{"id":29559,"date":"2025-10-30T14:31:48","date_gmt":"2025-10-30T06:31:48","guid":{"rendered":"https:\/\/aiportek.com\/?p=29559"},"modified":"2025-11-17T14:53:46","modified_gmt":"2025-11-17T06:53:46","slug":"aisim-3dgs-autonomous-driving-simulation","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/aisim-3dgs-autonomous-driving-simulation\/","title":{"rendered":"aiSim 3DGS Autonomous Driving Simulation Solution - High Fidelity Scene Reconstruction \u00d7 Digital Dawn \u00d7 Intelligent Test Closure"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"29559\" class=\"elementor elementor-29559\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-303a47ec elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-content-middle elementor-section-height-default elementor-section-items-middle\" data-id=\"303a47ec\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-27d5e225\" data-id=\"27d5e225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4e369ae3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e369ae3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6555484e\" data-id=\"6555484e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397ef20e elementor-widget elementor-widget-heading\" data-id=\"397ef20e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke's latest articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5c0d9b elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"4b5c0d9b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HongKe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d18033c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d18033c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f96cecf\" data-id=\"1f96cecf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fd50b9b elementor-widget elementor-widget-text-editor\" data-id=\"fd50b9b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d303089 elementor-widget elementor-widget-text-editor\" data-id=\"d303089\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4b0e7b4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b0e7b4e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7a4b7cfc\" data-id=\"7a4b7cfc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79a3214 elementor-widget elementor-widget-heading\" data-id=\"79a3214\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">From \"reconstruction\" to \"usability\": How aiSim 3DGS closes the loop on automated driving simulation scenarios?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-226f412 elementor-widget elementor-widget-post-info\" data-id=\"226f412\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-2358f4d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/author\/hongketechnology\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-user-circle\" viewbox=\"0 0 496 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elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2025\/10\/30\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 30, 2025<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c027dd7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c027dd7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a8309a elementor-widget elementor-widget-text-editor\" data-id=\"3a8309a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"330\" data-end=\"490\">In the rapid development of automated driving technology, high precision and high fidelity simulation scene construction is the core key.<strong>3D Gaussian Splatting (3DGS)<\/strong>With efficient rendering and realistic scene restoration capabilities, 3DGS has gradually become the focus of 3D reconstruction and simulation. However, in practical applications, how to efficiently transform heterogeneous data from multiple sources into usable 3DGS scenes and ensure their consistency with the real environment is still a pain point in the industry.<\/p><p data-start=\"492\" data-end=\"679\">Addressing the challenge of landing 3DGS for automated driving simulations.<strong data-start=\"512\" data-end=\"527\">aiSim Solution<\/strong>A complete closed-loop process from raw data standardization to high-fidelity simulation validation has been constructed: through the <strong data-start=\"560\" data-end=\"574\">aiData Toolchain<\/strong> Realize multi-source data concordance; ensure high realism of the scene by combining algorithms; and <strong data-start=\"601\" data-end=\"613\">GGSR Renderer<\/strong> It achieves a \"high efficiency + realistic\" rendering closed loop, and can freely configure extreme environments such as rainstorms and nighttime, simulate multimodal sensors, and virtual traffic flow to cover various extreme test conditions of autonomous driving.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9aba933 elementor-widget elementor-widget-heading\" data-id=\"9aba933\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">3DGS Underlying Technology Analysis<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3381e7 elementor-widget elementor-widget-text-editor\" data-id=\"d3381e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"516\" data-end=\"571\">3DGS is a technology based on <strong data-start=\"714\" data-end=\"750\">3D Gaussian Distribution<\/strong> The core concept of the scene representation is to transform each object in the scene into multiple 3D Gaussian points. Each Gaussian point acts as a \"data capsule\" containing key information such as position, covariance matrix, and opacity, which is used to accurately depict the geometric contours and lighting characteristics of the scene.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67e048a elementor-widget elementor-widget-image\" data-id=\"67e048a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"638\" height=\"376\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141413.png\" class=\"attachment-large size-large wp-image-29563\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141413.png 638w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141413-300x177.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141413-18x12.