{"id":7372,"date":"2021-04-19T09:27:47","date_gmt":"2021-04-19T06:27:47","guid":{"rendered":"http:\/\/journals.khnu.km.ua\/vestnik\/?p=7372"},"modified":"2021-08-05T15:34:43","modified_gmt":"2021-08-05T12:34:43","slug":"%d0%b0%d0%b2%d1%82%d0%be%d0%bc%d0%b0%d1%82%d0%b8%d0%b7%d0%be%d0%b2%d0%b0%d0%bd%d0%b0-%d1%81%d0%b8%d1%81%d1%82%d0%b5%d0%bc%d0%b0-%d0%bd%d0%b5%d1%87%d1%96%d1%82%d0%ba%d0%be%d0%b3%d0%be-%d0%ba%d0%b5","status":"publish","type":"post","link":"https:\/\/journals.khnu.km.ua\/vestnik\/?p=7372","title":{"rendered":"\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043d\u0435\u0447\u0456\u0442\u043a\u043e\u0433\u043e \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0430\u043c\u0438 \u0432\u0438\u0440\u043e\u0431\u043d\u0438\u0446\u0442\u0432\u0430 \u0442\u0430 \u0437\u0430\u043c\u043e\u0440\u043e\u0436\u0443\u0432\u0430\u043d\u043d\u044f \u0440\u0435\u043c\u0456\u0441\u043d\u0438\u0447\u043e\u0433\u043e \u0445\u043b\u0456\u0431\u0430"},"content":{"rendered":"<p><!--more--><\/p>\n<p style=\"text-align: center;\">\u0410\u0412\u0422\u041e\u041c\u0410\u0422\u0418\u0417\u041e\u0412\u0410\u041d\u0410 \u0421\u0418\u0421\u0422\u0415\u041c\u0410 \u041d\u0415\u0427\u0406\u0422\u041a\u041e\u0413\u041e \u041a\u0415\u0420\u0423\u0412\u0410\u041d\u041d\u042f \u041f\u0420\u041e\u0426\u0415\u0421\u0410\u041c\u0418 \u0412\u0418\u0420\u041e\u0411\u041d\u0418\u0426\u0422\u0412\u0410 \u0422\u0410 \u0417\u0410\u041c\u041e\u0420\u041e\u0416\u0423\u0412\u0410\u041d\u041d\u042f \u0420\u0415\u041c\u0406\u0421\u041d\u0418\u0427\u041e\u0413\u041e \u0425\u041b\u0406\u0411\u0410<\/p>\n<p style=\"text-align: center;\">AUTOMATED SYSTEM OF FUZZY CONTROL OF PRODUCTION PROCESSES AND FREEZING OF CRAFT BREAD<\/p>\n<p><strong>\u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438: 227-233. \u041d\u043e\u043c\u0435\u0440: \u21161, 2021 (293)<\/strong> <a href=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/08\/35-1.pdf\"> <img loading=\"lazy\" class=\"size-full wp-image-69 alignnone\" src=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/01\/pdf.png\" alt=\"\" width=\"76\" height=\"32\" \/><\/a><br \/>\n<strong>\u0410\u0432\u0442\u043e\u0440\u0438:<\/strong><br \/>\n\u0412.\u041f. \u0425\u041e\u0420\u041e\u041b\u042c\u0421\u042c\u041a\u0418\u0419, \u042e.\u041c. \u041a\u041e\u0420\u0415\u041d\u0415\u0426\u042c,<br \/>\n\u041e.\u041a. \u041a\u041e\u041f\u0410\u0419\u0413\u041e\u0420\u0410, \u0414.\u041f. \u0417\u0410\u0406\u041a\u0406\u041d\u0410, \u0410.\u041a. \u041b\u0418\u0422\u0412\u0418\u041d\u0415\u041d\u041a\u041e<br \/>\n\u0414\u043e\u043d\u0435\u0446\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u043a\u0438 \u0456 \u0442\u043e\u0440\u0433\u0456\u0432\u043b\u0456 \u0456\u043c\u0435\u043d\u0456 \u041c\u0438\u0445\u0430\u0439\u043b\u0430 \u0422\u0443\u0433\u0430\u043d-\u0411\u0430\u0440\u0430\u043d\u043e\u0432\u0441\u044c\u043a\u043e\u0433\u043e, \u043c. \u041a\u0440\u0438\u0432\u0438\u0439 \u0420\u0456\u0433<br \/>\nV. P. KHOROLSKYI, YU. M. KORENETS, O. K. KOPAYHORA, D. P. ZAIKINA, \u0410. \u041a. LYTVYNENKO<br \/>\nDonetsk National University of Economics and Trade named after Mykhailo Tuhan-Baranovskyi<br \/>\n<strong>DOI:<\/strong> <a href=\"https:\/\/www.doi.org\/10.31891\/2307-5732-2021-293-1-227-233\">https:\/\/www.doi.org\/10.31891\/2307-5732-2021-293-1-227-233<\/a><br \/>\n<strong>\u0420\u0435\u0446\u0435\u043d\u0437\u0456\u044f\/Peer review :<\/strong> 23.01.2021 \u0440.