{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T17:14:05Z","timestamp":1744218845568,"version":"3.37.3"},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"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":["J Electron Test"],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1007\/s10836-022-06033-8","type":"journal-article","created":{"date-parts":[[2022,12,2]],"date-time":"2022-12-02T07:57:31Z","timestamp":1669967851000},"page":"623-636","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Smell Detection Agent Optimization Approach to Path Generation in Automated Software Testing"],"prefix":"10.1007","volume":"38","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2298-1906","authenticated-orcid":false,"given":"S. S. Vinod","family":"Chandra","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"S. Saju","family":"Sankar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"H. S.","family":"Anand","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,12,2]]},"reference":[{"key":"6033_CR1","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1016\/j.asoc.2021.107113","volume":"102","author":"H. Bilal Abed-Alguni","year":"2021","unstructured":"Abed-Alguni H. Bilal, Alawad Noor Aldeen (2021) Distributed Grey Wolf Optimizer for scheduling of workflow applications in cloud environments. Appl Soft Comput 102:107\u2013113","journal-title":"Appl Soft Comput"},{"key":"6033_CR2","doi-asserted-by":"crossref","unstructured":"Abualigah L, Yousri D, Abd Elaziz M, Ewees AA, Al-Qaness MA, Gandomi AH\u00a0(2021) Aquila Optimizer: A novel meta-heuristic optimization algorithm. Comput Ind Eng 157:107\u2013250","DOI":"10.1016\/j.cie.2021.107250"},{"key":"6033_CR3","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2020.113609","volume":"76","author":"Laith Abualigah","year":"2021","unstructured":"Abualigah Laith, Diabat Ali, Mirjalili Seyedali, Elaziz Mohamed Abd, Amir Gandomi H (2021) The Arithmetic Optimization Algorithm. Comput Methods Appl Mech Eng 76:113609","journal-title":"Comput Methods Appl Mech Eng"},{"key":"6033_CR4","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1016\/j.eswa.2021.116158","volume":"191","author":"Laith Abualigah","year":"2022","unstructured":"Abualigah Laith, Elaziz Mohamed Abd, Sumari Putra, Geem Zong Woo, Amir Gandomi H (2022) Reptile Search Algorithm (RSA): A nature-inspired meta-heuristic optimizer. Expert Syst Appl 191:116\u2013158","journal-title":"Expert Syst Appl"},{"key":"6033_CR5","doi-asserted-by":"publisher","first-page":"3517","DOI":"10.1007\/s11227-021-03998-9","volume":"78","author":"NA Alawad","year":"2021","unstructured":"Alawad NA, Abed-alguni BH (2021) Discrete Jaya with refraction learning and three mutation methods for the permutation flow shop scheduling problem. J Supercomputing 78:3517\u20133538","journal-title":"J Supercomputing"},{"key":"6033_CR6","doi-asserted-by":"publisher","first-page":"3213","DOI":"10.1007\/s13369-020-05141-x","volume":"46","author":"NA Alawad","year":"2021","unstructured":"Alawad NA, Abed-alguni BH (2021) Discrete island-based cuckoo search with highly disruptive polynomial mutation and opposition-based learning strategy for scheduling of workflow applications in cloud environments. Arab J Sci Eng 46:3213\u20133233","journal-title":"Arab J Sci Eng"},{"key":"6033_CR7","doi-asserted-by":"crossref","unstructured":"Ananthalakshmi Ammal R, Sajimon PC, Vinod Chandra\u00a0SS (2020) Canine algorithm for node disjoint paths.\u00a0Lect Notes Comput Sci\u00a012145","DOI":"10.1007\/978-3-030-53956-6_13"},{"issue":"1","key":"6033_CR8","first-page":"39","volume":"34","author":"A Colorni","year":"1999","unstructured":"Colorni A, Dorigo M, Maniezzo V, Trubian M (1999) Ant System for Job-Shop Scheduling. Belg J Oper Res Stat Comput Sci 34(1):39\u201353","journal-title":"Belg J Oper Res Stat Comput Sci"},{"key":"6033_CR9","doi-asserted-by":"publisher","first-page":"2465","DOI":"10.1007\/3-540-45110-2_150","volume":"2724","author":"K Doerner","year":"2003","unstructured":"Doerner K, Gutjahr WJ (2003) Extracting test sequences from a markov software usage model by ACO. Lect Notes Comput Sci 2724:2465\u20132476","journal-title":"Lect Notes Comput