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bg_image_animation=&#8221;none&#8221; enable_animation=&#8221;true&#8221; animation=&#8221;fade-in-from-bottom&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_row_inner column_margin=&#8221;90px&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221;][vc_column_inner column_padding=&#8221;padding-1-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;top-bottom&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; enable_animation=&#8221;true&#8221; animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221;][vc_column_text css=&#8221;.vc_custom_1769156263131{padding-right: 10% !important;}&#8221;]\n<h2 style=\"font-size: 36px; line-height: 1.3;\">Optimize Factory Performance with Real-Time Monitoring, Analytics &amp; Reporting<\/h2>\n[\/vc_column_text][divider line_type=&#8221;No Line&#8221;][vc_column_text css=&#8221;.vc_custom_1787296711594{padding-right: 10% !important;}&#8221;]\n<p data-path-to-node=\"1\">The <b data-path-to-node=\"1\" data-index-in-node=\"4\">Energy Efficiency Monitoring and Analytics System (E\u00b2MAS)<\/b> is an advanced <b data-path-to-node=\"1\" data-index-in-node=\"76\">industrial energy management system<\/b> developed by A*STAR (SIMTech) to help manufacturers optimize energy use across machines and facility systems. With granular <strong>machine-level energy monitoring (EMONS)<\/strong>, E\u00b2MAS serves as an advanced <strong>industrial energy analytics system,<\/strong> transforming raw data into actionable insights that drive cost reduction, operational efficiency and sustainability.<\/p>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; 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type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;rgba(0,0,0,0.03)&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; bottom_padding=&#8221;3%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; css=&#8221;.vc_custom_1567864668835{margin-bottom: -20px !important;}&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][split_line_heading animation_type=&#8221;line-reveal-by-space&#8221; font_style=&#8221;h2&#8243; content_alignment=&#8221;default&#8221; mobile_content_alignment=&#8221;inherit&#8221; text_content=&#8221;What Is E\u00b2MAS?&#8221;][\/split_line_heading][divider line_type=&#8221;No Line&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]E\u00b2MAS delivers <strong>machine energy monitoring<\/strong> <strong>(EMONS) <\/strong>and advanced analytics to identify inefficiencies, abnormal consumption patterns and improvement opportunities. By combining <strong>real\u2011time monitoring<\/strong> with <strong>analytical intelligence<\/strong>, E\u00b2MAS serves as the foundation of an <strong>AI\u2011based energy management system<\/strong> approach for industrial operations.<\/p>\n<p><span data-path-to-node=\"8,1\"><span class=\"citation-657\">The E\u00b2MAS operates through three core functional pillars to ensure tangible improvements in energy efficiency<\/span><\/span><span data-path-to-node=\"8,3\">:<\/span>[\/vc_column_text][divider line_type=&#8221;No Line&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner equal_height=&#8221;yes&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221;][vc_column_inner column_padding=&#8221;padding-6-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;right&#8221; bottom_margin=&#8221;10&#8243; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;2\/5&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][image_with_animation image_url=&#8221;26631&#8243; animation=&#8221;Fade In&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;padding-2-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; top_margin=&#8221;30&#8243; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;1px&#8221; column_border_color=&#8221;#0064aa&#8221; column_border_style=&#8221;dotted&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;5vh&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;5vh&#8221;][vc_column_text]\n<h3 style=\"color: #0c63a7;\">1. Monitor<\/h3>\n[\/vc_column_text][vc_column_text]Access a mobile dashboard providing real-time energy efficiency monitoring for all major equipment.