<br \/>\n<strong>\u041d\u0430\u0434\u0440\u0443\u043a\u043e\u0432\u0430\u043d\u0430\/Printed :<\/strong> 10.03.2021 \u0440.<\/p>\n<p style=\"text-align: center;\"><strong>\u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u0443<\/strong><\/p>\n<p>\u0420\u043e\u0437\u0440\u043e\u0431\u043b\u0435\u043d\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0432\u0438\u0440\u043e\u0431\u043d\u0438\u0446\u0442\u0432\u043e\u043c \u0440\u0435\u043c\u0456\u0441\u043d\u0438\u0447\u043e\u0433\u043e \u0445\u043b\u0456\u0431\u0430 \u0437\u0430 \u0441\u0442\u0430\u0434\u0456\u044f\u043c\u0438 \u043e\u0445\u043e\u043b\u043e\u0434\u0436\u0435\u043d\u043d\u044f, \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0433\u043e \u0437\u0430\u043c\u043e\u0440\u043e\u0436\u0443\u0432\u0430\u043d\u043d\u044f, \u043f\u043e\u0434\u0430\u043b\u044c\u0448\u043e\u0433\u043e \u0437\u0430\u043c\u043e\u0440\u043e\u0436\u0443\u0432\u0430\u043d\u043d\u044f \u0434\u043e -20<sup>\u043e<\/sup>\u0421, \u0432 \u044f\u043a\u0456\u0439 \u0440\u0435\u0430\u043b\u0456\u0437\u043e\u0432\u0430\u043d\u0456 MES-,\u00a0 ERP- \u0442\u0430 SCADA-\u0441\u0438\u0441\u0442\u0435\u043c\u0438. \u0412\u043e\u043d\u0430 \u0432\u043c\u0456\u0449\u0443\u0454 \u0442\u0430\u043a\u0456 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u0438 \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0434\u0456\u043b\u044c\u043d\u0438\u0446\u044f\u043c\u0438: \u043f\u0456\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0441\u0438\u0440\u043e\u0432\u0438\u043d\u0438, \u0432\u0438\u0440\u043e\u0431\u043d\u0438\u0446\u0442\u0432\u0430 \u043e\u043f\u0430\u0440\u0438, \u0442\u0456\u0441\u0442\u0430, \u0432\u0438\u043f\u0456\u043a\u0430\u043d\u043d\u044f, \u043e\u0445\u043e\u043b\u043e\u0434\u0436\u0435\u043d\u043d\u044f \u0440\u0435\u043c\u0456\u0441\u043d\u0438\u0447\u043e\u0433\u043e \u0445\u043b\u0456\u0431\u0430 \u0442\u0430 \u0439\u043e\u0433\u043e \u043f\u043e\u043f\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0433\u043e \u0437\u0430\u043c\u043e\u0440\u043e\u0436\u0443\u0432\u0430\u043d\u043d\u044f, \u0437\u0430\u043a\u043b\u044e\u0447\u043d\u043e\u0433\u043e \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0430\u043c\u043e\u0440\u043e\u0436\u0443\u0432\u0430\u043d\u043d\u044f \u0432 \u043a\u043e\u043d\u0432\u0435\u0454\u0440\u043d\u043e\u043c\u0443 \u043c\u043e\u0440\u043e\u0437\u0438\u043b\u044c\u043d\u043e\u043c\u0443 \u0430\u043f\u0430\u0440\u0430\u0442\u0456 (\u041a\u041c\u0410). \u0412\u0435\u0440\u0445\u043d\u0456\u0439 \u0440\u0456\u0432\u0435\u043d\u044c \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0454 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u043f\u043b\u0430\u043d\u0443\u0432\u0430\u043d\u043d\u044f \u0440\u0435\u0441\u0443\u0440\u0441\u0456\u0432 \u0442\u0430 \u043b\u043e\u0433\u0456\u0441\u0442\u0438\u043a\u0438 \u0445\u043b\u0456\u0431\u0430, \u044f\u043a\u0438\u0439 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0439\u043d\u043e\u0457 \u0448\u0438\u043d\u0438 Profibus DP, SCADA-\u0441\u0438\u0441\u0442\u0435\u043c, \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0456\u0432 \u043d\u0435\u0447\u0456\u0442\u043a\u043e\u0433\u043e \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0437 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u043d\u043e\u044e \u043c\u043e\u0434\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u0454\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0456\u0439\u043d\u0438\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u043a\u043e\u0440\u0435\u0433\u0443\u0454 \u043f\u043b\u0430\u043d\u043e\u0432\u0456 \u043f\u043e\u043a\u0430\u0437\u043d\u0438\u043a\u0438 \u0435\u043d\u0435\u0440\u0433\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u0437 \u0432\u0440\u0430\u0445\u0443\u0432\u0430\u043d\u043d\u044f\u043c \u044f\u043a\u0456\u0441\u043d\u0438\u0445 \u043f\u043e\u043a\u0430\u0437\u043d\u0438\u043a\u0456\u0432 \u0431\u043e\u0440\u043e\u0448\u043d\u0430, \u043e\u043f\u0430\u0440\u0438, \u0442\u0456\u0441\u0442\u0430.<br \/>\n<strong>\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u0441\u043b\u043e\u0432\u0430:<\/strong> \u0440\u0435\u043c\u0456\u0441\u043d\u0438\u0447\u0438\u0439 \u0445\u043b\u0456\u0431, \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0435, \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f\u00a0 \u043d\u0435\u0447\u0456\u0442\u043a\u0435, \u0444\u0430\u0437\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u044f, \u0434\u0435\u0444\u0430\u0437\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u044f, \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0437\u0430\u043c\u043e\u0440\u043e\u0436\u0443\u0432\u0430\u043d\u043d\u044f\u043c, \u043c\u043e\u0434\u0435\u043b\u044e\u0432\u0430\u043d\u043d\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0438<\/p>\n<p style=\"text-align: center;\"><strong>\u0420\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0430 \u0430\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u043e\u044e \u043c\u043e\u0432\u043e\u044e<\/strong><\/p>\n<p>Abstract. An intelligent control system for the production of handicraft bread by stages of cooling, pre-freezing, subsequent freezing to -20<sup>o<\/sup>C has been developed, in which MES-, ERP- and SCADA-systems are implemented. It includes the following site management programs: preparation of raw materials, production of sourdough, dough, baking, cooling of artisanal bread and its pre-freezing, final optimal freezing in a conveyor freezer (KMA). The upper level of intelligent control includes resource planning systems and bread logistics, which with the help of Profibus DP information bus, SCADA-systems, fuzzy control algorithms with automatic modification of the system of production rules adjusts energy consumption targets taking into account the quality of flour and dough.<br \/>\nThe principles of construction of the automated system of fuzzy control of optimization of energy of the refrigerant in the system of refrigeration of the conveyor freezer intended for freezing of artisanal bread and preservation of its quality at variation of parameters of raw materials based on data received in real time are offered. The novelty of the developed system of the automated process of freezing of artisanal bread is that it is built on the basis of a fuzzy regulator with linguistic feedback and automatic modification of the system of production rules. This system allows, compared to traditional PID-regulators, to reduce by 10-12% energy consumption for the production of 1 ton of bread by reducing the response time of the program to change energy consumption in production with specified performance and quality parameters, as well as freezing performance in the developed intellectual artisanal bread production management system,<br \/>\nUsing a simulation model of bread freezing, it is proved that the automated system of artisanal bread production with fuzzy control and dynamic adjustment of the system of production rules allows to stabilize the set parameters of bread freezing with an error of \u00b1 0.5oC, and its speed reduces product freezing time by 15-16%, why provides a higher level of digital control quality.