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Editor Pick Papers - Innovative Machine Learning studies

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absolute;top: 50%;left: 50%;-webkit-transform: translateX(-50%) translateY(-50%);-moz-transform: translateX(-50%) translateY(-50%);-o-transform: translateX(-50%) translateY(-50%);-ms-transform: translateX(-50%) translateY(-50%);transform: translateX(-50%) translateY(-50%);}.uabb-creative-flat-btn.uabb-animate_to_right-btn:hover i,.uabb-creative-flat-btn.uabb-animate_to_left-btn:hover i {left: 0;}.uabb-creative-flat-btn.uabb-animate_from_top-btn:hover i,.uabb-creative-flat-btn.uabb-animate_from_bottom-btn:hover i {top: 0;}.uabb-creative-flat-btn.uabb-animate_to_right-btn i {top: 0;left: -100%;}.uabb-creative-flat-btn.uabb-animate_to_right-btn:hover .uabb-button-text {-webkit-transform: translateX(200%); -moz-transform: translateX(200%);-ms-transform: translateX(200%); -o-transform: translateX(200%);transform: translateX(200%);}.uabb-creative-flat-btn.uabb-animate_to_left-btn i {top: 0;left: 100%;}.uabb-creative-flat-btn.uabb-animate_to_left-btn:hover .uabb-button-text {-webkit-transform: translateX(-200%); -moz-transform: translateX(-200%);-ms-transform: translateX(-200%); -o-transform: translateX(-200%);transform: translateX(-200%);}.uabb-creative-flat-btn.uabb-animate_from_top-btn i {top: -100%;left: 0;}.uabb-creative-flat-btn.uabb-animate_from_top-btn:hover .uabb-button-text {-webkit-transform: translateY(400px); -moz-transform: translateY(400px);-ms-transform: translateY(400px); -o-transform: translateY(400px);transform: translateY(400px);}.uabb-creative-flat-btn.uabb-animate_from_bottom-btn i {top: 100%;left: 0;}.uabb-creative-flat-btn.uabb-animate_from_bottom-btn:hover .uabb-button-text {-webkit-transform: translateY(-400px); -moz-transform: translateY(-400px);-ms-transform: translateY(-400px); -o-transform: translateY(-400px);transform: translateY(-400px);}.uabb-tab-acc-content .wp-video, .uabb-tab-acc-content video.wp-video-shortcode, .uabb-tab-acc-content .mejs-container:not(.mejs-audio), .uabb-tab-acc-content .mejs-overlay.load,.uabb-adv-accordion-content .wp-video, .uabb-adv-accordion-content video.wp-video-shortcode, .uabb-adv-accordion-content .mejs-container:not(.mejs-audio), .uabb-adv-accordion-content .mejs-overlay.load {width: 100% !important;height: 100% !important;}.uabb-tab-acc-content .mejs-container:not(.mejs-audio),.uabb-adv-accordion-content .mejs-container:not(.mejs-audio) {padding-top: 56.25%;}.uabb-tab-acc-content .wp-video, .uabb-tab-acc-content video.wp-video-shortcode,.uabb-adv-accordion-content .wp-video, .uabb-adv-accordion-content video.wp-video-shortcode {max-width: 100% !important;}.uabb-tab-acc-content video.wp-video-shortcode,.uabb-adv-accordion-content video.wp-video-shortcode {position: relative;}.uabb-tab-acc-content .mejs-container:not(.mejs-audio) .mejs-mediaelement,.uabb-adv-accordion-content .mejs-container:not(.mejs-audio) .mejs-mediaelement {position: absolute;top: 0;right: 0;bottom: 0;left: 0;}.uabb-tab-acc-content .mejs-overlay-play,.uabb-adv-accordion-content .mejs-overlay-play {top: 0;right: 0;bottom: 0;left: 0;width: auto !important;height: auto !important;}.fl-row-content-wrap .uabb-row-particles-background,.uabb-col-particles-background {width:100%;height:100%;position:absolute;left:0;top:0;}.uabb-creative-button-wrap a,.uabb-creative-button-wrap a:visited {}.uabb-dual-button .uabb-btn,.uabb-dual-button .uabb-btn:visited {}.uabb-js-breakpoint {content:"default";display:none;}@media screen and (max-width: 1025px) {.uabb-js-breakpoint {content:"1025";}}@media screen and (max-width: 768px) {.uabb-js-breakpoint {content:"768";}}.fl-builder-row-settings #fl-field-separator_position {display: none !important;}.fl-node-4m8f27uy0vtd .fl-row-content {min-width: 0px;} </style> <div class="fl-builder-content fl-builder-content-3238 fl-builder-template fl-builder-row-template fl-builder-global-templates-locked" data-post-id="3238"><div class="fl-row fl-row-full-width fl-row-bg-none fl-node-4m8f27uy0vtd fl-row-default-height fl-row-align-center" data-node="4m8f27uy0vtd"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-yt3zwlr9gvpi fl-col-group-equal-height fl-col-group-align-top" data-node="yt3zwlr9gvpi"> <div class="fl-col fl-node-ominkxwsf3j6 fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="ominkxwsf3j6"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-u05gbok4xs7y" data-node="u05gbok4xs7y"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading pp-"> <h2 class="heading-title"> <span class="title-text pp-primary-title">Already a Member?</span> </h2> </div> <div class="pp-sub-heading"> <p>If you are already a SCS member (or need to create an account) please set up and log in to your member account where you can:</p> </div> </div> </div> </div> <div class="fl-module fl-module-pp-iconlist fl-node-p5k9lhsj6axc" data-node="p5k9lhsj6axc"> <div class="fl-module-content fl-node-content"> <div class="pp-icon-list pp-user-agent-ie"> <ul class="pp-icon-list-items pp-list-type-icon"> <li class="pp-icon-list-item pp-icon-list-item-0"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Update Your Profile</span> </li> <li class="pp-icon-list-item pp-icon-list-item-1"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Access the Member Directory</span> </li> <li class="pp-icon-list-item pp-icon-list-item-2"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Register for Events</span> </li> <li class="pp-icon-list-item pp-icon-list-item-3"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">View & Pay Invoices</span> </li> </ul> </div> </div> </div> <div class="fl-module fl-module-button fl-node-x2c6jtmyqbvo" data-node="x2c6jtmyqbvo"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-full fl-button-left"> <a href="https://scs.member365.org/public/login/membership/a1888018b992ad57b40442daa8732b748f954ce0/1" target="_blank" class="fl-button" rel="noopener" > <span class="fl-button-text">Create an Account</span> </a> </div> </div> </div> </div> </div> <div class="fl-col fl-node-rbws0etvpj2d fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="rbws0etvpj2d"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-bz17pw3tl8xi" data-node="bz17pw3tl8xi"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading pp-"> <h2 class="heading-title"> <span class="title-text pp-primary-title">Not a Member but Interested:</span> </h2> </div> </div> </div> </div> <div class="fl-module fl-module-pp-iconlist fl-node-o6mqaw7ge45r" data-node="o6mqaw7ge45r"> <div class="fl-module-content fl-node-content"> <div class="pp-icon-list pp-user-agent-ie"> <ul class="pp-icon-list-items pp-list-type-icon"> <li class="pp-icon-list-item pp-icon-list-item-0"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Networking with others in the Simulation community?