{"id":2858,"date":"2026-02-16T18:48:27","date_gmt":"2026-02-16T18:48:27","guid":{"rendered":"https:\/\/limletswebsolution.com\/induswater\/?page_id=2858"},"modified":"2026-02-27T10:39:19","modified_gmt":"2026-02-27T10:39:19","slug":"research","status":"publish","type":"page","link":"https:\/\/limletswebsolution.com\/induswater\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2858\" class=\"elementor elementor-2858\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6faa64b elementor-reverse-tablet elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6faa64b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0bb9c88 ot-flex-column-vertical\" data-id=\"0bb9c88\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6824581 elementor-widget elementor-widget-image\" data-id=\"6824581\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1999\" height=\"1333\" src=\"https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1.jpg\" class=\"attachment-full size-full wp-image-2866\" alt=\"\" srcset=\"https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1.jpg 1999w, https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1-300x200.jpg 300w, https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1-1024x683.jpg 1024w, https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1-768x512.jpg 768w, https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1-1536x1024.jpg 1536w, https:\/\/limletswebsolution.com\/induswater\/wp-content\/uploads\/2026\/02\/image4-1-600x400.jpg 600w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3400a2a elementor-widget elementor-widget-heading\" data-id=\"3400a2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Research<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c4b8ef3 elementor-widget elementor-widget-text-editor\" data-id=\"c4b8ef3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Indus Water is deeply involved in the space of research in Water and Waste Water and supports research activities and projects in its own capacity in addition to supporting various agencies. The Water Space requires so much research to find an equitable solution to its multifaceted aspects . From development of AI applications to fundamental research into specific biological and heavy metal research &#8211; Indus is involved with a diverse range of stakeholders.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c88ecd3 elementor-widget elementor-widget-text-editor\" data-id=\"c88ecd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Indus is involved in a joint Research Project with <\/span><b>Prof. Hadas Mamane<\/b><span style=\"font-weight: 400;\">, Head of Environmental Engineering Program, Faculty of Engineering, Tel-Aviv University, Israel.<\/span><\/p><p><span style=\"font-weight: 400;\">This project develops Machine Learning (ML) and Artificial Intelligence (AI) models to reduce the need for expensive and time-consuming sampling and testing. It employs real-time data analysis with fast response time for variant parameters as inputs for the model that are used for predicting other parameters.<\/span><\/p><p><span style=\"font-weight: 400;\">Variant parameters include:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Water quality parameters (e.g., temperature, pH, electrical conductivity).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Geographic parameters (e.g., location).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Other case-specific parameters (e.g., rainfall, river flow).<\/span><\/li><\/ul><p><span style=\"font-weight: 400;\">One method is applying a multi-layer perceptron (MLP) model, which is a nonlinear mapping between an input vector and a corresponding output vector.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b7198e9 ot-flex-column-vertical\" data-id=\"b7198e9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a53f436 elementor-widget elementor-widget-heading\" data-id=\"a53f436\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Our Programs<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-d016178 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"d016178\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-676aa62 ot-flex-column-vertical\" data-id=\"676aa62\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-aee7a43 widget-title elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"aee7a43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8dd2aa8 ot-flex-column-vertical\" data-id=\"8dd2aa8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-67ff888 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"67ff888\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-3da52cb elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"3da52cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/limletswebsolution.com\/induswater\/our-services\/acceleration-incubation\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"Capa_1\" x=\"0px\" y=\"0px\" viewBox=\"0 0 29.107 29.107\" style=\"enable-background:new 0 0 29.107 29.107;\" xml:space=\"preserve\"><g>\t<g id=\"c147_full_moon\">\t\t<g>\t\t\t<path d=\"M14.554,0C6.561,0,0,6.562,0,14.552c0,7.996,6.561,14.555,14.554,14.555c7.996,0,14.553-6.559,14.553-14.555    C29.106,6.562,22.55,0,14.554,0z\"><\/path>\t\t<\/g>\t<\/g>\t<g id=\"Capa_1_14_\">\t<\/g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Acceleration &amp; Incubation<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b2176f elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"8b2176f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/limletswebsolution.com\/induswater\/our-services\/research\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"Capa_1\" x=\"0px\" y=\"0px\" viewBox=\"0 0 29.107 29.107\" style=\"enable-background:new 0 0 29.107 29.107;\" xml:space=\"preserve\"><g>\t<g id=\"c147_full_moon\">\t\t<g>\t\t\t<path d=\"M14.554,0C6.561,0,0,6.562,0,14.552c0,7.996,6.561,14.555,14.554,14.555c7.996,0,14.553-6.559,14.553-14.555    C29.106,6.562,22.55,0,14.554,0z\"><\/path>\t\t<\/g>\t<\/g>\t<g id=\"Capa_1_14_\">\t<\/g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Research<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-713d293 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"713d293\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/limletswebsolution.com\/induswater\/our-services\/education\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"Capa_1\" x=\"0px\" y=\"0px\" viewBox=\"0 0 29.107 29.107\" style=\"enable-background:new 0 0 29.107 29.107;\" xml:space=\"preserve\"><g>\t<g id=\"c147_full_moon\">\t\t<g>\t\t\t<path d=\"M14.554,0C6.561,0,0,6.562,0,14.552c0,7.996,6.561,14.555,14.554,14.555c7.996,0,14.553-6.559,14.553-14.555    C29.106,6.562,22.55,0,14.554,0z\"><\/path>\t\t<\/g>\t<\/g>\t<g id=\"Capa_1_14_\">\t<\/g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><g><\/g><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Education<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Research Indus Water is deeply involved in the space of research in Water and Waste Water and supports research activities and projects in its own capacity in addition to supporting various agencies. The Water Space requires so much research to find an equitable solution to its multifaceted aspects . From development of AI applications to [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2858","page","type-page","status-publish","hentry"],"_hostinger_reach_plugin_has_subscription_block":false,"_hostinger_reach_plugin_is_elementor":false,"_links":{"self":[{"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/pages\/2858","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/comments?post=2858"}],"version-history":[{"count":17,"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/pages\/2858\/revisions"}],"predecessor-version":[{"id":3017,"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/pages\/2858\/revisions\/3017"}],"wp:attachment":[{"href":"https:\/\/limletswebsolution.com\/induswater\/wp-json\/wp\/v2\/media?parent=2858"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}