{"id":376,"date":"2025-06-29T21:03:11","date_gmt":"2025-06-29T21:03:11","guid":{"rendered":"https:\/\/kenania.com\/?p=376"},"modified":"2025-08-03T13:37:56","modified_gmt":"2025-08-03T13:37:56","slug":"machine-learning-for-other-waste","status":"publish","type":"post","link":"https:\/\/kenania.com\/ar\/machine-learning-for-other-waste\/","title":{"rendered":"\ud83c\udfe1 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 55% \u0645\u0646 \u0627\u0644\u0646\u0627\u0633 \u064a\u0641\u0631\u0632\u0648\u0646 \u0646\u0641\u0627\u064a\u0627\u062a\u0647\u0645"},"content":{"rendered":"<h1 class=\"wp-block-heading\">\ud83c\udfe1 Machine Learning <strong><strong>55% of people sort their waste<\/strong><\/strong><\/h1>\n\n\n\n<p>In France, only about <strong>55% of people sort their waste<\/strong>, and even then, the sorting is often done incorrectly. This leads to massive inefficiencies in recycling systems, higher processing costs, and an environmental burden that could be significantly reduced through better practices. At the core of the problem lies one question: <strong>how can we help people sort better without adding complexity to their lives?<\/strong><br><\/p>\n\n\n\n<div class=\"wp-block-group alignfull has-text-color has-background\" style=\"color:#000000;background-color:#ffffff\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.34%\">\n<details class=\"wp-block-details is-layout-flow wp-block-details-is-layout-flow\"><summary><\/summary>\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<iframe loading=\"lazy\" width=\"324\" height=\"697\" src=\"https:\/\/xd.adobe.com\/embed\/d3092488-03a5-45ae-8c85-ec44825dc1ea-865a\/\" frameborder=\"0\" allowfullscreen><\/iframe>\n<\/div>\n<\/div>\n<\/details>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.34%\">\n<iframe loading=\"lazy\" width=\"324\" height=\"697\" src=\"https:\/\/xd.adobe.com\/embed\/d3092488-03a5-45ae-8c85-ec44825dc1ea-865a\/\" frameborder=\"0\" allowfullscreen><\/iframe>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:64px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-small-font-size\" style=\"line-height:.9\"><strong><a href=\"https:\/\/wa.me\/201093630452?text=Hi%20Kenania%2C%20I%E2%80%99m%20interested%20in%20your%20design%20services.\" target=\"_blank\" rel=\"noopener\">GET IN TOUCH<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"schedule-a-visit\" style=\"font-size:59px;line-height:1.15\"><strong>Schedule a Visit<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-buttons is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link has-text-color has-background wp-element-button\" href=\"https:\/\/kenania.com\/ar\/contact-us\/\" style=\"border-radius:50px;color:#ffffff;background-color:#000000\">Contact us<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:64px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfa8 <strong>Design Concept &amp; Materials<\/strong><\/h3>\n\n\n\n<p><strong><\/strong><\/p>\n\n\n\n<p>User&#8217;s point of view Machine Learning<\/p>\n\n\n\n<p>In France, only 55% of people sort and often the sorting is not well done. We want to offer everyone a tool that allows them to recognize any waste as quickly as possible and to give them the right gestures to make in order to maximize recycling afterwards by Machine Learning<\/p>\n\n\n\n<p>We are creating a machine \/ trash can \/ bin that can recognize automatically any waste, crush it and sort it at source in one of the 6 on-board compartments. So, the waste recognition software must be efficient.<\/p>\n\n\n\n<p><strong>Key Materials Used:<\/strong><\/p>\n\n\n\n<p>The waste will be separated into parts For exemple a package of cereal we be decompose as :<\/p>\n\n\n\n<p>compostable food residue<\/p>\n\n\n\n<p>cardboard box (outside)<\/p>\n\n\n\n<p>plastic packet<\/p>\n\n\n<style>.kb-image376_dc9c95-3b.kb-image-is-ratio-size, .kb-image376_dc9c95-3b .kb-image-is-ratio-size{max-width:1050px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image376_dc9c95-3b.