</span> </li> <li class="pp-icon-list-item pp-icon-list-item-1"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Access to one of our two leading journals?</span> </li> <li class="pp-icon-list-item pp-icon-list-item-2"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Applying for SCS Award or Grade of Fellow?</span> </li> <li class="pp-icon-list-item pp-icon-list-item-3"> <span class="pp-list-item-icon fi-checkbox"></span> <span class="pp-list-item-text">Submitting a paper for one of our events?</span> </li> </ul> </div> </div> </div> <div class="fl-module fl-module-rich-text fl-node-noksx901md3a" data-node="noksx901md3a"> <div class="fl-module-content fl-node-content"> <div class="fl-rich-text"> <p>If you answered yes, please click below to join!</p> </div> </div> </div> <div class="fl-module fl-module-button fl-node-ub15fgcwtdsj" data-node="ub15fgcwtdsj"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-full fl-button-left"> <a href="https://scs.org/memberships/" target="_self" class="fl-button"> <span class="fl-button-text">View Membership Information</span> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div><div class="uabb-js-breakpoint" style="display: none;"></div> </div> </div> </div> <div class="uabb-overlay"></div> </div> <div class="uabb-modal-action-wrap"> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-color fl-node-cirkg2qhf1bm fl-row-default-height fl-row-align-center footer-copyright" data-node="cirkg2qhf1bm"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-4j9vl7hs1tpo" data-node="4j9vl7hs1tpo"> <div class="fl-col fl-node-f25tdh80bqkj fl-col-bg-color" data-node="f25tdh80bqkj"> <div class="fl-col-content fl-node-content"></div> </div> </div> <div class="fl-col-group fl-node-gdvkyotlmsf7" data-node="gdvkyotlmsf7"> <div class="fl-col fl-node-rxtyk1eo7i50 fl-col-bg-color" data-node="rxtyk1eo7i50"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-modal-popup fl-node-f9p80h5nbkvo fl-visible-mobile" data-node="f9p80h5nbkvo"> <div class="fl-module-content fl-node-content"> <div class="uabb-modal-parent-wrapper uabb-module-content uamodal-f9p80h5nbkvo "> <div class="uabb-modal uabb-drag-fix uabb-center-modal uabb-modal-saved_rows uabb-modal-custom uabb-effect-1 uabb-aspect-ratio-16_9" id="modal-f9p80h5nbkvo" data-content="saved_rows"> <div class="uabb-content "> <span class="uabb-modal-close uabb-close-custom-popup-edge-top-right" > <i class="uabb-close-icon fas fa-times"></i> </span> <div class="uabb-modal-text uabb-modal-content-data fl-clearfix"> <link rel='stylesheet' id='fl-builder-layout-2427-css' href='https://scs.org/wp-content/uploads/bb-plugin/cache/2427-layout-partial.css?ver=5a72487954b883910da036b01c655bdd' media='all' /> <div class="fl-builder-content fl-builder-content-2427 fl-builder-template fl-builder-row-template fl-builder-global-templates-locked" data-post-id="2427"><div class="fl-row fl-row-full-width fl-row-bg-none fl-node-8ko5q4mhz76x fl-row-default-height fl-row-align-center" data-node="8ko5q4mhz76x"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-iyr0vd1pqabt" data-node="iyr0vd1pqabt"> <div class="fl-col fl-node-lov8bzaymkd6 fl-col-bg-color" data-node="lov8bzaymkd6"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-87by5z4h96m2" data-node="87by5z4h96m2"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading pp-left"> <h2 class="heading-title"> <span class="title-text pp-primary-title">Membership & Account Access</span> </h2> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-rnvx0dcy3mh4" data-node="rnvx0dcy3mh4"> <div class="fl-col fl-node-gb7vwac2i806 fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="gb7vwac2i806"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-heading fl-node-utfpavzq2e8d" data-node="utfpavzq2e8d"> <div class="fl-module-content fl-node-content"> <h2 class="fl-heading"> <span class="fl-heading-text">Already a Member?</span> </h2> </div> </div> <div class="fl-module fl-module-rich-text fl-node-wlgopfd9vm2a" data-node="wlgopfd9vm2a"> <div class="fl-module-content fl-node-content"> <div class="fl-rich-text"> <p>If you are already a SCS member (or need to create an account) please set up and log in to your member account where you can:</p> </div> </div> </div> <div class="fl-module fl-module-pp-iconlist fl-node-12gf06xs7hob" data-node="12gf06xs7hob"> <div class="fl-module-content fl-node-content"> <div class="pp-icon-list pp-user-agent-ie"> <ul class="pp-icon-list-items pp-list-type-icon"> <li class="pp-icon-list-item pp-icon-list-item-0"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Update Your Profile </span> </li> <li class="pp-icon-list-item pp-icon-list-item-1"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Access the Member Directory </span> </li> <li class="pp-icon-list-item pp-icon-list-item-2"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Register for Events </span> </li> <li class="pp-icon-list-item pp-icon-list-item-3"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">View & Pay Invoices</span> </li> </ul> </div> </div> </div> <div class="fl-module fl-module-button fl-node-b0k9jiazcsyn" data-node="b0k9jiazcsyn"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-auto fl-button-left"> <a href="#" target="_self" class="fl-button"> <span class="fl-button-text">Create an Account</span> </a> </div> </div> </div> </div> </div> <div class="fl-col fl-node-i1oen45jkt0v fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="i1oen45jkt0v"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-heading fl-node-o3x2dp6wtzkc" data-node="o3x2dp6wtzkc"> <div class="fl-module-content fl-node-content"> <h2 class="fl-heading"> <span class="fl-heading-text">Not a Member but Interested In:</span> </h2> </div> </div> <div class="fl-module fl-module-pp-iconlist fl-node-qmouxlis8641" data-node="qmouxlis8641"> <div class="fl-module-content fl-node-content"> <div class="pp-icon-list pp-user-agent-ie"> <ul class="pp-icon-list-items pp-list-type-icon"> <li class="pp-icon-list-item pp-icon-list-item-0"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Networking with others in the Simulation community? </span> </li> <li class="pp-icon-list-item pp-icon-list-item-1"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Access to one of our two leading journals? </span> </li> <li class="pp-icon-list-item pp-icon-list-item-2"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Applying for SCS Award or Grade of Fellow? </span> </li> <li class="pp-icon-list-item pp-icon-list-item-3"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Submitting a paper for one of our events?