{"id":23800,"date":"2025-11-19T15:39:37","date_gmt":"2025-11-19T14:39:37","guid":{"rendered":"https:\/\/informacjainstal.com.pl\/artykul\/wykorzystanie-data-science-do-usprawnienia-modelowania-hydraulicznego-sieci-wodociagowych-przypadek-budowy-modelu-strefy-wysokiego-cisnienia-we-wroclawiu\/"},"modified":"2025-11-19T15:43:59","modified_gmt":"2025-11-19T14:43:59","slug":"implementing-data-science-to-enhance-water-distribution-system-modelling-a-case-study-of-building-hydraulic-model-of-high-pressure-zone-in-wroclaw","status":"publish","type":"artykul","link":"https:\/\/informacjainstal.com.pl\/en\/article\/implementing-data-science-to-enhance-water-distribution-system-modelling-a-case-study-of-building-hydraulic-model-of-high-pressure-zone-in-wroclaw\/","title":{"rendered":"Implementing data science to enhance water distribution system modelling. A case study of building hydraulic model of high-pressure zone in Wroc\u0142aw"},"content":{"rendered":"<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n<!--themify_builder_content-->\n<div id=\"themify_builder_content-23800\" data-postid=\"23800\" class=\"themify_builder_content themify_builder_content-23800 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row tb_v4yn070 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_5gbt752 first\">\n                    <!-- module buttons -->\n<div  class=\"module module-buttons tb_ez2x527 buttons-horizontal solid   squared\" data-lazy=\"1\">\n        <div class=\"module-buttons-item tf_in_flx\">\n                        <a href=\"https:\/\/informacjainstal.com.pl\/wp-content\/uploads\/2025\/11\/10-6.pdf\" class=\"ui builder_button tf_in_flx themify_lightbox tb_default_color\" >\n                                                Read more                                        <\/a>\n                <\/div>\n            <\/div>\n<!-- \/module buttons -->\n        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>This study presents the development and calibration of a hydraulic model for a high-pressure zone (HPZ) within the<br \/>\nwater distribution network (WDN) of Wroc\u0142aw. The work focuses on advanced data processing methods and<br \/>\ncalibration techniques to improve model accuracy, drawing upon established concepts from both environmental<br \/>\nengineering and data science. Our results indicate a very good model fit, although with minor inconsistencies<br \/>\nregarding pipe roughness calibration. The overall approach demonstrates how the integration of statistical, hydraulic,<br \/>\nand optimisation techniques can lead to robust and reliable WDN modelling, supporting both academic and<br \/>\noperational needs.<\/p>\n","protected":false},"featured_media":0,"parent":0,"menu_order":0,"template":"","meta":[],"tags":[2432,4862,4865,4864,1193,4866],"tematyka":[387],"class_list":["post-23800","artykul","type-artykul","status-publish","hentry","tag-artificial-intelligence","tag-data-science","tag-evolutionary-algorithm","tag-heuristic-approach","tag-water-distribution-network","tag-water-distribution-system-modelling","tematyka-water-supply-and-sewage-system","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"ptb_metabox":{"ptb_artykul_text_1":["KAROL DYKIERT","WOJCIECH CIE\u017bAK","PIOTR BR\u00d3DKA"],"ptb_artykul_text_2":"10.36119\/15.2025.10.6","ptb_artykul_numer_miesi_cznika":"10\/2025 Instal pp.40-45","ptb_artykul_info_autor":"MEng Karol Dykiert https:\/\/orcid.org\/ 0009-0003-6168-7352 \u2012 Municipal Water and Sewerage Company (MPWiK) in Wroc\u0142aw, Poland, Faculty of Environmental Engineering, Wroc\u0142aw University of Science and Technology, Poland, Faculty of Information and Communication Technology, Wroc\u0142aw University of Science and Technology, Poland DEng Wojciech Cie\u017cak https:\/\/orcid.org\/ 0000-0001-6210-8728 \u2012 Faculty of Environmental Engineering, Wroc\u0142aw University of Science and Technology, Poland Assoc. Prof. DEng Piotr Br\u00f3dka https:\/\/orcid.org\/ 0000-0002-6474-0089 \u2012 Faculty of Information and Communication Technology, Wroc\u0142aw University of Science and Technology, Poland. Corresponding author:: karol.dykiert@pwr.edu.pl","ptb_artykul_orcid":["0009-0003-6168-7352","0000-0001-6210-8728","0000-0002-6474-0089"]},"ptb_taxonomy":{"post_tag":[{"term_id":2432,"name":"artificial intelligence","slug":"artificial-intelligence","term_group":0,"term_taxonomy_id":2432,"taxonomy":"post_tag","description":"","parent":0,"count":3,"filter":"raw"},{"term_id":4862,"name":"data science","slug":"data-science","term_group":0,"term_taxonomy_id":4862,"taxonomy":"post_tag","description":"","parent":0,"count":2,"filter":"raw"},{"term_id":4865,"name":"evolutionary algorithm","slug":"evolutionary-algorithm","term_group":0,"term_taxonomy_id":4865,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":4864,"name":"heuristic approach","slug":"heuristic-approach","term_group":0,"term_taxonomy_id":4864,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":1193,"name":"water distribution network","slug":"water-distribution-network","term_group":0,"term_taxonomy_id":1193,"taxonomy":"post_tag","description":"","parent":0,"count":3,"filter":"raw"},{"term_id":4866,"name":"water distribution system modelling","slug":"water-distribution-system-modelling","term_group":0,"term_taxonomy_id":4866,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"}],"tematyka":[{"term_id":387,"name":"Water supply and sewage system","slug":"water-supply-and-sewage-system","term_group":0,"term_taxonomy_id":387,"taxonomy":"tematyka","description":"","parent":0,"count":206,"filter":"raw"}]},"ptb_featured_image":null,"builder_content":"<a href=\"https:\/\/informacjainstal.com.pl\/wp-content\/uploads\/2025\/11\/10-6.pdf\" > Read more <\/a>","_links":{"self":[{"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/artykul\/23800","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=23800"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/tags?post=23800"},{"taxonomy":"tematyka","embeddable":true,"href":"https:\/\/informacjainstal.com.pl\/en\/wp-json\/wp\/v2\/tematyka?post=23800"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}