{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:11:45Z","timestamp":1761894705329,"version":"3.41.2"},"reference-count":29,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2008,4,22]],"date-time":"2008-04-22T00:00:00Z","timestamp":1208822400000},"content-version":"vor","delay-in-days":112,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Journal of Sensors"],"published-print":{"date-parts":[[2008,1]]},"abstract":"<jats:p>Fish species identification and automated fish freshness assessment play important roles in fishery industry applications. This paper describes a method based on support vector machines (SVMs) to improve the performance of fish identification systems. The result is used for the assessment of fish freshness using artificial neural network (ANN). Identification of the fish species involves processing of the images of fish. The most efficient features were extracted and combined with the down\u2010sampled version of the images to create a 1D input vector. Max\u2010Win algorithm applied to the SVM\u2010based classifiers has enhanced the reliability of sorting to 96.46%. The realisation of Cyranose 320 Electronic nose (E\u2010nose), in order to evaluate the fish freshness in real\u2010time, is experimented. Intelligent processing of the sensor patterns involves the use of a dedicated ANN for each species under study. The best estimation of freshness was provided by the most sensitive sensors. Data was collected from four selected species of fishes over a period of ten days. It was concluded that the performance can be increased using individual trained ANN for each specie. The proposed system has been successful in identifying the number of days after catching the fish with an accuracy of up to 91%.<\/jats:p>","DOI":"10.1155\/2008\/628585","type":"journal-article","created":{"date-parts":[[2008,4,24]],"date-time":"2008-04-24T15:37:19Z","timestamp":1209051439000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Intelligent Fish Freshness Assessment"],"prefix":"10.1155","volume":"2008","author":[{"given":"Hamid","family":"Gholam Hosseini","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dehan","family":"Luo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guanggui","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hongxiu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Deena","family":"Benjamin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2008,4,22]]},"reference":[{"key":"e_1_2_6_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2005.12.118"},{"key":"e_1_2_6_2_2","first-page":"547","article-title":"Large margin DAGs for multiclass classification","volume":"12","author":"Platt J. C.","year":"2000","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_2_6_3_2","doi-asserted-by":"crossref","unstructured":"WinquistF. SundgrenH. andLundstr\u00f6mI. A practical use of electronic noses: quality estimation of cod fillet bought over the counter 1 Proceedings of the 8th International Conference on Solid-State Sensors and Actuators and Eurosensors (Transducers \u203295) June 1995 Stockholm Sweden 695\u2013698.","DOI":"10.1109\/SENSOR.1995.717326"},{"key":"e_1_2_6_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/0925-4005(94)87095-0"},{"key":"e_1_2_6_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.tifs.2003.08.006"},{"key":"e_1_2_6_6_2","first-page":"275","article-title":"Development and application of electronic noses in freshness assessment of fishery products","volume":"26","author":"Xiuchen L.","year":"2002","journal-title":"Journal of Fisheries of China"},{"key":"e_1_2_6_7_2","doi-asserted-by":"crossref","unstructured":"GilL. Garcia-BreijoE. BaratJ. M.et al. Analysis of fish freshness by using metallic potentiometric electrodes Proceedings of IEEE International Symposium on Industrial Electronics (ISIE \u203207) June 2007 Vigo Spain 1485\u20131490 https:\/\/doi.org\/10.1109\/ISIE.2007.4374822.","DOI":"10.1109\/ISIE.2007.4374822"},{"key":"e_1_2_6_8_2","doi-asserted-by":"crossref","unstructured":"KashwanK. R.andkishanaram_k@yahoo.com BhuyanM. manab@tezu.ernet.in Robust electronic-nose system with temperature and humidity drift compensation for tea and spice flavour discrimination Proceedings of the Asian Conference on Sensors and the International Conference on New Techniques in Pharmaceutical and Biomedical Research September 2005 Kuala Lumpur Malaysia 154\u2013158 https:\/\/doi.org\/10.1109\/ASENSE.2005.1564528.","DOI":"10.1109\/ASENSE.2005.1564528"},{"key":"e_1_2_6_9_2","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2005.854598"},{"key":"e_1_2_6_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.snb.2003.11.022"},{"key":"e_1_2_6_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aca.2006.05.027"},{"key":"e_1_2_6_12_2","doi-asserted-by":"crossref","unstructured":"HaoranZ. ChangjiangZ. XiaodongW. XiulingX. andXiushanC. A new support vector machine and its learning algorithm Proceedings of the 6th World Congress on Intelligent Control and Automation (WCICA \u203206) June 2006 Dalian China 2820\u20132824 https:\/\/doi.org\/10.1109\/WCICA.2006.1712879.","DOI":"10.1109\/WCICA.2006.1712879"},{"key":"e_1_2_6_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2006.05.034"},{"key":"e_1_2_6_14_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2005.08.002"},{"key":"e_1_2_6_15_2","unstructured":"PelckmanK. SuykensJ. A. K. van GestelT. andDe BrabanterJ. LS-SVMlab Toolbox User\u2032s Guide Version 1.5 2003 Katholieke Universiteit Leuven Leuven Belgium."},{"key":"e_1_2_6_16_2","doi-asserted-by":"publisher","DOI":"10.1023\/A:1018628609742"},{"key":"e_1_2_6_17_2","doi-asserted-by":"publisher","DOI":"10.1023\/B:MACH.0000008082.80494.e0"},{"key":"e_1_2_6_18_2","doi-asserted-by":"publisher","DOI":"10.1186\/1475-925X-1-4"},{"key":"e_1_2_6_19_2","doi-asserted-by":"publisher","DOI":"10.1142\/S0218488503002314"},{"key":"e_1_2_6_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0950-3293(03)00016-8"},{"key":"e_1_2_6_21_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2005.11.014"},{"key":"e_1_2_6_22_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aca.2006.03.035"},{"key":"e_1_2_6_23_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.lwt.2005.01.002"},{"key":"e_1_2_6_24_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.snb.2005.01.008"},{"key":"e_1_2_6_25_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.biosystemseng.2003.09.003"},{"key":"e_1_2_6_26_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.snb.2004.12.017"},{"key":"e_1_2_6_27_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.snb.2005.02.039"},{"key":"e_1_2_6_28_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.bios.2004.03.002"},{"key":"e_1_2_6_29_2","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-4005(00)00485-8"}],"container-title":["Journal of Sensors"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2008\/628585.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/js\/2008\/628585.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2008\/628585","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,29]],"date-time":"2025-01-29T22:11:45Z","timestamp":1738188705000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2008\/628585"}},"subtitle":[],"editor":[{"given":"Subhas","family":"Mukhopadhyay","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2008,1]]},"references-count":29,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2008,1]]}},"alternative-id":["10.1155\/2008\/628585"],"URL":"https:\/\/doi.org\/10.1155\/2008\/628585","archive":["Portico"],"relation":{},"ISSN":["1687-725X","1687-7268"],"issn-type":[{"type":"print","value":"1687-725X"},{"type":"electronic","value":"1687-7268"}],"subject":[],"published":{"date-parts":[[2008,1]]},"assertion":[{"value":"2008-02-13","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2008-03-18","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2008-04-22","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"628585"}}