</span> </li> </ul> </div> </div> </div> <div class="fl-module fl-module-rich-text fl-node-arz7619ov42f" data-node="arz7619ov42f"> <div class="fl-module-content fl-node-content"> <div class="fl-rich-text"> <p>If you answered yes, please click below to join!</p> </div> </div> </div> <div class="fl-module fl-module-button fl-node-avkjrfm1ic05" data-node="avkjrfm1ic05"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-auto fl-button-left"> <a href="/memberships/" target="_self" class="fl-button"> <span class="fl-button-text">View Membership Information</span> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div><div class="uabb-js-breakpoint" style="display: none;"></div> </div> </div> </div> <div class="uabb-overlay"></div> </div> <div class="uabb-modal-action-wrap"> </div> </div> </div> <div class="fl-module fl-module-modal-popup fl-node-t6740ld5gr8c fl-visible-desktop fl-visible-large fl-visible-medium" data-node="t6740ld5gr8c"> <div class="fl-module-content fl-node-content"> <div class="uabb-modal-parent-wrapper uabb-module-content uamodal-t6740ld5gr8c "> <div class="uabb-modal uabb-drag-fix uabb-center-modal uabb-modal-saved_rows uabb-modal-custom uabb-effect-1 uabb-aspect-ratio-16_9" id="modal-t6740ld5gr8c" data-content="saved_rows"> <div class="uabb-content "> <span class="uabb-modal-close uabb-close-custom-popup-edge-top-right" > <i class="uabb-close-icon fas fa-times"></i> </span> <div class="uabb-modal-text uabb-modal-content-data fl-clearfix"> <div class="fl-builder-content fl-builder-content-2427 fl-builder-template fl-builder-row-template fl-builder-global-templates-locked" data-post-id="2427"><div class="fl-row fl-row-full-width fl-row-bg-none fl-node-8ko5q4mhz76x fl-row-default-height fl-row-align-center" data-node="8ko5q4mhz76x"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-iyr0vd1pqabt" data-node="iyr0vd1pqabt"> <div class="fl-col fl-node-lov8bzaymkd6 fl-col-bg-color" data-node="lov8bzaymkd6"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-87by5z4h96m2" data-node="87by5z4h96m2"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading pp-left"> <h2 class="heading-title"> <span class="title-text pp-primary-title">Membership & Account Access</span> </h2> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-rnvx0dcy3mh4" data-node="rnvx0dcy3mh4"> <div class="fl-col fl-node-gb7vwac2i806 fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="gb7vwac2i806"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-heading fl-node-utfpavzq2e8d" data-node="utfpavzq2e8d"> <div class="fl-module-content fl-node-content"> <h2 class="fl-heading"> <span class="fl-heading-text">Already a Member?</span> </h2> </div> </div> <div class="fl-module fl-module-rich-text fl-node-wlgopfd9vm2a" data-node="wlgopfd9vm2a"> <div class="fl-module-content fl-node-content"> <div class="fl-rich-text"> <p>If you are already a SCS member (or need to create an account) please set up and log in to your member account where you can:</p> </div> </div> </div> <div class="fl-module fl-module-pp-iconlist fl-node-12gf06xs7hob" data-node="12gf06xs7hob"> <div class="fl-module-content fl-node-content"> <div class="pp-icon-list pp-user-agent-ie"> <ul class="pp-icon-list-items pp-list-type-icon"> <li class="pp-icon-list-item pp-icon-list-item-0"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Update Your Profile </span> </li> <li class="pp-icon-list-item pp-icon-list-item-1"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Access the Member Directory </span> </li> <li class="pp-icon-list-item pp-icon-list-item-2"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Register for Events </span> </li> <li class="pp-icon-list-item pp-icon-list-item-3"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">View & Pay Invoices</span> </li> </ul> </div> </div> </div> <div class="fl-module fl-module-button fl-node-b0k9jiazcsyn" data-node="b0k9jiazcsyn"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-auto fl-button-left"> <a href="#" target="_self" class="fl-button"> <span class="fl-button-text">Create an Account</span> </a> </div> </div> </div> </div> </div> <div class="fl-col fl-node-i1oen45jkt0v fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="i1oen45jkt0v"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-heading fl-node-o3x2dp6wtzkc" data-node="o3x2dp6wtzkc"> <div class="fl-module-content fl-node-content"> <h2 class="fl-heading"> <span class="fl-heading-text">Not a Member but Interested In:</span> </h2> </div> </div> <div class="fl-module fl-module-pp-iconlist fl-node-qmouxlis8641" data-node="qmouxlis8641"> <div class="fl-module-content fl-node-content"> <div class="pp-icon-list pp-user-agent-ie"> <ul class="pp-icon-list-items pp-list-type-icon"> <li class="pp-icon-list-item pp-icon-list-item-0"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Networking with others in the Simulation community? </span> </li> <li class="pp-icon-list-item pp-icon-list-item-1"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Access to one of our two leading journals? </span> </li> <li class="pp-icon-list-item pp-icon-list-item-2"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Applying for SCS Award or Grade of Fellow? </span> </li> <li class="pp-icon-list-item pp-icon-list-item-3"> <span class="pp-list-item-icon ua-icon ua-icon-circle-check"></span> <span class="pp-list-item-text">Submitting a paper for one of our events?</span> </li> </ul> </div> </div> </div> <div class="fl-module fl-module-rich-text fl-node-arz7619ov42f" data-node="arz7619ov42f"> <div class="fl-module-content fl-node-content"> <div class="fl-rich-text"> <p>If you answered yes, please click below to join!