{"id":8931,"date":"2023-01-31T07:39:11","date_gmt":"2023-01-31T07:39:11","guid":{"rendered":"https:\/\/ivasystems.in\/?page_id=8931"},"modified":"2023-02-20T11:23:19","modified_gmt":"2023-02-20T11:23:19","slug":"policing","status":"publish","type":"page","link":"https:\/\/ivasystems.in\/index.php\/policing\/","title":{"rendered":"Policing"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"8931\" class=\"elementor elementor-8931\">\n\t\t\t\t\t\t\t        <section class=\"elementor-section elementor-top-section elementor-element elementor-element-31d35c7 elementor-section-boxed elementor-section-height-default elementor-section-height-default ct-header-fixed-none ct-row-max-none\" data-id=\"31d35c7\" data-element_type=\"section\">\n            \n                        <div class=\"elementor-container elementor-column-gap-default \">\n                    <div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0cec94e\" data-id=\"0cec94e\" data-element_type=\"column\">\n            <div class=\"elementor-widget-wrap elementor-element-populated\">\n                        \t\t<div class=\"elementor-element elementor-element-9b92977 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"9b92977\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.11.2 - 22-02-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Machine Learning for enhancing road safety<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-076ad1f elementor-widget elementor-widget-spacer\" data-id=\"076ad1f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.11.2 - 22-02-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t            <\/div>\n        <\/div>\n                            <\/div>\n        <\/section>\n                <section class=\"elementor-section elementor-top-section elementor-element elementor-element-19d248d elementor-section-boxed elementor-section-height-default elementor-section-height-default ct-header-fixed-none ct-row-max-none\" data-id=\"19d248d\" data-element_type=\"section\">\n            \n                        <div class=\"elementor-container elementor-column-gap-default \">\n                    <div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-e2f8104\" data-id=\"e2f8104\" data-element_type=\"column\">\n            <div class=\"elementor-widget-wrap elementor-element-populated\">\n                        \t\t<div class=\"elementor-element elementor-element-1b43a8f animated-slow elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"1b43a8f\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.11.2 - 22-02-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<span style=\"font-weight: 400;\"><p align=\"justify\">With Road Accidents happening every minute, Our Country is in distress with severe losses of life and demolition of the property. Road Accidents do not occur by chance: It has patterns and can be examined, analysed, predicted and avoided. Being one of the most life-threatening incidents in the world, mitigating this severity and minimizing the occurrence of accidents is to be put into action.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t            <\/div>\n        <\/div>\n                <div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-83df0bb\" data-id=\"83df0bb\" data-element_type=\"column\">\n            <div class=\"elementor-widget-wrap elementor-element-populated\">\n                        \t\t<div class=\"elementor-element elementor-element-9ec21ed animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"9ec21ed\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.11.2 - 22-02-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"575\" height=\"500\" src=\"https:\/\/ivasystems.in\/wp-content\/uploads\/2023\/02\/road-safty.png\" class=\"attachment-large size-large wp-image-9580\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t            <\/div>\n        <\/div>\n                            <\/div>\n        <\/section>\n                <section class=\"elementor-section elementor-top-section elementor-element elementor-element-e3af4c5 elementor-section-boxed elementor-section-height-default elementor-section-height-default ct-header-fixed-none ct-row-max-none\" data-id=\"e3af4c5\" data-element_type=\"section\">\n            \n                        <div class=\"elementor-container elementor-column-gap-default \">\n                    <div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ae166da\" data-id=\"ae166da\" data-element_type=\"column\">\n            <div class=\"elementor-widget-wrap elementor-element-populated\">\n                        \t\t<div class=\"elementor-element elementor-element-be0ac73 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"be0ac73\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Case Studies:<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-465c11c elementor-widget elementor-widget-spacer\" data-id=\"465c11c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f06c10 casetabs animated-slow elementor-invisible elementor-widget