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141413-600x354.png 600w\" sizes=\"(max-width: 638px) 100vw, 638px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b759a1f elementor-widget elementor-widget-text-editor\" data-id=\"b759a1f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Discretely distributed Gaussian points (left) \u2192 three-dimensional world composed of multiple Gaussian points (right)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a30996 elementor-widget elementor-widget-text-editor\" data-id=\"5a30996\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"516\" data-end=\"571\">From a process perspective, 3DGS first utilizes the <strong data-start=\"914\" data-end=\"944\">SfM (Structure from Motion)<\/strong> Data preprocessing. Through multi-view image analysis, the technology corrects the camera position and restores its internal and external parameters, generating sparse point clouds that serve as the basis for subsequent scene construction. Based on these point clouds, the system initializes a set of 3D Gaussian points with initial values for position, covariance matrix, and opacity.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b4394c elementor-widget elementor-widget-image\" data-id=\"4b4394c\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"686\" height=\"131\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141552.png\" class=\"attachment-large size-large wp-image-29564\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141552.png 686w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141552-300x57.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141552-18x3.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141552-600x115.png 600w\" sizes=\"(max-width: 686px) 100vw, 686px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca6250e elementor-widget elementor-widget-text-editor\" data-id=\"ca6250e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>3DGS Process Schematic<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c12e546 elementor-widget elementor-widget-text-editor\" data-id=\"c12e546\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1071\" data-end=\"1179\">During the training phase, 3DGS will continue to optimize the position, shape and transparency of the Gaussian points with innovative<strong data-start=\"1108\" data-end=\"1121\">Adaptive Density Control Strategy<\/strong>. Gaussian points with low contribution to the scene are automatically removed after each reverse propagation, and keypoints are split or cloned according to detail requirements to balance efficiency and detailed representation.<\/p><p data-start=\"1181\" data-end=\"1317\">In contrast to the traditional <strong data-start=\"1185\" data-end=\"1218\">NeRF (Neural Radiance Fields)<\/strong> Compared to 3DGS, NeRF has a significant advantage in generating realistic continuous 3D scenes and mapping spatial coordinates to colors and densities, but it is computationally intensive, and the training of a single scene often requires a lot of computational power and time, especially at high-resolution outputs.<\/p><p data-start=\"1319\" data-end=\"1435\">In addition, NeRF has limited editability and any scene editing requires retraining of the entire process, whereas 3DGS is a new and more efficient way of editing with<strong data-start=\"1360\" data-end=\"1368\">Apparent Modeling<\/strong>The 3D Gaussian points capture the details of the scene, enable highly accurate reconstruction, and support the development of a new, more accurate rendering of the scene, while avoiding the training overhead of a highly loaded neural network.<strong data-start=\"1426\" data-end=\"1434\">Instant Rendering<\/strong>The<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f5c3d7 elementor-widget elementor-widget-image\" data-id=\"4f5c3d7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"677\" height=\"296\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141635.png\" class=\"attachment-large size-large wp-image-29565\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141635.png 677w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141635-300x131.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141635-18x8.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141635-600x262.png 600w\" sizes=\"(max-width: 677px) 100vw, 677px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37d96de elementor-widget elementor-widget-text-editor\" data-id=\"37d96de\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Comparison of NeRF and 3DGS Realization Processes<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54d03fe elementor-widget elementor-widget-text-editor\" data-id=\"54d03fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1071\" data-end=\"1179\">However, 3DGS is not perfect. In extremely complex 3D scenes, a large number of Gaussian points may be required to visualize every detail, resulting in a higher computational and memory burden. Currently, 3DGS is mostly used for static reconstruction, so how to efficiently handle this?<strong data-start=\"1551\" data-end=\"1559\">Dynamic Scene<\/strong>Accurately tracking the shape and trajectory of an object remains a scientific and engineering challenge.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d254321 elementor-widget elementor-widget-heading\" data-id=\"d254321\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">3DGS Total Process Solution based on aiSim<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1928a3 elementor-widget elementor-widget-text-editor\" data-id=\"f1928a3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">Raw Data Entry and Standardization<\/span><\/h3><p>Starting from multi-source sensor data, real road images, point clouds, and positional data are captured by cameras, LiDAR, and in-vehicle motion sensors. In the face of heterogeneity in format, accuracy and timestamps, the<strong data-start=\"1711\" data-end=\"1725\">aiData Toolchain<\/strong> Standardized conversion of third-party data allows point clouds, images, and calibration information to work in unison to ensure accurate execution of follow-up processes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4665150 elementor-widget elementor-widget-text-editor\" data-id=\"4665150\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">3D Scene Preprocessing<\/span><\/h3><p data-start=\"1782\" data-end=\"1816\">incorporate <strong data-start=\"1785\" data-end=\"1811\">3D auto annotation, 2D semantic segmentation, camera position optimization<\/strong> Three parts:<\/p><ul><li data-start=\"1818\" data-end=\"1964\"><strong data-start=\"1826\" data-end=\"1837\">3D auto annotation:<\/strong>In the aiData toolchain, image, point cloud, and millimeter wave features are fused by multimodal data and Super MS2N algorithm to accurately identify 3D targets and generate annotation frames. \"The Non-Causal Tracking (NCT) module optimizes the trajectory across frames, corrects errors, and finally outputs high-precision GT data to semantically associate 3DGS scenes.