</p> </div> </div> </div> <div class="fl-module fl-module-button fl-node-avkjrfm1ic05" data-node="avkjrfm1ic05"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-auto fl-button-left"> <a href="/memberships/" target="_self" class="fl-button"> <span class="fl-button-text">View Membership Information</span> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div><div class="uabb-js-breakpoint" style="display: none;"></div> </div> </div> </div> <div class="uabb-overlay"></div> </div> <div class="uabb-modal-action-wrap"> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-color fl-node-30auq28ifmvo fl-row-default-height fl-row-align-center" data-node="30auq28ifmvo"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-72rvyzmb1kcs" data-node="72rvyzmb1kcs"> <div class="fl-col fl-node-g6u0198zx5f7 fl-col-bg-color" data-node="g6u0198zx5f7"> <div class="fl-col-content fl-node-content"><div 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none;"></div> <div id="fl-main-content" class="fl-page-content" itemprop="mainContentOfPage" role="main"> <div class="fl-content-full container"> <div class="row"> <div class="fl-content col-md-12"> <article class="fl-post post-2836 page type-page status-publish has-post-thumbnail hentry" id="fl-post-2836" itemscope="itemscope" itemtype="https://schema.org/CreativeWork"> <div class="fl-post-content clearfix" itemprop="text"> <div class="fl-builder-content fl-builder-content-2836 fl-builder-content-primary fl-builder-global-templates-locked" data-post-id="2836"><div class="fl-row fl-row-full-width fl-row-bg-parallax fl-node-dco0ir2yn35w fl-row-custom-height fl-row-align-center fl-row-bg-overlay no-lazyload" data-node="dco0ir2yn35w" data-parallax-speed="8" data-parallax-image="https://scs.org/wp-content/uploads/2023/10/iStock-1132040786.jpg"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-5whnfs01bdit" data-node="5whnfs01bdit"> <div class="fl-col fl-node-dbhy4fot268j fl-col-bg-color" data-node="dbhy4fot268j"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-a82yrizs54of" data-node="a82yrizs54of"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading pp-center"> <h1 class="heading-title"> <span class="title-text pp-primary-title">Editor Pick Papers</span> </h1> <div class="pp-heading-separator line_only pp-center"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>The Editor Pick Papers honors some of our best papers.</p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-none fl-node-fus65ilm3pkn fl-row-default-height fl-row-align-center" data-node="fus65ilm3pkn"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-x0w9uhjvem3z" data-node="x0w9uhjvem3z"> <div class="fl-col fl-node-nd2u7kbg8p6m fl-col-bg-color" data-node="nd2u7kbg8p6m"> <div class="fl-col-content fl-node-content"><div id="scs-Awards" class="fl-module fl-module-pp-heading fl-node-biftw25kl4od h1-text" data-node="biftw25kl4od"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading pp-center"> <h2 class="heading-title"> <span class="title-text pp-primary-title">SCS Editor Pick Papers</span> </h2> <div class="pp-heading-separator line_only pp-center"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>The Editor Pick Papers are chosen each month by the Editor in Chief of Simulation:  Transactions of the Society for Modeling and Simulation International (SCS) and honors some of the most outstanding papers from our monthly journal.</p><h1> </h1> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-none fl-node-sd879opfjkb5 fl-row-default-height fl-row-align-center" data-node="sd879opfjkb5"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-spxu6l9582vt" data-node="spxu6l9582vt"> <div class="fl-col fl-node-itev8zso06m7 fl-col-bg-color" data-node="itev8zso06m7"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-7ckbfnsdo1lz" data-node="7ckbfnsdo1lz"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>February 5, 2024 (Open Access)                                                                                2023 Editor Pick Papers</p></div> <div class="pp-heading pp-left pp-dual-heading"> <h3 class="heading-title"> <span class="title-text pp-primary-title">Graph machine learning classification using architectural 3D topological models</span> <span class="title-text pp-secondary-title">Authors: Abdulrahman Alymani, Wassim Jabi, and Padraig Corcoran</span> </h3> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: Some architects struggle to choose the best form of how the building meets the ground and may benefit from a suggestion based on precedents. This paper presents a novel proof of concept workflow that enables machine learning (ML) to automatically classify three-dimensional (3D) prototypes with respect to formulating the most appropriate building/ground relationship. Here, ML, a branch of artificial intelligence (AI), can ascertain the most appropriate relationship from a set of examples provided by trained architects. Moreover, the system classifies 3D prototypes of architectural precedent models based on a topological graph instead of 2D images. The system takes advantage of two primary technologies. The first is a software library that enhances the representation of 3D models through non-manifold topology (Topologic). The second is an end-to-end deep graph convolutional neural network (DGCNN). The experimental workflow in this paper consists of two stages. First, a generative simulation system for a 3D prototype of architectural precedents created a large synthetic database of building/ground relationships with numerous topological variations. This geometrical model then underwent conversion into semantically rich topological dual graphs. Second, the prototype architectural graphs were imported to the DGCNN model for graph classification. While using a unique data set prevents direct comparison, our experiments have shown that the proposed workflow achieves highly accurate results that align with DGCNN’s performance on benchmark graphs. This research demonstrates the potential of AI to help designers identify the topology of architectural solutions and place them within the most relevant architectural canons.