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image376_dc9c95-3b .kb-image-is-ratio-size{align-self:unset;}.kb-image376_dc9c95-3b{max-width:1050px;}.image-is-svg.kb-image376_dc9c95-3b{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image376_dc9c95-3b img{width:100%;}.kb-image376_dc9c95-3b .kb-image-has-overlay:after{opacity:0.3;}.kb-image376_dc9c95-3b img.kb-img, .kb-image376_dc9c95-3b .kb-img img{object-position:42% 10%;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image376_dc9c95-3b size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"608\" height=\"396\" src=\"https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-18.webp\" alt=\"Machine Learning\" class=\"kb-img wp-image-388\" title=\"| Kenania Inventive Arts\" srcset=\"https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-18.webp 608w, https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-18-300x195.webp 300w\" sizes=\"auto, (max-width: 608px) 100vw, 608px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udca1 <strong>Waste Collection<\/strong><\/h3>\n\n\n\n<p>household garbage<\/p>\n\n\n\n<p>packaging (not everybody)<\/p>\n\n\n\n<p>compostable waste (not everybody)<\/p>\n\n\n\n<p>vegetal waste Machine Learning<\/p>\n\n\n\n<p>bulky items (Once a month)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <strong>Execution &amp; Implementation Stages<\/strong><\/h3>\n\n\n\n<p>\ud83e\udde0 <strong>A Smart Bin That Sorts Waste for You<\/strong><\/p>\n\n\n\n<p>As a user, imagine a world where <strong>sorting waste is no longer your responsibility<\/strong>, but is done instantly and correctly by an intelligent machine. No more wondering, \u201cIs this recyclable?\u201d or \u201cShould this go in compost or landfill?\u201d<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>We\u2019re building an <strong>automated smart trash bin<\/strong> \u2014 a device that uses advanced image recognition and material classification algorithms to <strong>identify<\/strong>, <strong>sort<\/strong>, and <strong>process waste on the spot<\/strong>. It\u2019s not just a bin \u2014 it\u2019s a full waste management system in one compact product<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcf8 Machine Learning <strong>Project Highlights<\/strong><\/h3>\n\n\n\n<p>A stately <strong>salon room<\/strong> with hand-carved molding and classical sculpture centerpiece.<\/p>\n\n\n\n<p>An open-plan <strong>kitchen and dining area<\/strong> featuring marble walls and teal floors.<\/p>\n\n\n\n<p>A <strong>spiral staircase<\/strong> that adds architectural elegance and modern contrast.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Malaysia<\/strong>, blending opulence with timeless European elegance. The design concept was rooted in <strong>neo-classical architecture<\/strong>, enriched with modern touches and royal aesthetics, creating a harmonious balance between sophistication and comfort.<\/p>\n\n\n\n<p>The project included a <strong>grand salon, dining space, and open-concept kitchen<\/strong>, seamlessly integrated to reflect both function and artistic flair. Using rich materials such as <strong>marble, gold accents, silk textiles, and velvet<\/strong>, we curated a space that embodies luxury living. Crystal chandeliers, sculpted wall moldings, and customized flooring patterns further enhanced the regal atmosphere design.<\/p>\n\n\n\n<p>The color palette was carefully selected to evoke calm and prestige, with shades of <strong>emerald green, turquoise, gold, and ivory<\/strong>. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd16 <strong>How It Works \u2013 Machine Learning at the Core<\/strong><\/h3>\n\n\n\n<p>At the heart of this innovation is a <strong>Machine Learning model trained on thousands of waste item types<\/strong>. Users place any item into the bin. Cameras and sensors immediately scan and analyze the object, identifying:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The <strong>type of material<\/strong> (plastic, cardboard, metal, food waste, etc.)