[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8221;padding-2-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; top_margin=&#8221;30&#8243; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;1px&#8221; column_border_color=&#8221;#0064aa&#8221; column_border_style=&#8221;dotted&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;5vh&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;5vh&#8221;][vc_column_text]\n<h3 style=\"color: #0c63a7;\">2. Analyse<\/h3>\n[\/vc_column_text][vc_column_text]<span data-path-to-node=\"9,1,1,0\"><span class=\"citation-655\">Benchmark your current energy performance against your &#8220;historical best&#8221; to identify gaps and hotspots<\/span><\/span><span data-path-to-node=\"9,1,1,2\">.<\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8221;padding-2-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; top_margin=&#8221;30&#8243; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/5&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;1px&#8221; column_border_color=&#8221;#0064aa&#8221; column_border_style=&#8221;dotted&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;5vh&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;5vh&#8221;][vc_column_text]\n<h3 style=\"color: #0c63a7;\">3. Report<\/h3>\n[\/vc_column_text][vc_column_text]<span data-path-to-node=\"9,2,1,0\"><span class=\"citation-654\">Generate comprehensive energy efficiency achievement reports with a single click for management review or regulatory reporting<\/span><\/span><span data-path-to-node=\"9,2,1,2\">.<\/span>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; bottom_padding=&#8221;3%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; 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mobile_content_alignment=&#8221;inherit&#8221; text_content=&#8221;How E\u00b2MAS supports Energy Efficiency in Manufacturing?&#8221;][\/split_line_heading][divider line_type=&#8221;No Line&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; left_padding_desktop=&#8221;-20&#8243; text_align=&#8221;left&#8221; css=&#8221;.vc_custom_1770097421185{padding-left: 50px !important;}&#8221;][vc_column_inner column_padding=&#8221;padding-3-percent&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;top-bottom&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;2\/5&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221;][divider line_type=&#8221;No Line&#8221;][image_with_animation image_url=&#8221;26840&#8243; animation=&#8221;Fade In&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221; margin_left=&#8221;-6&#8243;][vc_column_text css=&#8221;.vc_custom_1770188012450{padding-right: 60px !important;padding-left: 60px !important;}&#8221;]\n<h6 style=\"text-align: center;\">Assess <strong>equipment\u2019s energy usage<\/strong> in real time and identify <strong>hotspots<\/strong> of excessive energy usage.<\/h6>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;3\/5&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221;]<div class=\"iwithtext\"><div class=\"iwt-icon\"> <i class=\"icon-default-style fa fa-clock-o accent-color\"><\/i> <\/div><div class=\"iwt-text\"> \n<h4>Real\u2011Time Energy Monitoring<strong>(EMONS)<\/strong><\/h4>\n<p>E\u00b2MAS tracks electricity usage across machines and facility equipment in real time, displaying the data on a dashboard. This allows operations teams to see energy performance instantly instead of relying only on monthly utility bills. <\/div><div class=\"clear\"><\/div><\/div>[divider line_type=&#8221;No Line&#8221;]<div class=\"iwithtext\"><div class=\"iwt-icon\"> <img decoding=\"async\" src=\"https:\/\/glutenfreepleasure.com\/__proxy_domain\/www.limkimhai.com.sg\/wp-content\/uploads\/2026\/01\/factory-machine.png\" alt=\"machine\" \/> <\/div><div class=\"iwt-text\"> \n<h4>Machine Energy Analysis<\/h4>\n<article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-(--header-height)\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"c422399d-b96d-41b0-8e39-8b9b55d3a3d1\" data-testid=\"conversation-turn-13\" data-scroll-anchor=\"false\" data-turn=\"user\">\n<div class=\"text-base my-auto mx-auto pt-12 [--thread-content-margin:--spacing(4)] @w-sm\/main:[--thread-content-margin:--spacing(6)] @w-lg\/main:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col\" tabindex=\"-1\">\n<div class=\"flex max-w-full flex-col grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"user\" data-message-id=\"c422399d-b96d-41b0-8e39-8b9b55d3a3d1\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden items-end rtl:items-start\">\n<div class=\"user-message-bubble-color corner-superellipse\/1.1 relative rounded-[18px] px-4 py-1.5 data-[multiline]:py-3 max-w-[var(--user-chat-width,70%)]\" data-multiline=\"\">\n<div class=\"whitespace-pre-wrap\">Analyse data from Real\u2011Time Energy Monitoring(EMONS) that allows manufacturers to distinguish between value\u2011added production energy and non\u2011value\u2011added consumption during idle, standby, or abnormal operating states. This insight is critical for driving targeted efficiency improvements.