</p><p><a href="https://journals.sagepub.com/doi/full/10.1177/00375497221105894" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> </div> </div> <div class="fl-col fl-node-3w5uzstiy7pl fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="3w5uzstiy7pl"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-photo fl-node-2d7naywb530m" data-node="2d7naywb530m"> <div class="fl-module-content fl-node-content"> <div class="fl-photo fl-photo-align-right" itemscope itemtype="https://schema.org/ImageObject"> <div class="fl-photo-content fl-photo-img-jpg"> <img fetchpriority="high" decoding="async" class="fl-photo-img wp-image-2788 size-medium no-lazyload" src="https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1-300x169.jpg" alt="Golden trophy, books, globe, and glasses." itemprop="image" height="169" width="300" title="Editor's Pick Paper" srcset="https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1-300x169.jpg 300w, https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1-768x432.jpg 768w, https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1.jpg 788w" sizes="(max-width: 300px) 100vw, 300px" /> </div> </div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-k10sbi5g7ndf" data-node="k10sbi5g7ndf"> <div class="fl-col fl-node-28l1fqgxkz5s fl-col-bg-color" data-node="28l1fqgxkz5s"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-separator fl-node-m15r4w39tfz2" data-node="m15r4w39tfz2"> <div class="fl-module-content fl-node-content"> <div class="fl-separator"></div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-7g0hxcntb2s6" data-node="7g0hxcntb2s6"> <div class="fl-col fl-node-u0la9t6b5cre fl-col-bg-color" data-node="u0la9t6b5cre"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-ath2njl6b8o7" data-node="ath2njl6b8o7"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>February 5, 2023 (Applications)</p></div> <div class="pp-heading pp-left pp-dual-heading"> <h4 class="heading-title"> <span class="title-text pp-primary-title">Simulating invisible light: a model for exploring radiant cooling’s impact on the human body using ray tracing</span> <span class="title-text pp-secondary-title">Authors: Dorit Aviv, Miaomiao Hou, Eric Teitelbaum, and Forrest Meggers</span> </h4> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: Radiant systems are an energy-efficient method for providing cooling to building occupants through active surfaces. To assess the impact of the radiant environment on occupants in space, we develop a ray-tracing simulation, which accounts for longwave radiation. Thermal radiation shares many characteristics with visible light, and thus is highly dependent on surface geometry. Much research effort has been dedicated to characterizing the behavior of visible light in the built environment and its impact on the human experience of space. However, longwave infrared radiation’s effect on the human perception of heat is still not well characterized or understood within the design community. In order to make the embodied effect of radiant surfaces’ geometry and configuration legible, we have developed a Mean Radiant Temperature (MRT) simulation method, which is based on a ray-tracing technique. It accounts for the detailed geometry of the human body and its surrounding environment. We use a case study of a pavilion built with an envelope consisting of active cooling panels in Singapore. Using measured data for the surrounding surface temperatures in the pavilion, we explore the impact of both the active panels and the surrounding passive elements and thermal environment on a person’s radiant heat exchange in different postures. The reflectivity and emissivity values of different surfaces are taken into account, and the ray-tracing process allows for multiple-bounce simulation. The model accounts for both longwave and shortwave radiation, and the simulation results are compared with field measurements for validation. The results are expressed both numerically and as spatial radiant-heat-maps. These show a variation of up to 11°C in MRT across the space studied. Furthermore, a digital manikin is used to assess the impact of the radiant cooling panels across the human body. The results show a 10°C variation in radiant temperature perceived by different regions of the body in one position. The findings reveal a significant heterogeneity of radiant heat transfer that current analysis methods typically overlook for both architectural space and the geometry of the human body.</p><p><a href="https://journals.sagepub.com/doi/abs/10.1177/00375497221115735?journalCode=simb" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-biv83n51ewkt" data-node="biv83n51ewkt"> <div class="fl-col fl-node-a6ohb52zdf0e fl-col-bg-color" data-node="a6ohb52zdf0e"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-separator fl-node-b458pg9h2m3k" data-node="b458pg9h2m3k"> <div class="fl-module-content fl-node-content"> <div class="fl-separator"></div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-50dtoqahb7ip" data-node="50dtoqahb7ip"> <div class="fl-col fl-node-v61wuqsdm2g7 fl-col-bg-color" data-node="v61wuqsdm2g7"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-t46gsjan2e39" data-node="t46gsjan2e39"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>February 5, 2023 (Methodology)                                                                                                           </p></div> <div class="pp-heading pp-left pp-dual-heading"> <h5 class="heading-title"> <span class="title-text pp-primary-title">Combining PDEVS and Modelica for describing agent-based models</span> <span class="title-text pp-secondary-title">Authors: Victorino Sanz and Alfonso Urquia</span> </h5> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: Modelica is a general-purpose modeling language mainly designed to facilitate the development, reusability and exchange of models. It represents the state-of-the-art in equation-based modeling of continuous-time systems. Modelica libraries facilitate the description of multi-formalism and multi-domain models. However, the description of agent-based models (ABMs) in Modelica is not currently supported, mainly due to the characteristics of the language and its simulation algorithm. The combination of ABMs with continuous-time equations provides a powerful tool for describing and analyzing complex systems. An approach for describing ABMs using the Modelica language is presented in this manuscript, with the objective of facilitating the combination of ABMs with the rest of Modelica functionality. Agent behavior is described using a process-oriented modeling approach. Agents are described as individual entities that move across a flowchart diagram, that represents the processes that agents undergo. Processes are formally described using the Parallel DEVS formalism, extended to describe the interface with other Modelica models. The environment where agents interact is described as a cellular automaton. This approach has been implemented in a free Modelica library, named ABMLib. Three case studies are discussed to illustrate the modeling functionality of the library and its combination with other models: a basic traffic model, a sheep–wolves predator–prey model, and a consumer market model.