<\/li><li data-start=\"1818\" data-end=\"1964\"><strong data-start=\"1999\" data-end=\"2010\">2D semantic segmentation:<\/strong>Semantic segmentation of image data and output of annotations to assist in 3D detail optimization.<\/li><li data-start=\"1818\" data-end=\"1964\"><strong data-start=\"2054\" data-end=\"2064\">Camera Position Optimization:<\/strong>Calibrate and optimize sensor positions to ensure accurate spatial coordinates for 3D reconstruction.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f578c1e elementor-widget elementor-widget-text-editor\" data-id=\"f578c1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">3DGS Scene Reconstruction<\/span><\/h3><p>Based on high quality data after cleaning, the<strong data-start=\"2134\" data-end=\"2154\">aiSim initiates neural network reconstruction process<\/strong>: Combining the geometric generalization capabilities of NeRF with the real-time rendering features of 3DGS to build the <strong data-start=\"2191\" data-end=\"2204\">T-S transmodal structure<\/strong>In this work, the depth, normal, appearance, and other supervision signals learned from NeRF are migrated to the Gaussian parameter optimization of 3DGS through the multimodal synergy training (LiDAR depth constraints are introduced). Finally, the discrete point clouds and images are transformed into continuous 3D Gaussian scenes, realizing the efficient mapping of \"real scene \u2192 digital derivative\".<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4e3957 elementor-widget elementor-widget-image\" data-id=\"a4e3957\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"449\" height=\"471\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141840.png\" class=\"attachment-large size-large wp-image-29566\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141840.png 449w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141840-286x300.png 286w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141840-11x12.png 11w\" sizes=\"(max-width: 449px) 100vw, 449px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbb6198 elementor-widget elementor-widget-text-editor\" data-id=\"cbb6198\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Schematic diagram of scene reconstruction model<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0abc745 elementor-widget elementor-widget-text-editor\" data-id=\"0abc745\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2353\" data-end=\"2448\">The T-S structure serves as a key bridge to enable the depth and appearance signals learned by NeRF to be smoothly injected into 3DGS, which, combined with the LiDAR depth constraints, further enhances the geometric accuracy so that the Gaussian point locations and the covariance matrices can be optimized to highly match the real-world scenarios.<\/p><p data-start=\"2450\" data-end=\"2500\">Through this process, discrete point clouds and image data are transformed into a continuous and realistic 3D Gaussian scene, laying a reliable foundation for subsequent scene editing and simulation.<\/p><p data-start=\"2450\" data-end=\"2500\">To verify the accuracy of the reconstruction<strong data-start=\"2532\" data-end=\"2573\">aiSim Introduces DEVIANT and Mask2Former Dual Algorithm Calibration<\/strong>DEVIANT focuses on geometric accuracy and simulates monocular 3D inspection logic to detect whether the depth, position and size of vehicles and pedestrians in the scene are the same, avoiding target drift and deformation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-562c6be elementor-widget elementor-widget-image\" data-id=\"562c6be\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"687\" height=\"250\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141933.png\" class=\"attachment-large size-large wp-image-29567\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141933.png 687w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141933-300x109.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141933-18x7.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-141933-600x218.png 600w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c9c87a8 elementor-widget elementor-widget-text-editor\" data-id=\"c9c87a8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Validation of 3D target inspection based on DEVIANT algorithm<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b352319 elementor-widget elementor-widget-text-editor\" data-id=\"b352319\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2688\" data-end=\"2734\">The results show that the model is able to successfully recognize reconstructed vehicles without significant domain bias; the non-detection at long range is due to model range limitation.<\/p><p data-start=\"2736\" data-end=\"2803\">Mask2Former Focus<strong data-start=\"2751\" data-end=\"2760\">pixel consistency<\/strong>In order to verify the texture and boundary consistency, the reconstructed rendering is compared with the real image by semantic segmentation, and the local features are extracted to verify the texture and boundary consistency.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62ff760 elementor-widget elementor-widget-image\" data-id=\"62ff760\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"679\" height=\"228\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142019.png\" class=\"attachment-large size-large wp-image-29568\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142019.png 679w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142019-300x101.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142019-18x6.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142019-600x201.png 600w\" sizes=\"(max-width: 679px) 100vw, 679px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53da76d elementor-widget elementor-widget-text-editor\" data-id=\"53da76d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Measure the difference between synthesized and real data based on Mask2Former.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e1f584b elementor-widget elementor-widget-text-editor\" data-id=\"e1f584b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2688\" data-end=\"2734\">The comprehensive results show that aiSim's 3DGS reconstruction is highly compatible with the real environment in terms of geometry, texture, and semantics, realizing \"both the spirit and the shape\", and providing a credible simulation basis for the autonomous driving test.