\n Read more <\/a>\n <\/div>\n <\/div>\n\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n","protected":false},"excerpt":{"rendered":"The development of awareness and legislative aspects related to the energy efficiency of water distribution systems, combined with the ageing of water supply infrastructure and water stress, led to the search for solutions to support more effective control and management of technical infrastructure. Increasing the standard of smart or intelligent water supply systems at all levels of key areas is still a problem under domestic and foreign conditions. This also applies to the microscale of water supply networks, namely water consumers of water and the use of smart water meters with integrated machine learning algorithms. This article presents the results of research on the implementation of a short- -term water consumption prediction model with anomaly detection for multifamily residential buildings. The prediction of water consumption, based on highfrequency measurements and deep neural networks, achieved a prediction error of less than 3.0%. Anomaly detection, based on the underlying prediction model, had up to 97.3% accuracy.<\/p>\n","protected":false},"featured_media":0,"parent":0,"menu_order":0,"template":"","meta":[],"tags":[2431,2058,2831,666],"tematyka":[617],"class_list":["post-21117","artykul","type-artykul","status-publish","hentry","tag-machine-learning","tag-water-consumption","tag-water-meters","tag-water-supply-networks","tematyka-consumption-and-measurement-of-hot-and-cold-water","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"ptb_metabox":{"ptb_artykul_text_1":["PAULINA DZIMI\u0143SKA","JUSTYNA STA\u0143CZYK","KRZYSZTOF PA\u0141CZY\u0143SKI","PAWE\u0141 LICZNAR","TOMASZ ANDRYSIAK"],"ptb_artykul_text_2":"10.36119\/15.2024.1.5","ptb_artykul_numer_miesi_cznika":"01\/2024 Instal pp.36-43","ptb_artykul_info_autor":"mgr in\u017c. Paulina Dzimi\u0144ska https:\/\/orcid.org\/0000-0003-0427-5960 \u2013 Miejskie Wodoci\u0105gi i Kanalizacja w Bydgoszczy \u2013 sp. z o.o., Bydgoszcz dr in\u017c. Justyna Sta\u0144czyk https:\/\/orcid.org\/0000-0002-5676-1787 \u2013 Uniwersytet Przyrodniczy we Wroc\u0142awiu, Instytut In\u017cynierii \u015arodowiska, Wroc\u0142aw mgr in\u017c. Krzysztof Pa\u0142czy\u0144ski https:\/\/orcid.org\/0000-0003-3989-3400 \u2013 Politechnika Bydgoska im. Jana i J\u0119drzeja \u015aniadeckich, Wydzia\u0142 Telekomunikacji, Informatyki i Elektrotechniki, Bydgoszcz\r\nprof. dr hab. in\u017c. Pawe\u0142 Licznar https:\/\/orcid.org\/0000-0002-2559-5296 \u2013 Wydzia\u0142 Instalacji Budowlanych, Hydrotechniki i In\u017cynierii \u015arodowiska, Politechnika Warszawska, Warszawa,\r\ndr hab. in\u017c. Tomasz Andrysiak, prof. PB\u015a https:\/\/orcid.org\/0000-0001-8138-6619 \u2013 Politechnika Bydgoska im. Jana i J\u0119drzeja \u015aniadeckich, Wydzia\u0142 Telekomunikacji, Informatyki i Elektrotechniki, Bydgoszcz. Corresponding author: justyna.stanczyk@upwr.edu.pl","ptb_artykul_orcid":["0000-0003-0427-5960","0000-0002-5676-1787","0000-0003-3989-3400 ","0000-0002-2559-5296","0000-0001-8138-6619"]},"ptb_taxonomy":{"post_tag":[{"term_id":2431,"name":"machine learning","slug":"machine-learning","term_group":0,"term_taxonomy_id":2431,"taxonomy":"post_tag","description":"","parent":0,"count":3,"filter":"raw"},{"term_id":2058,"name":"water consumption","slug":"water-consumption","term_group":0,"term_taxonomy_id":2058,"taxonomy":"post_tag","description":"","parent":0,"count":9,"filter":"raw"},{"term_id":2831,"name":"water meters","slug":"water-meters","term_group":0,"term_taxonomy_id":2831,"taxonomy":"post_tag","description":"","parent":0,"count":3,"filter":"raw"},{"term_id":666,"name":"water supply networks","slug":"water-supply-networks","term_group":0,"term_taxonomy_id":666,"taxonomy":"post_tag","description":"","parent":0,"count":8,"filter":"raw"}],"tematyka":[{"term_id":617,"name":"Consumption and measurement of hot and cold water","slug":"consumption-and-measurement-of-hot-and-cold-water","term_group":0,"term_taxonomy_id":617,"taxonomy":"tematyka","description":"","parent":0,"count":10,"filter":"raw"}]},"ptb_featured_image":null,"builder_content":" Read more <\/a>","_links":{"self":[{"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/artykul\/21117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/artykul"}],"about":[{"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/types\/artykul"}],"wp:attachment":[{"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/media?parent=21117"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/tags?post=21117"},{"taxonomy":"tematyka","embeddable":true,"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/tematyka?post=21117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}