</p><p><a href="https://journals.sagepub.com/doi/abs/10.1177/00375497221094873?journalCode=simb" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> <div class="fl-module fl-module-separator fl-node-j3t6dbneiczl" data-node="j3t6dbneiczl"> <div class="fl-module-content fl-node-content"> <div class="fl-separator"></div> </div> </div> <div class="fl-module fl-module-pp-heading fl-node-b902pa3t6jl8" data-node="b902pa3t6jl8"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>February 5, 2024 (Medical)</p></div> <div class="pp-heading pp-left pp-dual-heading"> <h5 class="heading-title"> <span class="title-text pp-primary-title">Combining DEVS simulation and ontological modeling for hierarchical analysis of the SARS-CoV-2 replication</span> <span class="title-text pp-secondary-title">Authors: Ali Ayadi, Claudia Frydman, Wissame Laddada, Isabelle Imbert, Cecilia Zanni-Merk, and Lina F Soualmia</span> </h5> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: This article presents an hybrid and hierarchical model in which two modeling and simulation approaches, discrete event system specification simulation (DEVS) and semantic technologies, were used together in order to help in the analysis of a major healthcare problem, the severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2). Indeed, the complexity of the SARS-CoV-2 replication process, and the range of hierarchical scales over which it interacts with cellular components (extending from genomic and transcriptomic to proteomic and metabolomic scales), and the intricate way in which they are interwoven, make its understanding very challenging. It is therefore crucial to model the different scales of the replication process, by taking into account all interactions with the infected cell. By combining the advantages of both DEVS simulation and ontological modeling, we propose a hierarchical ontology-based DEVS simulation model of the SARS-CoV-2 viral replication at both the micro-molecular (proteomic and metabolomic) and macro-molecular (genomic and transcriptomic) scales. First, we demonstrate the usefulness of combining DEVS simulation and semantic technologies in a common modeling framework to face the complexity of the SARS-CoV-2 viral replication at different scales. Second, the modeling and simulation of the SARS-CoV-2 replication process on different levels provide valuable information on the different stages of the virus’s life cycle and lays the foundation for a system to anticipate future mutations selected by the virus.</p><p><a href="https://journals.sagepub.com/doi/abs/10.1177/00375497231176085?journalCode=simb" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-none fl-node-jc4987an5eb0 fl-row-default-height fl-row-align-center" data-node="jc4987an5eb0"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-1k9ht8ygnca2" data-node="1k9ht8ygnca2"> <div class="fl-col fl-node-2rkqz8lu47oy fl-col-bg-color" data-node="2rkqz8lu47oy"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-xdzi1u96j7rq" data-node="xdzi1u96j7rq"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>October 19, 2023                                                                                                     2022 Editor Pick Papers</p></div> <div class="pp-heading pp-left pp-dual-heading"> <h3 class="heading-title"> <span class="title-text pp-primary-title">Linear Actuator–Based Knee Exoskeleton for Stand–Sit–Stand motions: A Bond Graph Approach</span> <span class="title-text pp-secondary-title">Authors: Prakhar Jain, Tarun Kumar Bera, Ashish Singla, and Magnus Isaksson</span> </h3> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: People with knee disorders often find it difficult to perform common mobility tasks, such as stand–sit–stand motions. High knee torque is required to complete such transitions, as the chances of toppling increase during these motions. Most of the existing conventional approaches, such as wheelchairs and crutches, have failed to provide complete independence to the users. Conversely, contemporary systems like lower body exoskeletons which are bulky, complex, and expensive do not specifically target the knee joint instead of assisting other joints. Hence, there is a need to aid the knee joint using a robotic knee exoskeleton capable of accurately providing the desired knee torque. In the present work, to assist the user in performing the stand–sit–stand motions, an electromyography sensor-based four-bar knee exoskeleton actuated by a linear actuator is proposed. The modeling of the complete exoskeleton is developed using bond graph technique, as the components exist in different energy domains and it is possible to frame a dynamic bond graph model using only kinematic equations. The prototype is fabricated, and experiments are carried out on an artificial limb to prove the efficacy of the design of the current knee exoskeleton. The assistive torque developed by the actuator at the knee joint of the exoskeleton is found to be suitable to assist the wearer. As a result, little effort is required by the wearer for performing the stand–sit–stand motions. The rotation of the thigh link of the developed exoskeleton was found to be suitable for performing the stand–sit–stand activity.