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46cd2df elementor-widget elementor-widget-text-editor\" data-id=\"46cd2df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"999\" data-end=\"1021\"><span style=\"color: #003366;\">Scene Editing and Simulation Closures<\/span><\/h3><p data-start=\"2950\" data-end=\"3054\"><strong data-start=\"2950\" data-end=\"2966\">aiSim scene editing tool<\/strong> Provides powerful customization capabilities: Flexibility to add virtual traffic flow on top of the 3DGS base scene to set vehicle routes, speeds and densities to simulate city or highway scenes; also supports extreme climates such as rainstorms, snowstorms, night lighting, etc. to enhance test fidelity.<\/p><p data-start=\"3056\" data-end=\"3114\">Deploying multi-mode sensors can simulate the behavior of different sensors in various environments, which can comprehensively test the fusion capability of autonomous driving on multi-source data and expand the application value of a single scene.<\/p><p data-start=\"3056\" data-end=\"3114\"><strong data-start=\"3157\" data-end=\"3202\">GGSR (General Gaussian Splatting Renderer)<\/strong> The high-fidelity rendering core is deeply optimized for wide-angle lens distortion, ensuring high consistency and clarity at large FOVs and reducing artifacts. It also supports arbitrary camera distortion models to accurately simulate color, brightness, contrast, and distortion corrections so that the simulated data more closely matches the real sensor output. Based on the shared ray-Gaussian interaction logic, it can accurately simulate laser reflection and collision behaviors, realizing a complete closed loop from data acquisition to simulation verification.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba93655 elementor-widget elementor-widget-image\" data-id=\"ba93655\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"489\" height=\"355\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142209.png\" class=\"attachment-large size-large wp-image-29569\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142209.png 489w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142209-300x218.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2025\/10\/\u5c4f\u5e55\u622a\u56fe-2025-10-30-142209-18x12.png 18w\" sizes=\"(max-width: 489px) 100vw, 489px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-350375a elementor-widget elementor-widget-text-editor\" data-id=\"350375a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Render Pipeline Overview<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6215777 elementor-widget elementor-widget-heading\" data-id=\"6215777\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">Value Closure of aiSim 3DGS Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db23971 elementor-widget elementor-widget-text-editor\" data-id=\"db23971\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"3434\" data-end=\"3519\">Hi-Tech aiSim 3DGS Solution Builds \"The Future of 3DGS\" with Full-Process Technological Innovation<strong data-start=\"3461\" data-end=\"3486\">Data standardization - Scene high fidelity - Simulation full coverage<\/strong>The value loop of \"3DGS\" will be closed, realizing the transformation of 3DGS from technical potential to engineering practice.<\/p><p data-start=\"3521\" data-end=\"3688\">In terms of pain point solution, aiData toolchain coordinates multi-source data to overcome the fragmentation of 3DGS input; T-S architecture combines the strengths of NeRF and 3DGS with LiDAR depth constraints to achieve accurate geometry and appearance reconstruction; DEVIANT and Mask2Former double verification ensures that the reconstructed scene is consistent with the real environment; and GGSR Renderer combines high efficiency and high fidelity to satisfy the stringent requirements of autonomous driving simulation. The GGSR renderer combines high efficiency and high fidelity to meet the demanding needs of autonomous driving simulation.<\/p><p data-start=\"3690\" data-end=\"3819\">In terms of application value, the solution enables efficient mapping from real-world scenes to digital tachyons and supports flexible configurations of extreme weather, virtual traffic flow, and multimodal sensors, allowing a single scene to be extended to a variety of test scenarios.<br data-start=\"3759\" data-end=\"3762\" \/>these <strong data-start=\"3764\" data-end=\"3782\">\"Data-Scene-Test Closed Loop Capability<\/strong> It not only reduces the reliance on real-world testing, but also provides a highly reliable simulation environment for the iteration of autonomous driving algorithms.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ed7c8 elementor-widget elementor-widget-button\" data-id=\"45ed7c8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/aiportek.com\/adas-simulator-aisim\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Go to aiSim Product Page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-9049411 e-flex e-con-boxed e-con e-parent\" data-id=\"9049411\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfcf4de e-flex e-con-boxed e-con e-parent\" data-id=\"cfcf4de\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc1b58 elementor-widget elementor-widget-heading\" data-id=\"dbc1b58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Other Articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74adc8f elementor-posts--align-left elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"74adc8f\" data-element_type=\"widget\" data-settings=\"{&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34591 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-decisions tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/decisions-automation-vs-process-automation-hongke\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"984\" height=\"438\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002.webp\" class=\"attachment-full size-full wp-image-34596\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002.webp 984w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-300x134.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-768x342.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-18x8.