{ "ok": true, "doi": "10.46243/jst.2021.v6.i04.pp285-290", "doi_display": "10.46243/jst.2021.v6.i04.pp285-290", "doi_url": "https://doi.org/10.46243/jst.2021.v6.i04.pp285-290", "state": "registered", "url": "https://www.jst.org.in/index.php/pub/article/view/336", "title": "BANK NOTE AUTHENTICATION AND CLASSIFICATION USING ADVANCED MACHINE ALGORITHMS", "version": 2, "registered_via": "crossref", "prefix": { "prefix": "10.46243", "status": "live" }, "registrant": { "name": "Longman Publishers", "kind": "publisher", "country": "India" }, "reserved_at": null, "registered_at": "2026-09-29 22:00:41", "updated_at": "2026-09-30 00:00:01", "withdrawn_at": null, "withdrawn_reason": null, "record": { "format": "smartscholars-doi-metadata/1.0", "doi": "10.46243/jst.2021.v6.i04.pp285-290", "referent": "Creation", "type": "JournalArticle", "structural_type": "Digital", "modes": [ "Visual" ], "characters": [ "Language" ], "titles": [ { "value": "BANK NOTE AUTHENTICATION AND CLASSIFICATION USING ADVANCED MACHINE ALGORITHMS", "type": "PrincipalTitle", "lang": "en" } ], "identifiers": [ { "type": "DOI", "value": "10.46243/jst.2021.v6.i04.pp285-290" } ], "agents": [ { "role": "author", "name": { "given": "Prof. Alpana", "family": "D. Sonje" }, "sequence": "first" }, { "role": "author", "name": { "given": "Prof. Dr.", "family": "D. M. Sonje" }, "sequence": "additional" }, { "role": "publisher", "name": { "org": "Longman Publishers" } } ], "dates": { "published": "2021", "date_type": "PublicationDate", "online": "2021" }, "language": "en", "container": { "type": "Journal", "titles": [ { "value": "Journal of Science & Technology", "type": "PrincipalTitle" } ], "identifiers": [ { "type": "ISSN", "value": "2456-5660", "medium": "electronic" } ], "volume": "06", "issue": "01", "pages": { "first": "285", "last": "290" } }, "links": [ { "url": "https://www.jst.org.in/index.php/pub/article/view/336", "return_type": "text/html", "primary": true }, { "url": "https://www.jst.org.in/index.php/pub/article/download/557/498", "purpose": "text-mining", "return_type": "application/pdf" }, { "url": "https://www.jst.org.in/index.php/pub/article/download/557/4168", "purpose": "text-mining", "return_type": "application/xml" }, { "url": "https://www.jst.org.in/index.php/pub/article/view/952/871", "purpose": "similarity-checking" } ], "abstract": { "value": "The currency coins or banknotes used by any country to perform economic activities in the global market should be always genuine. However, some of the miscreants in the society provoke forged notes into the bazaar which bears a resemblance to exactly the genuine note. It is stiff with human naked eye to notify the difference in between these two because they have a lot of analogous facial appearance. Hence, there is a call for of competent validation system which informs accurately whether the note in the transaction is authentic or not. This paper proposes machine learning based methodology to classify the fake and genuine notes. Accordingly, exhaustive testing has been performed using Multi Layer Perceptron Neural Network (MLPNN), Naïve Bayes and Random Forest (RF) Algorithms on the standard data set. The testing results show that RF and MLPNN algorithms gives comparable results in terms of accuracy and other performance measures as compared to any other algorithms. The complete training and testing of the dataset is performed in WEKA software.", "lang": "en" }, "license": { "url": "https://creativecommons.org/licenses/by/4.0/", "start": "2021-01-01", "applies_to": "vor" }, "references": [ { "key": "ref1", "unstructured": "B. LEVĂRDĂ and C. BUDACIU, “The Design of Temperature Control System Using Pic18f46201,” ICSTC, PP 282−286, 2010" }, { "key": "ref2", "doi": "10.1109/tbme.2006.873559", "unstructured": "J.E. Johnson, P.F. Maccarini, D. Neuman, P.R. Stauffer, “Automatic Temperature Controller for Multielement Array Hyperthermia Systems,” IEEE Transactions on Biomedical Engineering, pp. 1006- 1015, 2006" }, { "key": "ref3", "doi": "10.1109/tac.1959.1104894", "unstructured": "G.J. Fiedler, J. Landy, “Multi-loop Automatic Temperature Control System Design for Fluid Dynamics Facility Having Several Long Transport Delays,” IEEE IRE Transactions on Automatic Control, pp. 81-96, 1959" }, { "key": "ref4", "doi": "10.1109/iccis.2010.300", "unstructured": "T, Fu, X. Wang, G. Yang, “Design of Automatic-Temperature-Control Circuit Module in Tunnel Microwave Heating System,” In Proceedings of the IEEE International Conference on Computational and Information Sciences, pp. 1216-1219, 2010" }, { "key": "ref5", "doi": "10.1109/ical.2009.5262694", "unstructured": "Z.H.-Quan and L. Qian`, “The Automatic Temperature System with Fuzzy Self-Adaptive PID Control in Semiconductor Laser,” In Proceedings of the IEEE International Conference on Automation and Logistics, pp. 1691-1694, 2009" }, { "key": "ref6", "unstructured": "M. Saad, A. Farij, A. Salah And A. Abdaljalil, “Automatic Street Light Control System Using Microcontroller,” 1st International Conference on Machine Design and Automation, Turkey 2013, pp. 92-96" }, { "key": "ref7", "doi": "10.1002/9781118188347.ch4", "unstructured": "Data sheet, LM35 Precision Centigrade Temperature Sensors, National Semiconductor, Nov., 2000 [9] Microchip, Brushless DC (BLDC) Motor Fundamentals, pp 1-18, July 2003. [10] T. C. Lun, Microcontroller for Variable Speed BLDC Fan Control System, Freescale Semiconductor. [11] Data sheet, 16 x 2 Character LCD, Vishay" } ], "record": { "registrant": "Longman Publishers", "registered": "2026-09-15", "updated": "2026-09-21", "issue_number": 1, "source": "crossref-api", "source_agency": "Crossref (member 25296)" } }, "record_sha256": "acffb17f926d128a4564da6a803a986c47fb23c70fbcaf235e9fafa8bac710e0", "handle": { "synced_at": "2026-10-01 18:14:00", "url": "https://www.jst.org.in/index.php/pub/article/view/336" }, "links": { "record_page": "https://registry.smartscholars.in/record.php?doi=10.46243%2Fjst.2021.v6.i04.pp285-290", "system_metadata": "https://registry.smartscholars.in/resolve.php?doi=10.46243%2Fjst.2021.v6.i04.pp285-290&as=system", "history": "https://registry.smartscholars.in/api.php?action=history&doi=10.46243%2Fjst.2021.v6.i04.pp285-290", "kernel_xml": "https://registry.smartscholars.in/resolve.php?doi=10.46243%2Fjst.2021.v6.i04.pp285-290&as=xml" } }