</p><p><a href="https://journals.sagepub.com/doi/full/10.1177/00375497211073583" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> </div> </div> <div class="fl-col fl-node-j3chlv698roq fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="j3chlv698roq"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-photo fl-node-mb06dzv3ctwf" data-node="mb06dzv3ctwf"> <div class="fl-module-content fl-node-content"> <div class="fl-photo fl-photo-align-right" itemscope itemtype="https://schema.org/ImageObject"> <div class="fl-photo-content fl-photo-img-jpg"> <img fetchpriority="high" decoding="async" class="fl-photo-img wp-image-2788 size-medium no-lazyload" src="https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1-300x169.jpg" alt="Golden trophy, books, globe, and glasses." itemprop="image" height="169" width="300" title="Editor's Pick Paper" srcset="https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1-300x169.jpg 300w, https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1-768x432.jpg 768w, https://scs.org/wp-content/uploads/2023/10/Editors-Pick-Papers-1.jpg 788w" sizes="(max-width: 300px) 100vw, 300px" /> </div> </div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-4zpvdlme9xtr" data-node="4zpvdlme9xtr"> <div class="fl-col fl-node-jud76vy2mq8h fl-col-bg-color" data-node="jud76vy2mq8h"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-separator fl-node-w85hyaiqt0cg" data-node="w85hyaiqt0cg"> <div class="fl-module-content fl-node-content"> <div class="fl-separator"></div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-3f9105gol7u4" data-node="3f9105gol7u4"> <div class="fl-col fl-node-pk7cxhf2si8a fl-col-bg-color" data-node="pk7cxhf2si8a"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-1hrvdks0t3l9" data-node="1hrvdks0t3l9"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>October 19, 2023 (Open Access)</p></div> <div class="pp-heading pp-left pp-dual-heading"> <h4 class="heading-title"> <span class="title-text pp-primary-title">Numerically Robust Co-Simulation Using Transmission Line Modeling and the Functional Mock-Up Interface-Editor Pick Paper</span> <span class="title-text pp-secondary-title">Authors: Robert Braun and Dag Fritzson</span> </h4> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: Modeling and simulation are important tools for efficient product development. There is a growing need for collaboration, interdisciplinary simulation, and re-usability of simulation models. This usually requires simulation tools to be coupled together for co-simulation. However, the usefulness of co-simulation is often limited by poor performance and numerical instability. Achieving stability is especially hard for stiff mechanical couplings. A suitable method is to use transmission line modeling (TLM), which separates submodels using physically motivated time delays. The most established standard for tool coupling today is the Functional Mock-up Interface (FMI). Two example models in one dimension and three dimensions are used to demonstrate how the next version of FMI for co-simulation can be used in conjunction with TLM. The stability properties of TLM are also proven by numerical analysis. Results show that numerical stability can be ensured without compromising on performance. With the current FMI standard, this requires tailor-made models and custom solutions for the interpolation of input variables. Without using custom solutions, variables must be exchanged using sampled communication and extrapolation. In this case, stability properties can be improved by reducing communication step size. However, it is shown that stability cannot be achieved even when using unacceptably small communication steps. This motivates the need for the next version of FMI to include an intermediate update mode, where variables can be interchanged in between communication points. It is suggested that the FMI standard should be extended with optional callback functions for providing intermediate output variables and requesting intermediate input variables.</p><p><a href="https://journals.sagepub.com/doi/full/10.1177/00375497221097128" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-voap9d46frnh" data-node="voap9d46frnh"> <div class="fl-col fl-node-k7ivf5zu2gyp fl-col-bg-color" data-node="k7ivf5zu2gyp"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-separator fl-node-0a7ildnjsrpz" data-node="0a7ildnjsrpz"> <div class="fl-module-content fl-node-content"> <div class="fl-separator"></div> </div> </div> </div> </div> </div> <div class="fl-col-group fl-node-4bfernhxa05t" data-node="4bfernhxa05t"> <div class="fl-col fl-node-qvb3art0osiz fl-col-bg-color" data-node="qvb3art0osiz"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-pp-heading fl-node-w8ebs2c9irzd" data-node="w8ebs2c9irzd"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>October 19, 2023                                                                                                            </p></div> <div class="pp-heading pp-left pp-dual-heading"> <h5 class="heading-title"> <span class="title-text pp-primary-title">Quantifying Means-End Reasoning Skills in Simulation-Based Training: A Logic-Based Approach</span> <span class="title-text pp-secondary-title">Authors: Audun Stolpe and Jo Erskine Hannay</span> </h5> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: We develop a logic-based approach for designing simulation-based training scenarios. Our methodology embodies a concise definition of the scenario concept and integrates the notions of training goals, acceptable versus unacceptable actions and performance scoring. The approach applies classical artificial intelligence (AI) planning to extract coherent plays from a causal description of the training domain. The domain- and task-specific parts are defined in a high-level action description language AL. Generic causal and temporal logic is added when the causal theory is compiled into the underlying Answer Set Programming (ASP) language. The ASP representation is used to derive a scoring function that reflects the quality of a play or training session, based on a distinction of states and actions into green (acceptable) and red (unacceptable) ones. To that end, we add to the casual theory a set of norms that specify an initial assignment of colors. The ASP engine uses these norms as axioms and propagates colors by consulting the causal theory. We prove that any set of such norms constitutes a conservative extension of the underlying causal theory. With this work, we hope to lay the foundation for the development of design and analysis tools for exercise managers. We envision a software system that lets an exercise manager view all plays of a tentative scenario design, with expediency information and scores for each possible play. Our approach is applicable to any domain in which means-ends reasoning is pertinent. We illustrate the approach in the domain of crisis response and management.