<\/li>\n\n\n\n<li>The <strong>form<\/strong> (rigid, soft, liquid, packaging)<\/li>\n\n\n\n<li>Whether the item contains <strong>multiple layers or components<\/strong> (e.g. a cereal box)<\/li>\n<\/ul>\n\n\n\n<p>Using this real-time data, the bin determines the correct sorting protocol. If the item is multi-material, it can even <strong>separate the components<\/strong> using mechanical functions and guide the parts to the appropriate compartment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd27 <strong>What Makes Our System Unique<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>6 onboard compartments<\/strong>, each designated for a specific type of waste: plastic, paper\/cardboard, compostable food, glass, metal, and general waste<\/li>\n\n\n\n<li><strong>Automated crushing mechanism<\/strong> to reduce waste volume, especially for bulky items like bottles or boxes<\/li>\n\n\n\n<li><strong>Sensor array<\/strong> (visual + infrared) to detect food residue, organic waste, and contaminated recyclables<\/li>\n\n\n\n<li>A <strong>connected app interface<\/strong> that gives users insights about their waste habits and offers eco-friendly tips<\/li>\n<\/ul>\n\n\n<style>.wp-block-kadence-advancedgallery.kb-gallery-wrap-id-376_8ea304-bb{overflow:hidden;}.kb-gallery-id-376_8ea304-bb .kadence-blocks-gallery-item .kb-gal-image-radius, .kb-gallery-id-376_8ea304-bb .kb-slide-item .kb-gal-image-radius img{border-radius:0px 0px 0px 0px;;}.kb-gallery-wrap-id-376_8ea304-bb.wp-block-kadence-advancedgallery{overflow:visible;}.kb-gallery-wrap-id-376_8ea304-bb.wp-block-kadence-advancedgallery .kt-blocks-carousel{overflow:visible;}<\/style><div class=\"kb-gallery-wrap-id-376_8ea304-bb alignnone wp-block-kadence-advancedgallery\"><div class=\"kb-gallery-ul kb-gallery-non-static kb-gallery-type-carousel kb-gallery-id-376_8ea304-bb kb-gallery-caption-style-bottom-hover kb-gallery-filter-none kb-gallery-magnific-init\" data-image-filter=\"none\" data-lightbox-caption=\"true\"><div class=\"kt-blocks-carousel splide kt-carousel-container-dotstyle-dark kt-carousel-arrowstyle-whiteondark kt-carousel-dotstyle-dark kb-slider-group-arrow kb-slider-arrow-position-center\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\" data-slider-anim-speed=\"400\" data-slider-scroll=\"1\" data-slider-arrows=\"true\" data-slider-dots=\"true\" data-slider-hover-pause=\"false\" data-slider-auto=\"\" data-slider-speed=\"7000\" data-slider-gap=\"10px\" data-slider-gap-tablet=\"10px\" data-slider-gap-mobile=\"10px\" data-show-pause-button=\"false\" data-slider-label=\"Photo Gallery Carousel\"><div class=\"splide__track\"><ul class=\"kt-blocks-carousel-init kb-gallery-carousel splide__list\"><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_1.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain kadence-blocks-gallery-intrinsic kb-gallery-image-ratio-inherit kb-has-image-ratio-inherit\" ><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_1.webp\" width=\"237\" height=\"794\" alt=\"- Kenania Inventive Arts\" data-full-image=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_1.webp\" data-light-image=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_1.webp\" data-id=\"391\" class=\"wp-image-391 skip-lazy\" title=\"| Kenania Inventive Arts\"><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-16.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain kadence-blocks-gallery-intrinsic kb-gallery-image-ratio-inherit kb-has-image-ratio-inherit\" ><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-16.webp\" width=\"176\" height=\"375\" alt=\"- Kenania Inventive Arts\" data-full-image=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-16.webp\" data-light-image=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-16.webp\" data-id=\"390\" class=\"wp-image-390 skip-lazy\" title=\"| Kenania Inventive Arts\" srcset=\"https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-16.webp 176w, https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Asset-16-141x300.webp 141w\" sizes=\"auto, (max-width: 176px) 100vw, 176px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><li class=\"kb-slide-item kb-gallery-carousel-item splide__slide\"><div class=\"kadence-blocks-gallery-item\"><div class=\"kadence-blocks-gallery-item-inner\"><figure class=\"kb-gallery-figure kb-gallery-item-has-link kadence-blocks-gallery-item-hide-caption\"><a href=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_2.webp\" class=\"kb-gallery-item-link\"   role=\"button\" aria-haspopup=\"dialog\"><div class=\"kb-gal-image-radius\"><div