Sci"},{"issue":"1","key":"6033_CR10","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1109\/3477.484436","volume":"26","author":"M Dorigo","year":"1996","unstructured":"Dorigo M, Maniezzo V, Colorni A (1996) Ant System: Optimization by a Colony of Cooperating Agents. IEEE Trans Syst Man Cybern - Part B Cybern 26(1):29\u201341","journal-title":"IEEE Trans Syst Man Cybern - Part B Cybern"},{"key":"6033_CR11","volume":"816","author":"Abualigah Laith","year":"2020","unstructured":"Laith Abualigah (2020) Feature Selection and Enhanced Krill Herd Algorithm for Text Document Clustering. Studies in Computational Intelligence book series 816:105746","journal-title":"Studies in Computational Intelligence book series"},{"key":"6033_CR12","doi-asserted-by":"crossref","unstructured":"Li K,\u00a0 Zhang Z, Liu\u00a0W (2009) Automatic test data generation based on ant colony optimization. Proc. of Fifth International Conference on Natural Computation 216-219","DOI":"10.1109\/ICNC.2009.239"},{"issue":"4","key":"6033_CR13","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1109\/TEVC.2002.802452","volume":"6","author":"RS Parpinelli","year":"2002","unstructured":"Parpinelli RS, Lopes HS, Freitas AA (2002) Data mining with an ant colony optimization algorithm. IEEE Trans Evol Comput 6(4):321\u2013332","journal-title":"IEEE Trans Evol Comput"},{"issue":"2","key":"6033_CR14","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1007\/s10100-006-0163-8","volume":"14","author":"M Reimann","year":"2006","unstructured":"Reimann M, Ulrich H (2006) Comparing backhauling strategies in vehicle routing using Ant Colony Optimization. CEJOR 14(2):105","journal-title":"CEJOR"},{"key":"6033_CR15","doi-asserted-by":"publisher","first-page":"640","DOI":"10.1007\/978-3-030-53956-6_59","volume":"12145","author":"S Saju Sankar","year":"2020","unstructured":"Saju Sankar S, Vinod Chandra SS (2020) A multi-agent ACO algorithm for effective vehicular traffic management system. Lect Notes Comput Sci 12145:640\u2013647","journal-title":"Lect Notes Comput Sci"},{"key":"6033_CR16","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1007\/978-3-030-53956-6_36","volume":"12145","author":"S Saju Sankar","year":"2020","unstructured":"Saju Sankar S, Vinod Chandra SS (2020) A Structural Testing Model using SDA Algorithm. Lect Notes Comput Sci 12145:405\u2013412","journal-title":"Lect Notes Comput Sci"},{"key":"6033_CR17","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1007\/978-3-319-41000-5_40","volume":"9712","author":"R Saritha","year":"2016","unstructured":"Saritha R, Vinod Chandra SS (2016) An approach using Particle Swarm Optimization and Rational Kernel for variable length data sequence optimization. Lect Notes Comput Sci 9712:401\u2013409","journal-title":"Lect Notes Comput Sci"},{"key":"6033_CR18","doi-asserted-by":"crossref","unstructured":"Saritha R, Vinod Chandra\u00a0SS (2017) Multi dimensional honey bee foraging algorithm based on optimal energy consumption. Journal of The Institution of Engineers (India): Series B 98(5), 527-531","DOI":"10.1007\/s40031-017-0294-4"},{"issue":"1","key":"6033_CR19","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1109\/MIS.2018.111144149","volume":"34","author":"R Saritha","year":"2018","unstructured":"Saritha R, Vinod Chandra SS (2018) Multi modal foraging by honey bees toward optimizing profits at multiple colonies. IEEE Intell Syst 34(1):14\u201322","journal-title":"IEEE Intell Syst"},{"key":"6033_CR20","doi-asserted-by":"crossref","unstructured":"Sharma B, Girdhar I, Taneja M, Basia P, Vadla S, Srivastava\u00a0PR (2011) Software coverage : A testing approach through ant colony optimization.