elementor-widget-ct_tabs\" data-id=\"9f06c10\" data-element_type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;slideInUp&quot;}\" data-widget_type=\"ct_tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t            <div class=\"ct-tabs ct-tabs--layout1 type-horizontal style1\">\n                <div class=\"ct-tabs-title\">\n                                            <span class=\"ct-tab-title active\" data-target=\"#ct_tabs-9f06c10-e972bec\">\n                                                                                    Prediction of Accident Blackspots        \n                        <\/span>\n                                            <span class=\"ct-tab-title \" data-target=\"#ct_tabs-9f06c10-6145ae9\">\n                                                                                    Detection of accidents        \n                        <\/span>\n                                    <\/div>\n\n                <div class=\"ct-tabs-content\">\n                                            <div class=\"ct-tab-content \" id=\"ct_tabs-9f06c10-e972bec\" style=\"display:block;\"> <p align=\"justify\"><img decoding=\"async\" class=\"wp-image-9960 alignright\" src=\"https:\/\/ivasystems.in\/wp-content\/uploads\/2023\/02\/1_oM6Gz0rXyqPD_Z0fc1u1Xw-300x170.png\" alt=\"\" width=\"450\" height=\"255\" \/>Accidents could happen not only based on the expected parameters, but also under unanticipated circumstances. Predicting an occurrence leads to taking precautionary measures and hence reducing the risk of a casualty. The ML Model proves to be a reliable technique which can be used to analyse the data and to identify the major reasons which cause road accidents. This could be a major step in enhancing road safety in India. <span style=\"font-weight: 400;\">Data that is collected ranges from accident details, and road features to the traffic details of the past few years, we build a predictive Model, which gives a pattern on accident black spots, peak hour of the day and dependency on weather conditions. This model can be helpful in building a system for the prevention of traffic accidents and violations of law, the design of procedures for selecting a professional driver, alerting road users about accident black spots, and rehabilitation of drivers who have been deprived of their driving license.<\/span><\/p><\/div>\n                                            <div class=\"ct-tab-content \" id=\"ct_tabs-9f06c10-6145ae9\"><p><img decoding=\"async\" class=\"wp-image-9953 alignleft\" src=\"https:\/\/ivasystems.in\/wp-content\/uploads\/2023\/02\/237-300x178.jpg\" alt=\"\" width=\"450\" height=\"266\" \/><\/p><p align=\"justify\">We present an efficient framework for accident detection using computer vision and deep learning techniques to detect different types of trajectory conflicts including vehicle-to-vehicle, vehicle-to-pedestrian, and vehicle-to-bicycle. It aims to detect accidents in seconds by using advanced deep-learning algorithms that use convolutional neural networks (CNN or ConvNet) to analyze the frames from the real-time video generated by the traffic surveillance cameras. This detection system can be used as part of an emergency road call service that recognizes traffic accidents automatically and allows immediate rescue after transmission to emergency recovery agencies.<\/p><\/div>\n                                    <\/div>\n            <\/div>\n            \t\t<\/div>\n\t\t\t\t<\/div>\n\t\t            <\/div>\n        <\/div>\n                            <\/div>\n        <\/section>\n        \t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Machine Learning for enhancing road safety With Road Accidents happening every minute, Our Country is in distress with severe losses of life and demolition of the property. Road Accidents do not occur by chance: It has patterns and can be examined, analysed, predicted and avoided. Being one of the most life-threatening incidents in the world, [&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-8931","page","type-page","status-publish","hentry"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"IVASYSTEMS","author_link":"https:\/\/ivasystems.in\/index.php\/author\/prasad\/"},"rttpg_comment":0,"rttpg_category":null,"rttpg_excerpt":"Machine Learning for enhancing road safety With Road Accidents happening every minute, Our Country is in distress with severe losses of life and demolition of the property. Road Accidents do not occur by chance: It has patterns and can be examined, analysed, predicted and avoided. Being one of the most life-threatening incidents in the world,&hellip;","_links":{"self":[{"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/pages\/8931","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/comments?post=8931"}],"version-history":[{"count":24,"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/pages\/8931\/revisions"}],"predecessor-version":[{"id":10740,"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/pages\/8931\/revisions\/10740"}],"wp:attachment":[{"href":"https:\/\/ivasystems.in\/index.php\/wp-json\/wp\/v2\/media?parent=8931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}