{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T12:57:05Z","timestamp":1782910625303,"version":"3.54.5"},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2023,11,30]],"date-time":"2023-11-30T00:00:00Z","timestamp":1701302400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,11,30]],"date-time":"2023-11-30T00:00:00Z","timestamp":1701302400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100023674","name":"Deanship of Scientific Research at King Khalid University","doi-asserted-by":"crossref","award":["RGP2\/235\/44"],"award-info":[{"award-number":["RGP2\/235\/44"]}],"id":[{"id":"10.13039\/501100023674","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Cluster Comput"],"published-print":{"date-parts":[[2024,7]]},"DOI":"10.1007\/s10586-023-04192-7","type":"journal-article","created":{"date-parts":[[2023,11,30]],"date-time":"2023-11-30T06:01:50Z","timestamp":1701324110000},"page":"4621-4633","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Microservices enabled bidirectional fault-tolerance scheme for healthcare internet of things"],"prefix":"10.1007","volume":"27","author":[{"given":"Mohammed","family":"Maray","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sahibzada Muhammad","family":"Rizwan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ehzaz","family":"Mustafa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Junaid","family":"Shuja","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,11,30]]},"reference":[{"key":"4192_CR1","doi-asserted-by":"publisher","first-page":"100549","DOI":"10.1016\/j.cosrev.2023.100549","volume":"48","author":"A Hazra","year":"2023","unstructured":"Hazra, A., Rana, P., Adhikari, M., Amgoth, T.: Fog computing for next-generation Internet of Things: fundamental, state-of-the-art and research challenges. Comput. Sci. Rev. 48, 100549 (2023)","journal-title":"Comput. Sci. Rev."},{"key":"4192_CR2","doi-asserted-by":"crossref","unstructured":"Jamshed, M., Ali, K., Abbasi, Q., Imran, M., Ur-Rehman, M.: Challenges, applications and future of wireless sensors in Internet of Things: a review. IEEE Sens. J. (2022)","DOI":"10.1109\/JSEN.2022.3148128"},{"key":"4192_CR3","doi-asserted-by":"publisher","first-page":"2087","DOI":"10.3390\/s22062087","volume":"22","author":"M Majid","year":"2022","unstructured":"Majid, M., Habib, S., Javed, A., Rizwan, M., Srivastava, G., Gadekallu, T., Lin, J.: Applications of wireless sensor networks and Internet of Things frameworks in the industry revolution 4.0: a systematic literature review. Sensors 22, 2087 (2022)","journal-title":"Sensors"},{"key":"4192_CR4","doi-asserted-by":"publisher","first-page":"2124","DOI":"10.3390\/s22062124","volume":"22","author":"M Esposito","year":"2022","unstructured":"Esposito, M., Palma, L., Belli, A., Sabbatini, L., Pierleoni, P.: Recent advances in Internet of Things solutions for early warning systems: a review. Sensors 22, 2124 (2022)","journal-title":"Sensors"},{"key":"4192_CR5","doi-asserted-by":"publisher","first-page":"1643","DOI":"10.1007\/s10586-022-03690-4","volume":"26","author":"S Bashir","year":"2023","unstructured":"Bashir, S., Mustafa, S., Ahmad, R., Shuja, J., Maqsood, T., Alourani, A.: Multi-factor nature inspired SLA-aware energy efficient resource management for cloud environments. Clust. Comput. 26, 1643\u20131658 (2023)","journal-title":"Clust. Comput."},{"key":"4192_CR6","doi-asserted-by":"publisher","first-page":"360","DOI":"10.3390\/info13080360","volume":"13","author":"K Phung","year":"2022","unstructured":"Phung, K., Kirbas, C., Dereci, L., Nguyen, T.: Pervasive healthcare Internet of Things: a survey. Information 13, 360 (2022)","journal-title":"Information"},{"key":"4192_CR7","doi-asserted-by":"publisher","first-page":"5738","DOI":"10.3390\/s22155738","volume":"22","author":"M Al-Kahtani","year":"2022","unstructured":"Al-Kahtani, M., Khan, F., Taekeun, W.: Application of Internet of Things and sensors in healthcare. Sensors 22, 5738 (2022)","journal-title":"Sensors"},{"key":"4192_CR8","doi-asserted-by":"crossref","unstructured":"Maray, M., Shuja, J.: Computation offloading in mobile cloud computing and mobile edge computing: survey, taxonomy, and open issues. Mobile Inf. Syst. 2022 (2022)","DOI":"10.1155\/2022\/1121822"},{"key":"4192_CR9","doi-asserted-by":"publisher","first-page":"927","DOI":"10.3390\/s22030927","volume":"22","author":"A Ometov","year":"2022","unstructured":"Ometov, A., Molua, O., Komarov, M., Nurmi, J.: A survey of security in cloud, edge, and fog computing. Sensors 22, 927 (2022)","journal-title":"Sensors"},{"key":"4192_CR10","doi-asserted-by":"publisher","DOI":"10.1201\/9781003213888","volume-title":"Cloud and Fog Computing Platforms for Internet of Things","author":"P Bhambri","year":"2022","unstructured":"Bhambri, P., Rani, S., Gupta, G., Khang, A.: Cloud and Fog Computing Platforms for Internet of Things. CRC Press, Boca Raton (2022)"},{"key":"4192_CR11","doi-asserted-by":"crossref","unstructured":"Mustafa, E., Shuja, J., Bilal, K., Mustafa, S., Maqsood, T., Rehman, F., Khan, A.: Reinforcement learning for intelligent online computation offloading in wireless powered edge networks. Clust. Comput., pp. 1\u201310 (2022)","DOI":"10.1007\/s10586-022-03700-5"},{"key":"4192_CR12","doi-asserted-by":"publisher","first-page":"2429","DOI":"10.1007\/s10586-021-03376-3","volume":"25","author":"E Mustafa","year":"2022","unstructured":"Mustafa, E., Shuja, J., Zaman, S., Jehangiri, A., Din, S., Rehman, F., Mustafa, S., Maqsood, T., Khan, A.: Joint wireless power transfer and task offloading in mobile edge computing: a survey. Clust. Comput. 25, 2429\u20132448 (2022)","journal-title":"Clust. Comput."},{"key":"4192_CR13","doi-asserted-by":"crossref","unstructured":"Power, A., Kotonya, G.: A microservices architecture for reactive and proactive fault tolerance in iot systems. In: 2018 IEEE 19th international symposium on\u201c A World Of Wireless, Mobile And Multimedia Networks\u201d (WoWMoM), pp. 588\u2013599 (2018)","DOI":"10.1109\/WoWMoM.2018.8449789"},{"key":"4192_CR14","doi-asserted-by":"crossref","unstructured":"Pallewatta, S., Kostakos, V., Buyya, R.: Placement of microservices-based iot applications in fog computing: a taxonomy and future directions. ACM Comput. Surv. (2023)","DOI":"10.1145\/3592598"},{"key":"4192_CR15","first-page":"35","volume":"15","author":"W Saeed","year":"2021","unstructured":"Saeed, W., Ahmad, Z., Jehangiri, A., Mohamed, N., Umar, A., Ahmad, J.: A fault tolerant data management scheme for healthcare Internet of Things in fog computing. KSII Trans. Internet Inf. Syst. (TIIS) 15, 35\u201357 (2021)","journal-title":"KSII Trans. Internet Inf. Syst. (TIIS)"},{"key":"4192_CR16","unstructured":"Theodoropoulos, T., Violos, J., Tsanakas, S., Leivadeas, A., Tserpes, K., Varvarigou, T.: Intelligent proactive fault tolerance at the edge through resource usage prediction. ArXiv Preprint ArXiv:2302.05336 (2023)"},{"key":"4192_CR17","doi-asserted-by":"publisher","first-page":"1406","DOI":"10.3906\/elk-1810-47","volume":"27","author":"D Rahbari","year":"2019","unstructured":"Rahbari, D., Nickray, M.: Low-latency and energy-efficient scheduling in fog-based IoT applications. Turk. J. Electr. Eng. Comput. Sci. 27, 1406\u20131427 (2019)","journal-title":"Turk. J. Electr. Eng. Comput. Sci."},{"key":"4192_CR18","doi-asserted-by":"publisher","first-page":"383","DOI":"10.1007\/s11277-020-08019-1","volume":"118","author":"M Nazari Cheraghlou","year":"2021","unstructured":"Nazari Cheraghlou, M., Khadem-Zadeh, A., Haghparast, M.: A novel hybrid fault tolerance architecture in the Internet of Things. Wirel. Pers. Commun. 118, 383\u2013411 (2021)","journal-title":"Wirel. Pers. Commun."