<br \/>\n<strong>Key words:<\/strong> craft bread, intelligent control, fuzzy control, fassification, defasification, freeze control algorithm, system modeling<\/p>\n<p style=\"text-align: center;\"><strong>References<\/strong><\/p>\n<ol>\n<li>Intelektualni systemy upravlinnia vyrobnytstvom khlibobulochnykh vyrobiv : monohrafiia \/ Khorolskyi V. P., Korenets Yu. M., Vozniak A. V. [ta in.] ; za redaktsiieiu V. P. Khorolskoho. \u2013 Kryvyi Rih : vydavets FOP Cherniavskyi D. O., 2019. \u2013 204 s. \u2013 ISBN 978-617-7784-12-7.<\/li>\n<li>Khorolskyi Valentyn Petrovych. Tsyfrovi systemy intelektualnoho upravlinnia pidpryiemstvamy promyslovoho kompleksu rehionu : monohrafiia \/ V. P. Khorolskyi, O. V. Khorolska, I. P. Diianov ; za redaktsiieiu V. P. Khorolskoho ta O. B. Chernehy. \u2013 Kryvyi Rih : vydavets FOP Cherniavskyi D. O., 2020. \u2013 564 s. &#8211; ISBN 978-617-7784-30-1.<\/li>\n<li>Honcharenko B. M. Avtomatyzatsiia vyrobnychykh protsesiv kharchovykh tekhnolohii : Pidruchnyk \/ B. M. Honcharenko, A.\u00a0P.\u00a0Ladaniuk. \u2013 K. : NUKhT, 2014. \u2013530 s. \u2013 ISBN 978-966-612-163-2.<\/li>\n<li>Shved S. M. Systemnyi analiz tekhnolohichnoho protsesu vyrobnytstva khlibobulochnykh vyrobiv \/ S. M. Shved, I. V. Elperin \/\/ Skhidno-yevropeiskyi zhurnal peredovykh tekhnolohii. \u2013 2012. \u2013 \u2116 613(60) \u2013 S. 44-46.<\/li>\n<li>Sylchuk T. A. Doslidzhennia biotekhnolohichnykh vlastyvostei tistovykh napivfabrykativ \/ T. A. Sylchuk , V. I. Drobot \/\/ Naukovi pratsi Natsionalnoho universytetu kharchovykh tekhnolohii. \u2013 2017. \u2013 T. 23, \u2116 1. \u2013 S. 210-215.<\/li>\n<li>Yaksharov B. P. Spravochnik mehanika po holodilnym ustanovkam \/ B. P. Yaksharov, I. V. Smirnov. \u2013L. : Agropromizdat. \u2013 1989. \u2013 312 s. \u2013 ISBN 5-10-001468-7.<\/li>\n<li>Bolshakov S. A. Holodilnaya tehnika i tehnologiya produktov pitaniya : Uchebnik \/ S. A. Bolshakov. \u2013 M. : Akademiya, 2003. \u2013 304 s. \u2013 ISBN 5-7695-1229-6.<\/li>\n<li>Metody klassicheskoj i sovremennoj teorii avtomaticheskogo upravleniya : Uchebnik v 5-i tt. 2-e izd., pererab. i dop. T. 5. Metody sovremennoj teorii avtomaticheskogo upravleniya \/ Pod red. K. A. Pupkova, N. D. Egupova. \u2013 M. : Izdatelstvo MGTU im. E. Baumana, 2004. \u2013 784 s. &#8211; ISBN: 5-7038-2193-2 (T.5).<\/li>\n<li>Shtovba Sergej Dmitrievich. Proektirovanie nechetkih sistem sredstvami MATLAV \/ C. D. Shtovba. \u2013 M.: Goryachaya liniya \u2013 Telekom, 2007. \u2013 288 s. \u2013 ISBN: 5-93517-359-\u0445.<\/li>\n<li>IEC 61131-7: 2000 Programmable Controllers \u2013 Part 7. Fuzzy control programming.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/7372"}],"collection":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7372"}],"version-history":[{"count":4,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/7372\/revisions"}],"predecessor-version":[{"id":7557,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/7372\/revisions\/7557"}],"wp:attachment":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7372"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7372"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7372"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}