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"z-0 flex justify-end\"><\/div>\n<\/div>\n<\/div>\n<\/article>\n<article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"4fde8eaa-0089-4579-8bd2-3335b7cef881\" data-testid=\"conversation-turn-14\" data-scroll-anchor=\"false\" data-turn=\"assistant\"><\/article>\n <\/div><div class=\"clear\"><\/div><\/div>[divider line_type=&#8221;No Line&#8221;]<div class=\"iwithtext\"><div class=\"iwt-icon\"> <i class=\"icon-default-style fa fa-spinner accent-color\"><\/i> <\/div><div class=\"iwt-text\"> \n<h4>Intelligent Hotspot Detection<\/h4>\n<p>Using historical best\u2011performance benchmarks, E\u00b2MAS identifies energy hotspots and abnormal spikes. These insights support faster root\u2011cause analysis, strengthening overall energy control systems within the factory. <\/div><div class=\"clear\"><\/div><\/div>[divider line_type=&#8221;No Line&#8221;]<div class=\"iwithtext\"><div class=\"iwt-icon\"> <i class=\"icon-default-style fa fa-pencil-square-o accent-color\"><\/i> <\/div><div class=\"iwt-text\"> \n<h4>Actionable Energy Analytics<\/h4>\n<p>Performs causal analysis to identify contributing factors behind energy inefficiencies, supporting engineers in fine-tuning machines and processes. <\/div><div class=\"clear\"><\/div><\/div>[divider line_type=&#8221;No Line&#8221;]<div class=\"iwithtext\"><div class=\"iwt-icon\"> <i class=\"icon-default-style fa fa-bar-chart-o accent-color\"><\/i> <\/div><div class=\"iwt-text\"> \n<h4>Energy and Regulatory Reporting<\/h4>\n<p>Compile energy data to provide to provide structured reports to track performance, identify usage patterns, and support regulatory reporting requirements. <\/div><div class=\"clear\"><\/div><\/div>[\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8221;full_width_background&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; bg_color=&#8221;rgba(0,0,0,0.03)&#8221; scene_position=&#8221;center&#8221; top_padding=&#8221;3%&#8221; bottom_padding=&#8221;3%&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; centered_text=&#8221;true&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; enable_animation=&#8221;true&#8221; animation=&#8221;fade-in-from-bottom&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text]\n<h2 style=\"color: #0064aa;\">E\u00b2MAS Implementation: Before vs. After Comparison<\/h2>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/4&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; enable_animation=&#8221;true&#8221; animation=&#8221;fade-in-from-bottom&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; delay=&#8221;50&#8243;][divider line_type=&#8221;No Line&#8221;][vc_custom_heading text=&#8221;See the measurable impact of E\u00b2MAS on manufacturing operations. The table below highlights key performance improvements before and after implementation.&#8221; font_container=&#8221;tag:p|text_align:center|color:rgba(10%2C10%2C10%2C0.65)&#8221; use_theme_fonts=&#8221;yes&#8221; css_animation=&#8221;none&#8221;][\/vc_column_inner][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/4&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; enable_animation=&#8221;true&#8221; animation=&#8221;fade-in-from-bottom&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; offset=&#8221;vc_hidden-sm vc_hidden-xs&#8221;][nectar_horizontal_list_item columns=&#8221;3&#8243; column_layout_using_3_columns=&#8221;even&#8221; col_1_text_align=&#8221;center&#8221; col_2_text_align=&#8221;left&#8221; col_3_text_align=&#8221;left&#8221; col_1_text_element=&#8221;h4&#8243; col_2_text_element=&#8221;h4&#8243; col_3_text_element=&#8221;h4&#8243; font_family=&#8221;h4&#8243; hover_effect=&#8221;default&#8221; hover_color=&#8221;accent-color&#8221; icon_family=&#8221;none&#8221; icon_size=&#8221;regular&#8221; col_1_content=&#8221;Feature&#8221; col_2_content=&#8221;Before E\u00b2MAS Implementation&#8221; col_3_content=&#8221;After E\u00b2MAS Implementation&#8221;][nectar_horizontal_list_item columns=&#8221;3&#8243; column_layout_using_3_columns=&#8221;even&#8221; col_1_text_align=&#8221;center&#8221; col_2_text_align=&#8221;left&#8221; col_3_text_align=&#8221;left&#8221; col_1_text_element=&#8221;h4&#8243; col_2_text_element=&#8221;p&#8221; col_3_text_element=&#8221;p&#8221; font_family=&#8221;h4&#8243; hover_effect=&#8221;none&#8221; icon_family=&#8221;none&#8221; icon_size=&#8221;regular&#8221; col_1_content=&#8221;Energy Consumption&#8221; col_2_content=&#8221;Limited detection of hotspots or excessive usage.