luo, X., Lee, J.: Joint operator scaling and placement for distributed stream processing applications in edge computing. In: Yangui, S., Bouassida Rodriguez, I., Drira, K., Tari, Z. (eds.) ICSOC 2019. LNCS, vol. 11895, pp. 461\u2013476. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-33702-5_36"},{"issue":"5","key":"12_CR13","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1109\/MCOM.2018.1700795","volume":"56","author":"D Puthal","year":"2018","unstructured":"Puthal, D., Obaidat, M.S., Nanda, P., Prasad, M., Mohanty, S.P., Zomaya, A.Y.: Secure and sustainable load balancing of edge data centers in fog computing. IEEE Commun. Mag. 56(5), 60\u201365 (2018)","journal-title":"IEEE Commun. Mag."},{"key":"12_CR14","doi-asserted-by":"crossref","unstructured":"Sajjad, H.P., Danniswara, K., Al-Shishtawy, A., Vlassov, V.: Spanedge: towards unifying stream processing over central and near-the-edge data centers. In: 2016 IEEE\/ACM Symposium on Edge Computing, October 2016","DOI":"10.1109\/SEC.2016.17"},{"key":"12_CR15","unstructured":"Shukla, A., Chaturvedi, S., Simmhan, Y.: Riotbench: a real-time iot benchmark for distributed stream processing platforms. corr abs\/1701.08530 (2017). arxiv. org\/abs\/1701.08530 (2017)"},{"key":"12_CR16","doi-asserted-by":"crossref","unstructured":"de Souza, F.R., da Silva Veith, A., Dias de Assun\u00e7\u00e3o, M., Caron, E.: An optimal model for optimizing the placement and parallelism of data stream processing applications on cloud-edge computing. In: 32nd IEEE International Symposium on Computer Architecture and High Performance Computing. IEEE (2020, in press)","DOI":"10.1109\/SBAC-PAD49847.2020.00019"},{"key":"12_CR17","doi-asserted-by":"crossref","unstructured":"Taneja, M., Davy, A.: Resource aware placement of iot application modules in fog-cloud computing paradigm. In: IFIP\/IEEE Symposium on Integrated Network and Service Management (IM), May 2017","DOI":"10.23919\/INM.2017.7987464"},{"issue":"5","key":"12_CR18","doi-asserted-by":"publisher","first-page":"516","DOI":"10.14778\/3303753.3303758","volume":"12","author":"S Zeuch","year":"2019","unstructured":"Zeuch, S., et al.: Analyzing efficient stream processing on modern hardware. Proc. VLDB Endow. 12(5), 516\u2013530 (2019)","journal-title":"Proc. VLDB Endow."},{"key":"12_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1007\/978-3-030-33702-5_17","volume-title":"Service-Oriented Computing","author":"S Zhang","year":"2019","unstructured":"Zhang, S., Liu, C., Wang, J., Yang, Z., Han, Y., Li, X.: Latency-aware deployment of IoT services in a cloud-edge environment. In: Yangui, S., Bouassida Rodriguez, I., Drira, K., Tari, Z. (eds.) ICSOC 2019. LNCS, vol. 11895, pp. 231\u2013236. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-33702-5_17"}],"container-title":["Lecture Notes in Computer Science","Service-Oriented Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-65310-1_12","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,8]],"date-time":"2025-12-08T01:02:18Z","timestamp":1765155738000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-65310-1_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020]]},"ISBN":["9783030653095","9783030653101"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-65310-1_12","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020]]},"assertion":[{"value":"9 December 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICSOC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Service-Oriented Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Dubai","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"United Arab Emirates","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 December 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17 December 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icsoc2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/icsoc2020.connect.rs\/","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":"Conftool","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"137","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":"16","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":"17% - 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":"5","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":"Yes","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, 3 industry papers are included. Due to the COVID-19 pandemic, the conference took place virtually.","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"}]}}