},{"key":"4192_CR19","doi-asserted-by":"crossref","unstructured":"Santana, C., Andrade, L., Mello, B., Batista, E., Sampaio, J., Prazeres, C.: A reliable architecture based on reactive microservices for IoT applications. In: Proceedings of the 25th Brazillian symposium on multimedia and the web, pp. 15\u201319 (2019)","DOI":"10.1145\/3323503.3345027"},{"key":"4192_CR20","doi-asserted-by":"crossref","unstructured":"Rasheedh, J., Saradha, S.: Reactive microservices architecture using a framework of fault tolerance mechanisms. In: 2021 second international conference on electronics and sustainable communication systems (ICESC), pp. 146\u2013150 (2021)","DOI":"10.1109\/ICESC51422.2021.9532893"},{"key":"4192_CR21","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1007\/s11761-020-00308-8","volume":"15","author":"C Santana","year":"2021","unstructured":"Santana, C., Andrade, L., Delicato, F., Prazeres, C.: Increasing the availability of IoT applications with reactive microservices. Serv. Oriented Comput. Appl. 15, 109\u2013126 (2021)","journal-title":"Serv. Oriented Comput. Appl."},{"key":"4192_CR22","doi-asserted-by":"publisher","first-page":"e3919","DOI":"10.1002\/ett.3919","volume":"33","author":"M Diyan","year":"2022","unstructured":"Diyan, M., Nathali Silva, B., Han, J., Cao, Z., Han, K.: Intelligent Internet of Things gateway supporting heterogeneous energy data management and processing. Trans. Emerg. Telecommun. Technol. 33, e3919 (2022)","journal-title":"Trans. Emerg. Telecommun. Technol."},{"key":"4192_CR23","doi-asserted-by":"publisher","first-page":"103285","DOI":"10.1016\/j.engappai.2019.103285","volume":"87","author":"G Fischer","year":"2020","unstructured":"Fischer, G., Rosa Righi, R., Oliveira Ramos, G., Costa, C., Rodrigues, J.: ElHealth: using Internet of Things and data prediction for elastic management of human resources in smart hospitals. Eng. Appl. Artif. Intell. 87, 103285 (2020)","journal-title":"Eng. Appl. Artif. Intell."},{"key":"4192_CR24","doi-asserted-by":"crossref","unstructured":"Gia, T., Rahmani, A., Westerlund, T., Liljeberg, P., Tenhunen, H.: Fault tolerant and scalable IoT-based architecture for health monitoring. In: 2015 IEEE sensors applications symposium (SAS), pp. 1\u20136 (2015)","DOI":"10.1109\/SAS.2015.7133626"},{"key":"4192_CR25","doi-asserted-by":"publisher","first-page":"16441","DOI":"10.1109\/ACCESS.2017.2739804","volume":"5","author":"Y Sahni","year":"2017","unstructured":"Sahni, Y., Cao, J., Zhang, S., Yang, L.: Edge mesh: a new paradigm to enable distributed intelligence in Internet of Things. IEEE Access 5, 16441\u201316458 (2017)","journal-title":"IEEE Access"},{"key":"4192_CR26","doi-asserted-by":"publisher","first-page":"560","DOI":"10.1016\/j.procs.2019.12.138","volume":"163","author":"T Aladwani","year":"2019","unstructured":"Aladwani, T.: Scheduling IoT healthcare tasks in fog computing based on their importance. Procedia Comput. Sci. 163, 560\u2013569 (2019)","journal-title":"Procedia Comput. Sci."},{"key":"4192_CR27","doi-asserted-by":"publisher","first-page":"107292","DOI":"10.1016\/j.comnet.2020.107292","volume":"178","author":"D Tarek","year":"2020","unstructured":"Tarek, D., Benslimane, A., Darwish, M., Kotb, A.: A new strategy for packets scheduling in cognitive radio Internet of Things. Comput. Netw. 178, 107292 (2020)","journal-title":"Comput. Netw."},{"key":"4192_CR28","first-page":"85","volume":"11","author":"B Pattanaik","year":"2023","unstructured":"Pattanaik, B., Sahoo, B., Pati, B., Laha, S.: Dynamic fault tolerance management algorithm for VM migration in cloud data centers. Int. J. Intell. Syst. Appl. Eng. 11, 85\u201396 (2023)","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"4192_CR29","doi-asserted-by":"publisher","first-page":"2913","DOI":"10.3390\/s23062913","volume":"23","author":"N Venkataraman","year":"2023","unstructured":"Venkataraman, N.: Proactive fault prediction of fog devices using LSTM-CRP conceptual framework for IoT applications. Sensors 23, 2913 (2023)","journal-title":"Sensors"},{"key":"4192_CR30","doi-asserted-by":"crossref","unstructured":"Rajab, H., Younis, M.: Dynamic fault tolerance aware scheduling for healthcare system on fog computing. Iraqi J. Sci., pp. 308\u2013318 (2021)","DOI":"10.24996\/ijs.2021.62.1.29"},{"key":"4192_CR31","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1016\/j.procs.2021.03.014","volume":"184","author":"R Firouzi","year":"2021","unstructured":"Firouzi, R., Rahmani, R., Kanter, T.: Distributed-reasoning for task scheduling through distributed Internet of Things controller. Procedia Comput. Sci. 184, 24\u201332 (2021)","journal-title":"Procedia Comput. Sci."