</p><p><a href="https://journals.sagepub.com/doi/full/10.1177/00375497221095070" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> <div class="fl-module fl-module-separator fl-node-npibvcrwlajz" data-node="npibvcrwlajz"> <div class="fl-module-content fl-node-content"> <div class="fl-separator"></div> </div> </div> <div class="fl-module fl-module-pp-heading fl-node-lmjkvcg0et9w" data-node="lmjkvcg0et9w"> <div class="fl-module-content fl-node-content"> <div class="pp-heading-content"> <div class="pp-heading-prefix"><p>October 19, 2023</p></div> <div class="pp-heading pp-left pp-dual-heading"> <h5 class="heading-title"> <span class="title-text pp-primary-title">A Kinetic Theory Model of Human Crowds Accounting for Visual Attention-Editor Pick Paper</span> <span class="title-text pp-secondary-title">Authors: Jun Ma, Meiling Wang, and Linze Li</span> </h5> <div class="pp-heading-separator line_only pp-left"> <span class="pp-separator-line"></span> </div> </div> <div class="pp-sub-heading"> <p>Abstract: The visual attention of pedestrians has been rarely considered in studies of congestion prevention in long-distance passages. This paper proposes a kinetic theory model of human crowds accounting for visual attention to study congestion in long-distance passages. The population is divided into visual attention-shifting pedestrians (VAS pedestrians) and nonvisual attention-shifting pedestrians (non-VAS pedestrians). First, the movement characteristics of all pedestrians are analyzed based on observations and measurements obtained through controlled experiments. Moreover, a pedestrian flow model accounting for visual attention is built to transform the characteristics of pedestrian movement into a mathematical model. Finally, validation is done, and the density and the proportion of VAS pedestrians are selected as congestion warning parameters. Simulations are performed for a subway passage connected to stairs, and the effect of visual attention, the critical thresholds of congestion warning parameters, and the effects of implementing mitigation measures immediately after congestion occurs are assessed. The experimental results show that the movement characteristics of VAS pedestrians and non-VAS pedestrians are different. Simulation results show that the model is effective. Notably, visual attention has an impact on pedestrian movement, and using the density and the proportion of VAS pedestrians as early warning indicators is effective for preventing the occurrence of congestion, as demonstrated by the negative correlation between the two critical thresholds. This description of human groups provides quantitative guidelines for crowd management.</p><p><a href="https://journals.sagepub.com/doi/full/10.1177/00375497221101065" target="_blank" rel="noopener">Read Full Paper Here</a></p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-none fl-node-wvnirak23tyl fl-row-default-height fl-row-align-center" data-node="wvnirak23tyl"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-a52rvnl0t19b" data-node="a52rvnl0t19b"> <div class="fl-col fl-node-cn5vh8kguifl fl-col-bg-color" data-node="cn5vh8kguifl"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-button fl-node-8sl4cq6hgjm5" data-node="8sl4cq6hgjm5"> <div class="fl-module-content fl-node-content"> <div class="fl-button-wrap fl-button-width-auto fl-button-center"> <a href="https://scs.org/publications/" target="_self" class="fl-button"> <span class="fl-button-text">Publications</span> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div><div class="uabb-js-breakpoint" style="display: none;"></div> </div><!-- .fl-post-content --> </article> <!-- .fl-post --> </div> </div> </div> </div><!-- .fl-page-content --> <footer class="fl-builder-content fl-builder-content-1344 fl-builder-global-templates-locked" data-post-id="1344" data-type="footer" itemscope="itemscope" itemtype="http://schema.org/WPFooter"><div class="fl-row fl-row-full-width fl-row-bg-gradient fl-node-wda7z2bft0lm fl-row-default-height fl-row-align-center" data-node="wda7z2bft0lm"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-vlhq6wenybtk" data-node="vlhq6wenybtk"> <div class="fl-col fl-node-5n0i4uby9gla fl-col-bg-color" data-node="5n0i4uby9gla"> <div class="fl-col-content fl-node-content"></div> </div> </div> </div> </div> </div> <div class="fl-row fl-row-full-width fl-row-bg-color fl-node-j9p5ans7fte1 fl-row-default-height fl-row-align-center footer-row" data-node="j9p5ans7fte1"> <div class="fl-row-content-wrap"> <div class="uabb-row-separator uabb-top-row-separator" > </div> <div class="fl-row-content fl-row-fixed-width fl-node-content"> <div class="fl-col-group fl-node-b6fl52aqdwtn" data-node="b6fl52aqdwtn"> <div class="fl-col fl-node-ije3g8yrtk97 fl-col-bg-color fl-col-small fl-col-small-full-width" data-node="ije3g8yrtk97"> <div class="fl-col-content fl-node-content"><div class="fl-module fl-module-photo fl-node-upmw9drji1tv" data-node="upmw9drji1tv"> <div class="fl-module-content fl-node-content"> <div class="fl-photo fl-photo-align-center" itemscope itemtype="https://schema.org/ImageObject"> <div class="fl-photo-content fl-photo-img-png"> <img decoding="async" class="fl-photo-img wp-image-3244 size-full lazyload" data-src="https://scs.org/wp-content/uploads/2023/05/SCS-07-1.png" alt="SCS logo with square brackets." itemprop="image" height="1080" width="1398" title="SCS-07 (1)" data-srcset="https://scs.org/wp-content/uploads/2023/05/SCS-07-1.png 1398w, https://scs.org/wp-content/uploads/2023/05/SCS-07-1-300x232.png 300w, https://scs.org/wp-content/uploads/2023/05/SCS-07-1-1024x791.png 1024w, https://scs.org/wp-content/uploads/2023/05/SCS-07-1-768x593.png 768w, https://scs.org/wp-content/uploads/2023/05/SCS-07-1-1536x1187.png 1536w, https://scs.org/wp-content/uploads/2023/05/SCS-07-1-2048x1583.png 2048w" data-sizes="(max-width: 1398px) 100vw, 1398px" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" style="--smush-placeholder-width: 1398px; 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