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/10002-600x267.webp 600w\" sizes=\"(max-width: 984px) 100vw, 984px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/decisions-automation-vs-process-automation-hongke\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHongke Solutions] Decision Automation vs Process Automation: Breaking the Bottleneck of B2B Digital Transformation\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Just because a process is fast doesn't mean a decision is fast! HongKe explains how to systematize \"decision logic\" through the Decisions platform. From discount authorization to risk management, decision automation can dramatically improve consistency and compliance, helping Hong Kong and Southeast Asian companies achieve high-quality growth. Learn more about our automation upgrades today!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/decisions-automation-vs-process-automation-hongke\/\" aria-label=\"Read more about Decision Automation vs Process Automation: Breaking the Bottleneck of B2B Digital Transformation\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 8, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34584 post type-post status-publish format-standard has-post-thumbnail hentry category-1 tag-vuzix tag-42\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/hongke-ar-power-industry-solution-award-2025\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"810\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640.webp\" class=\"attachment-full size-full wp-image-34585\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640.webp 1080w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-300x225.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-1024x768.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-768x576.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-16x12.webp 16w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/640-600x450.webp 600w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dynamic<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/hongke-ar-power-industry-solution-award-2025\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHONGKE News] HONGKE AR Power Solution Won the Most Valuable Solution of the Year Award of Automation 2025 China\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Hongke's AR power industry solution was honored as the \"2025 China Automation Annual Most Valuable Solution\". The solution integrates AR glasses, ARSOP and AI recognition, effectively improves the efficiency of power operation and maintenance, realizes 80% return on investment (ROI), and helps enterprises in digital transformation.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/hongke-ar-power-industry-solution-award-2025\/\" aria-label=\"Read more about Hongke News] Hongke AR Power Solution Wins 2025 China Automation Annual Most Valuable Solution Award\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 5, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34573 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-gnss tag-67\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/decisions-low-code\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1435\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4.jpg\" class=\"attachment-full size-full wp-image-34575\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4.jpg 2560w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-300x168.jpg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-1024x574.jpg 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-768x431.jpg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-1536x861.jpg 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-2048x1148.jpg 2048w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-18x10.jpg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/output.lin-4-600x336.jpg 600w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/decisions-low-code\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tHongke Solutions] Process \u2260 Decision: The Most Often Ignored Technical Divide in Enterprise Digital Transformation Architecture\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Process management is the foundation of enterprise digital transformation, but the technical positioning of process systems determines that they are incapable of undertaking complex decision-making functions. Embedding decision logic into processes not only leads to system bloat and maintenance difficulties, but also limits the extensibility of an enterprise's digital architecture.Decisions provides a practical solution to decouple processes and decisions through a standardized technical architecture, flexible rules management capabilities and seamless integration, helping enterprises create a simple, efficient and scalable digital architecture.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/decisions-low-code\/\" aria-label=\"Read more about Process \u2260 Decision: The Most Often Ignored Technology Divide in the Enterprise Digital Transformation Framework\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 30, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"31\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">\"<\/span>\n<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<span class=\"page-numbers dots\">...<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\n<a class=\"page-numbers next\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/page\/2\/\">\"<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>By combining 3D Gaussian Splatting technology with NeRF, LiDAR and GGSR renderers, HONGKE aiSim 3DGS solution builds a closed loop from data standardization to simulation validation, realizing high-fidelity scene reconstruction and digital mapping, and helping to accurately test and optimize the automated driving system under extreme working conditions.<\/p>","protected":false},"author":1,"featured_media":29563,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[18],"tags":[65,64],"class_list":["post-29559","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18","tag-aimotive","tag-64"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/comments?post=29559"}],"version-history":[{"count":5,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/revisions"}],"predecessor-version":[{"id":29574,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/29559\/revisions\/29574"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media\/29563"}],"wp:attachment":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media?parent=29559"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/categories?post=29559"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/tags?post=29559"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}