&#8221; col_3_content=&#8221;Up to 20% reduction in total energy consumption.&#8221;][nectar_horizontal_list_item columns=&#8221;3&#8243; column_layout_using_3_columns=&#8221;even&#8221; col_1_text_align=&#8221;center&#8221; col_2_text_align=&#8221;left&#8221; col_3_text_align=&#8221;left&#8221; col_1_text_element=&#8221;h4&#8243; col_2_text_element=&#8221;p&#8221; col_3_text_element=&#8221;p&#8221; font_family=&#8221;h4&#8243; hover_effect=&#8221;none&#8221; icon_family=&#8221;none&#8221; icon_size=&#8221;regular&#8221; col_1_content=&#8221;Carbon Footprint&#8221; col_2_content=&#8221;Manual or difficult assessment of greenhouse gas emissions.&#8221; col_3_content=&#8221;Up to 20% reduction in carbon emissions with live tracking.&#8221;][nectar_horizontal_list_item columns=&#8221;3&#8243; column_layout_using_3_columns=&#8221;even&#8221; col_1_text_align=&#8221;center&#8221; col_2_text_align=&#8221;left&#8221; col_3_text_align=&#8221;left&#8221; col_1_text_element=&#8221;h4&#8243; col_2_text_element=&#8221;p&#8221; col_3_text_element=&#8221;p&#8221; font_family=&#8221;h4&#8243; hover_effect=&#8221;none&#8221; icon_family=&#8221;none&#8221; icon_size=&#8221;regular&#8221; col_1_content=&#8221;Data Visibility&#8221; col_2_content=&#8221;Hidden energy gaps and poor equipment oversight.&#8221; col_3_content=&#8221;Up to 80% increase in visibility of machine-level energy efficiency.&#8221;][nectar_horizontal_list_item columns=&#8221;3&#8243; column_layout_using_3_columns=&#8221;even&#8221; col_1_text_align=&#8221;center&#8221; col_2_text_align=&#8221;left&#8221; col_3_text_align=&#8221;left&#8221; col_1_text_element=&#8221;h4&#8243; col_2_text_element=&#8221;p&#8221; col_3_text_element=&#8221;p&#8221; font_family=&#8221;h4&#8243; hover_effect=&#8221;none&#8221; icon_family=&#8221;none&#8221; icon_size=&#8221;regular&#8221; col_1_content=&#8221;Reporting Effort&#8221; col_2_content=&#8221;Time-consuming manual data collection for management.&#8221; col_3_content=&#8221;One-click automated report generation for instant review.&#8221;][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; column_element_spacing=&#8221;default&#8221; centered_text=&#8221;true&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/6&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; offset=&#8221;vc_hidden-lg vc_hidden-md&#8221;][vc_column_text]\n<table dir=\"ltr\" style=\"height: 468px;\" border=\"1\" width=\"158\" cellspacing=\"0\" cellpadding=\"0\" data-sheets-root=\"1\" data-sheets-baot=\"1\">\n<colgroup>\n<col width=\"57\" \/>\n<col width=\"311\" \/>\n<col width=\"277\" \/><\/colgroup>\n<tbody>\n<tr>\n<td>Feature<\/td>\n<td>Before E\u00b2MAS<br \/>\nImplementation<\/td>\n<td>After<br \/>\nE\u00b2MAS Implementation<\/td>\n<\/tr>\n<tr>\n<td>Energy<br \/>\nConsumption<\/td>\n<td>Limited detection of hotspots or excessive usage.<\/td>\n<td>Up to 20% reduction in total energy consumption.<\/td>\n<\/tr>\n<tr>\n<td>Carbon<br \/>\nFootprint<\/td>\n<td>Manual or difficult assessment of greenhouse gas emissions.<\/td>\n<td>\n<div>\n<div>Up to 20% reduction in carbon emissions with live tracking.<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td>Data<br \/>\nVisibility<\/td>\n<td>Hidden energy gaps and poor equipment oversight.<\/td>\n<td>\n<div>\n<div>Up to 80% increase in visibility of machine-level energy efficiency.<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<tr>\n<td>Reporting<br \/>\nEffort<\/td>\n<td>Time-consuming manual data collection for management.<\/td>\n<td>\n<div>\n<div>One-click automated report generation for instant review.