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Fault in the cloud places an important role in defining the reliability of the cloud. The identification of fault is a challenging issue in a modular cloud environment. The researchers have developed various methods for the fault-aware scheduling of cloud resources. The fault-aware resource allocation includes static, dynamic, meta-heuristic, and learning-based approaches. In this article, we primarily focused on existing fault-aware resource allocation techniques and then we proposed a model that will primarily focus on fault forecast in tasks allocation. The projected model is based nature-inspired heuristic approach and intelligent artificial neural network. The fault-tolerant aware ANN-based proposed model focuses on performance improvement and reliability testing proactively. The proposed model surpasses the existing state of art methods for proactive and reactive fault-aware scheduling techniques in a large scale datacenter. The results and discussions section support the reliability assertion of the fault-tolerant aware human brain and nature-inspired model.<\/jats:p>","DOI":"10.3233\/jifs-219296","type":"journal-article","created":{"date-parts":[[2022,3,11]],"date-time":"2022-03-11T11:56:32Z","timestamp":1646999792000},"page":"1959-1968","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":3,"title":["Nature inspired fault tolerant task allocation in cloud computing using neural network model"],"prefix":"10.1177","volume":"43","author":[{"given":"Punit","family":"Gupta","sequence":"first","affiliation":[{"name":"Department of Computer and Communication Engineering, Manipal University Jaipur, Dehmi Kalan, Jaipur, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pradeep","family":"Rawat","sequence":"additional","affiliation":[{"name":"Department of Computer Science &amp; Engineering, Uttarakhand Technical University, Dehradun, India"},{"name":"School of Computing, DIT University Dehradun, Dehradun, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rajan Prasad","family":"Tripathi","sequence":"additional","affiliation":[{"name":"Department of Information Technology and Engineering, Amity University, Tashkent, Uzbekistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ankit","family":"Mundra","sequence":"additional","affiliation":[{"name":"Department of Information Technology, Manipal University Jaipur, Dehmi Kalan, Jaipur, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shikha","family":"Mundra","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Manipal University Jaipur, Dehmi Kalan, Jaipur, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mayank Kumar","family":"Goyal","sequence":"additional","affiliation":[{"name":"Department of Computer Science &amp; Engineering, School of Engineering &amp; Technology, Sharda University, Greater Noida, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mandeep","family":"Kaur","sequence":"additional","affiliation":[{"name":"Department of Computer Science &amp; Engineering, School of Engineering &amp; Technology, Sharda University, Greater Noida, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ruchi","family":"Agarwal","sequence":"additional","affiliation":[{"name":"Department of BCA, JIMS Engineering Management Technical Campus, Greater Noida, India"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2022,3,11]]},"reference":[{"key":"e_1_3_1_2_2","first-page":"457","article-title":"Power and Fault Aware Reliable Resource Allocation for Cloud Infrastructure","volume":"78","author":"Ghrera S.P.","year":"2016","unstructured":"GhreraS.P., et al., Power and Fault Aware Reliable Resource Allocation for Cloud Infrastructure, Phys Procedia [Internet] 78, (December 2015) (2016), 457\u2013463.","journal-title":"Phys Procedia [Internet]"},{"key":"e_1_3_1_3_2","doi-asserted-by":"crossref","unstructured":"KathpalC. and GargR. 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