},{"key":"4192_CR32","doi-asserted-by":"publisher","first-page":"1724","DOI":"10.1109\/ACCESS.2017.2664418","volume":"5","author":"C Yu","year":"2017","unstructured":"Yu, C., Yu, L., Wu, Y., He, Y., Lu, Q.: Uplink scheduling and link adaptation for narrowband Internet of Things systems. IEEE Access 5, 1724\u20131734 (2017)","journal-title":"IEEE Access"},{"key":"4192_CR33","first-page":"157","volume":"6","author":"M Elhoseny","year":"2017","unstructured":"Elhoseny, M., Salama, A., Abdelaziz, A., Riad, A.: Intelligent systems based on loud computing for healthcare services: a survey. Int. J. Comput. Intell. Stud. 6, 157\u2013188 (2017)","journal-title":"Int. J. Comput. Intell. Stud."},{"key":"4192_CR34","doi-asserted-by":"publisher","first-page":"107348","DOI":"10.1016\/j.comnet.2020.107348","volume":"179","author":"R Abdelmoneem","year":"2020","unstructured":"Abdelmoneem, R., Benslimane, A., Shaaban, E.: Mobility-aware task scheduling in cloud-Fog IoT-based healthcare architectures. Comput. Netw. 179, 107348 (2020)","journal-title":"Comput. Netw."},{"key":"4192_CR35","doi-asserted-by":"publisher","first-page":"83088","DOI":"10.1109\/ACCESS.2019.2924414","volume":"7","author":"M Lin","year":"2019","unstructured":"Lin, M., Xi, J., Bai, W., Wu, J.: Ant colony algorithm for multi-objective optimization of container-based microservice scheduling in cloud. IEEE Access 7, 83088\u201383100 (2019)","journal-title":"IEEE Access"},{"key":"4192_CR36","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.future.2021.08.024","volume":"127","author":"A Razaque","year":"2022","unstructured":"Razaque, A., Jararweh, Y., Alotaibi, B., Alotaibi, M., Hariri, S., Almiani, M.: Energy-efficient and secure mobile fog-based cloud for the Internet of Things. Future Gener. Comput. Syst. 127, 1\u201313 (2022)","journal-title":"Future Gener. Comput. Syst."},{"key":"4192_CR37","doi-asserted-by":"publisher","first-page":"29581","DOI":"10.1007\/s11042-019-7367-0","volume":"78","author":"S AlZu\u2019bi","year":"2019","unstructured":"AlZu\u2019bi, S., Hawashin, B., Mujahed, M., Jararweh, Y., Gupta, B.: An efficient employment of internet of multimedia things in smart and future agriculture. Multimed. Tools Appl. 78, 29581\u201329605 (2019)","journal-title":"Multimed. Tools Appl."},{"key":"4192_CR38","doi-asserted-by":"publisher","first-page":"56680","DOI":"10.1109\/ACCESS.2020.2981860","volume":"8","author":"X Zhao","year":"2020","unstructured":"Zhao, X., Huang, C.: Microservice based computational offloading framework and cost efficient task scheduling algorithm in heterogeneous fog cloud network. IEEE Access 8, 56680\u201356694 (2020)","journal-title":"IEEE Access"}],"container-title":["Cluster Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-023-04192-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10586-023-04192-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-023-04192-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,2]],"date-time":"2024-08-02T14:31:58Z","timestamp":1722609118000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10586-023-04192-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,30]]},"references-count":38,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2024,7]]}},"alternative-id":["4192"],"URL":"https:\/\/doi.org\/10.1007\/s10586-023-04192-7","relation":{},"ISSN":["1386-7857","1573-7543"],"issn-type":[{"value":"1386-7857","type":"print"},{"value":"1573-7543","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,30]]},"assertion":[{"value":"10 August 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 September 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 October 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 November 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors have no relevant financial or non-financial interests to disclose.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest"}}]}}