<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; 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shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; top_margin=&#8221;30&#8243; column_element_spacing=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][split_line_heading animation_type=&#8221;default&#8221;]\n<h2><strong><span style=\"color: #0163a7;\">Frequently Asked Questions (FAQs)<\/span><\/strong><\/h2>\n[\/split_line_heading][divider line_type=&#8221;No Line&#8221;][toggles style=&#8221;default&#8221;][toggle color=&#8221;Accent-Color&#8221; title=&#8221;What equipment is E\u00b2MAS designed to monitor?&#8221;][vc_column_text]E\u00b2MAS is designed to monitor <strong>factory machines<\/strong> such as CNC machines, moulding machines, heating equipment and similar production machinery. It enables granular Machine Energy Monitoring and real-time tracking of energy consumption, providing insights that help you optimise your operations and support an industrial energy management system.[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;How can businesses benefit from E\u00b2MAS?&#8221;][vc_column_text]Key advantages of E\u00b2MAS for machine-level energy monitoring:<br \/>\n&#8211; Monitor energy performance and utilisation of <strong>machines and facility equipment<\/strong> in real time<br \/>\n&#8211; Capture <strong>energy consumption patterns<\/strong> across your facilities<br \/>\n&#8211; Identify machine with high energy consumption and drive optimistic for energy efficiency<br \/>\n&#8211; Compare machines to find more energy-efficient operations and optimise processes<br \/>\n&#8211; Support <strong>energy and greenhouse gas reporting<\/strong> with actionable insights and standardised reports[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;What makes E\u00b2MAS different from a standard industrial energy monitoring(EMONS) system?&#8221;][vc_column_text]E\u00b2MAS is a data-driven industrial <strong>energy management system<\/strong> developed by A*STAR, designed to go beyond standard meters by linking energy data to machine performance. It enables <strong>Machine Energy Monitoring<\/strong> to track energy consumption at the equipment level, providing insights into efficiency and identifying hidden energy losses that standard systems may overlook.[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;How does E\u00b2MAS help to reduce operational costs and energy waste?&#8221;][vc_column_text]By using advanced <strong>energy control systems<\/strong>, E\u00b2MAS identifies equipment &#8220;hotspots&#8221; and anomalies in real-time. This <strong>industrial energy management<\/strong> <strong>system<\/strong> allows you to benchmark performance against your &#8220;historical best,&#8221; driving up to 20% reduction in waste and emissions while keeping your facility within its optimized power budget.[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;Does E\u00b2MAS require major changes to existing factory systems?&#8221;][vc_column_text]No major changes are required to core production systems. E\u00b2MAS works by connecting power meters and data collection devices to selected machines and facility equipment to capture real-time energy data. This allows you to implement E\u00b2MAS progressively without disrupting day-to-day operations.[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;Can E\u00b2MAS support carbon reporting and ESG reporting in Singapore?&#8221;][vc_column_text]E\u00b2MAS generates structured energy and emissions data that can support internal reviews and regulatory reporting. You can use this data as part of a <strong>carbon reporting solution<\/strong> and <strong>ESG reporting<\/strong> process, helping track and manage energy consumption at the machinery level.[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;What is value-adding vs non-value-adding machine time?&#8221;][vc_column_text]Value-adding time is when your machines are actively producing output, while non-value-adding time occurs when they are powered or running without output. Identifying both helps you improve productivity, increase equipment utilization, and reduce wasted energy by targeting idle running, delays and loss time.[\/vc_column_text][\/toggle][toggle color=&#8221;Accent-Color&#8221; title=&#8221;What are energy consumption hotspots and why are they important?&#8221;][vc_column_text]A <strong>hotspot<\/strong> is a machine, component, or operating period with unusually high power draw versus expected levels. 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