class=\"kb-gallery-image-contain kadence-blocks-gallery-intrinsic kb-gallery-image-ratio-inherit kb-has-image-ratio-inherit\" ><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_2.webp\" width=\"175\" height=\"375\" alt=\"- Kenania Inventive Arts\" data-full-image=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_2.webp\" data-light-image=\"http:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_2.webp\" data-id=\"389\" class=\"wp-image-389 skip-lazy\" title=\"| Kenania Inventive Arts\" srcset=\"https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_2.webp 175w, https:\/\/kenania.com\/wp-content\/uploads\/2025\/06\/Kenania-Binko-App-for-AI-Wests_2-140x300.webp 140w\" sizes=\"auto, (max-width: 175px) 100vw, 175px\" \/><\/div><\/div><\/a><\/figure><\/div><\/div><\/li><\/ul><\/div><\/div><\/div><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u267b\ufe0f <strong>Real Example: Sorting a Cereal Package<\/strong><\/h3>\n\n\n\n<p>Let\u2019s say you toss a <strong>used cereal package<\/strong> into the bin. Our system would:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Scan the item<\/strong> and detect its components via camera and sensor data<\/li>\n\n\n\n<li><strong>Separate the contents<\/strong>:\n<ul class=\"wp-block-list\">\n<li>Any leftover crumbs \u2192 directed to the <strong>compostable\/food waste compartment<\/strong><\/li>\n\n\n\n<li>Outer <strong>cardboard box<\/strong> \u2192 flattened and sorted to the <strong>paper\/cardboard section<\/strong><\/li>\n\n\n\n<li>Inner <strong>plastic bag<\/strong> \u2192 identified and crushed before being sorted to the <strong>plastic compartment<\/strong><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Confirm sorting and show feedback on the screen or app<\/li>\n<\/ol>\n\n\n\n<p>All of this is done <strong>automatically<\/strong> within seconds \u2014 no need for the user to think twice.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf0d <strong>Why This Matters<\/strong><\/h3>\n\n\n\n<p>Incorrect sorting leads to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lower recycling rates<\/li>\n\n\n\n<li>Cross-contaminated materials<\/li>\n\n\n\n<li>Increased carbon emissions due to reprocessing<\/li>\n<\/ul>\n\n\n\n<p>By empowering users with a system that <strong>removes the guesswork<\/strong>, we dramatically increase recycling accuracy. Over time, this technology could be implemented in homes, offices, public spaces, and even industrial settings \u2014 revolutionizing how we manage waste at the source.<\/p>","protected":false},"excerpt":{"rendered":"<p>\ud83c\udfe1 Machine Learning 55% of people sort their waste In France, only about 55% of people sort their waste, and even then, the sorting is often done incorrectly. This leads to massive inefficiencies in recycling systems, higher processing costs, and an environmental burden that could be significantly reduced through better practices. At the core of&#8230;<\/p>","protected":false},"author":3,"featured_media":392,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kb_optimizer_status":0,"_kadence_starter_templates_imported_post":true,"_kad_post_transparent":"","_kad_post_title":"default","_kad_post_layout":"normal","_kad_post_sidebar_id":"","_kad_post_content_style":"boxed","_kad_post_vertical_padding":"default","_kad_post_feature":"default","_kad_post_feature_position":"default","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[4],"tags":[],"class_list":["post-376","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise"],"_links":{"self":[{"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/posts\/376","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/comments?post=376"}],"version-history":[{"count":0,"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/posts\/376\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/media\/392"}],"wp:attachment":[{"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/media?parent=376"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/categories?post=376"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kenania.com\/ar\/wp-json\/wp\/v2\/tags?post=376"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}