\u00a0Lect Notes Comput Sci\u00a07076","DOI":"10.1007\/978-3-642-27172-4_73"},{"key":"6033_CR21","doi-asserted-by":"crossref","unstructured":"Singh Y, Kaur A, Suri\u00a0B (2010) Test case prioritization using ant colony optimization. ACM SIGSOFT Software Engineering Notes: 35(4)","DOI":"10.1145\/1811226.1811238"},{"key":"6033_CR22","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1504\/IJCSYSE.2012.050232","volume":"1","author":"P Srivastava","year":"2012","unstructured":"Srivastava P (2012) Optimal test sequence generation: an approach using ant colony optimisation. Int J Comput Syst Eng 1:91\u201399","journal-title":"Int J Comput Syst Eng"},{"issue":"3","key":"6033_CR23","first-page":"431","volume":"97","author":"SS Vinod Chandra","year":"2015","unstructured":"Vinod Chandra SS (2015) Smell Detection Agent Based Optimization Algorithm. J Inst Eng: Series B 97(3):431\u2013436","journal-title":"J Inst Eng: Series B"},{"key":"6033_CR24","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1007\/s00607-021-00955-5","volume":"104","author":"SS Vinod Chandra","year":"2022","unstructured":"Vinod Chandra SS, Anand HS (2022) Nature inspired meta heuristic algorithms for optimization problems. Computing 104:251\u2013269","journal-title":"Computing"},{"key":"6033_CR25","doi-asserted-by":"publisher","first-page":"5965","DOI":"10.1007\/s10489-020-02105-4","volume":"51","author":"SS Vinod Chandra","year":"2021","unstructured":"Vinod Chandra SS, Anand Hareendran S (2021) Phototropic algorithm for global optimisation problems. Appl Intell 51:5965\u20135977","journal-title":"Appl Intell"},{"key":"6033_CR26","doi-asserted-by":"publisher","first-page":"445","DOI":"10.1007\/978-3-030-53956-6_40","volume":"12145","author":"SS Vinod Chandra","year":"2020","unstructured":"Vinod Chandra SS, Anand HS, Saju Sankar S (2020) Optimal Reservoir Optimization Using Multiobjective Genetic Algorithm. Lect Notes Comput Sci 12145:445\u2013454","journal-title":"Lect Notes Comput Sci"},{"key":"6033_CR27","doi-asserted-by":"publisher","first-page":"841","DOI":"10.1016\/S0950-5849(01)00190-2","volume":"43","author":"J Wegener","year":"2001","unstructured":"Wegener J, Baresel A, Sthamer H (2001) Evolutionary test environment for automatic structural testing. J Inf Softw Technol 43:841\u2013854","journal-title":"J Inf Softw Technol"},{"key":"6033_CR28","doi-asserted-by":"crossref","unstructured":"Yang S, Man T, Xu J (2014) Improved ant algorithms for software testing cases generation.\u00a0Sci World J","DOI":"10.1155\/2014\/392309"}],"container-title":["Journal of Electronic Testing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10836-022-06033-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10836-022-06033-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10836-022-06033-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,26]],"date-time":"2023-01-26T06:03:44Z","timestamp":1674713024000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10836-022-06033-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":28,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["6033"],"URL":"https:\/\/doi.org\/10.1007\/s10836-022-06033-8","relation":{},"ISSN":["0923-8174","1573-0727"],"issn-type":[{"type":"print","value":"0923-8174"},{"type":"electronic","value":"1573-0727"}],"subject":[],"published":{"date-parts":[[2022,12]]},"assertion":[{"value":"8 July 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"4 November 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 December 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The work was done by following all ethical methods and authors declare the consent to participate in the work.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical Approval and Consent to Participate"}},{"value":"All authors here by give consent for the publication of the article. There are no other person with competing interest.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for Publication"}},{"value":"The authors declare that this project does not involve Human Participants and\/or animals in any capacity.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Research Involving Human Participants and\/or Animals"}},{"value":"The authors declare that this research does not involve any surveys or participants in any capacity.","order":5,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed Consent"}},{"value":"The authors have no competing interest to declare that are relevant to the work or content of this article.","order":6,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}},{"value":"Authors certify that this article has no actual or potential conflict of interest.","order":7,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of Interest"}}]}}