{"id":34221,"date":"2026-04-14T10:06:17","date_gmt":"2026-04-14T02:06:17","guid":{"rendered":"https:\/\/aiportek.com\/?p=34221"},"modified":"2026-04-14T10:06:21","modified_gmt":"2026-04-14T02:06:21","slug":"hongke-dual-modal-autonomous-driving-simulation-3dgs-aisim","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/hongke-dual-modal-autonomous-driving-simulation-3dgs-aisim\/","title":{"rendered":"HongKe Solution] HongKe Dual Mode Simulation Test Solution: 3DGS and aiSim | Digital Life"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"34221\" class=\"elementor elementor-34221\" 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\">HONGKE Solution] HONGKE Dual Mode Simulation Test Solution: Leading the Physical Digital Revolution for End-to-End Autonomous Driving<\/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\" 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elementor-repeater-item-a689c23 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2026\/04\/14\/\">\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>April 14, 2026<\/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-path-to-node=\"6\">along with<b data-path-to-node=\"6\" data-index-in-node=\"2\">End-to-End Automated Driving Architecture<\/b>With the emergence of the \"real world\", the traditional rule-based simulation test is encountering the double bottleneck of \"lack of realism\" and \"difficult to generalize the scene\".<\/p><p data-path-to-node=\"7\">In this article, we're going to take a deeper look at<b data-path-to-node=\"7\" data-index-in-node=\"7\">Hongke Launches Dual Mode Emulation Test Solution<\/b>: On the one hand, it relies on <b data-path-to-node=\"7\" data-index-in-node=\"38\">aiSim<\/b> Providing certainty<b data-path-to-node=\"7\" data-index-in-node=\"50\">Physical Sensor Modeling<\/b>; and on the other hand, through <b data-path-to-node=\"7\" data-index-in-node=\"66\">World Extractor<\/b> Realize the benefits based on <b data-path-to-node=\"7\" data-index-in-node=\"87\">3DGS\/NeRF<\/b> We will focus on how these two techniques can be generalized to realize dynamic traffic flows while preserving the visual fidelity of the real world through Hybrid Rendering. We will focus on how these two techniques can be used to generalize the dynamic traffic flow through Hybrid Rendering to create a Digital Twin environment for Closed-loop Verification while preserving the visual fidelity of the real world.<\/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\">01. Key Challenges in End-to-End Testing<\/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-path-to-node=\"10\">The core contradiction in automated driving simulation testing has long existed in the<b data-path-to-node=\"10\" data-index-in-node=\"20\">Physical Reality (Realism)<\/b>\"The \"M\" is the same as the \"M\" in the \"M\".<b data-path-to-node=\"10\" data-index-in-node=\"37\">Simulation Controllability<\/b>The \"between\" approach is the same as that of the \"between\" approach. Based on this, HONGKEI has constructed two independent and complementary technology routes, forming a complete tool chain ecosystem:<\/p><ul><li data-path-to-node=\"11,0,0\"><b data-path-to-node=\"11,0,0\" data-index-in-node=\"0\">Physically driven routes (Model-based):<\/b> in order to <b data-path-to-node=\"11,0,0\" data-index-in-node=\"23\">aiSim simulation platform<\/b>Based on a high-precision 3D mesh and physical material system, the core provides <b data-path-to-node=\"11,0,0\" data-index-in-node=\"59\">ISO 26262 ASIL D certification level<\/b>The qualitative simulation focuses on closed-loop verification, sensor modeling, and the construction of corner cases.<\/li><li data-path-to-node=\"11,1,0\"><b data-path-to-node=\"11,1,0\" data-index-in-node=\"0\">Data-driven routes:<\/b> in order to <b data-path-to-node=\"11,1,0\" data-index-in-node=\"23\">World Extractor Toolchain<\/b>The core of the program is the use of <b data-path-to-node=\"11,1,0\" data-index-in-node=\"49\">3DGS<\/b> cap (a poem) <b data-path-to-node=\"11,1,0\" data-index-in-node=\"56\">NeRF<\/b> technology to automatically reconstruct the real collected data into a high-fidelity digital world, focusing on solving the perceptual model of the <b data-path-to-node=\"11,1,0\" data-index-in-node=\"96\">Sim-to-Real Gap<\/b>The<\/li><\/ul><p data-path-to-node=\"12\">These two routes are not isolated, but converge at the endpoint through a hybrid rendering architecture to provide a \"smart driving\" solution for high-end smart drivers.<b data-path-to-node=\"12\" data-index-in-node=\"34\">Realistic static environments and controllable dynamic targets<\/b>\"Closed-loop testing capability.<\/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-a6e10d8 elementor-widget elementor-widget-heading\" data-id=\"a6e10d8\" 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\">02. aiSim: a qualitative high-fidelity physics engine<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9b53e34 elementor-widget elementor-widget-text-editor\" data-id=\"9b53e34\" 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=\"756\" data-end=\"888\"><b data-path-to-node=\"15\" data-index-in-node=\"0\">aiSim<\/b> Not just a player for neural rendering, but a standalone, physically based, high performance<b data-path-to-node=\"15\" data-index-in-node=\"36\">Full Stack Simulation Platform<\/b>It integrates key functions of autonomous driving test such as dynamics simulation, weather environment system, physical sensor model and scene editing. It integrates the key functions of automated driving test such as dynamics simulation, weather environment system, physical sensor modeling and scene editing.<b data-path-to-node=\"15\" data-index-in-node=\"86\">The world's first ISO 26262 ASIL D certified.<\/b>The core value is to provide high-fidelity outputs for end-to-end smart driving systems and to perform effective closed-loop testing. Its core value lies in providing high-fidelity, deterministic outputs for end-to-end smart driving systems with effective closed-loop testing.<\/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 fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"288\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640-1024x288.webp\" class=\"attachment-large size-large wp-image-33878\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640-1024x288.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640-300x84.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640-768x216.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640-18x5.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640-600x169.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/03\/640.webp 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-d3aca9a elementor-widget elementor-widget-heading\" data-id=\"d3aca9a\" 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\">In-house rendering engine and certainty<\/h2>\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-path-to-node=\"17\">Unlike game engine-based solutions (e.g. UE\/Unity), aiSim utilizes its own in-house developed, in-house game engine-based solution. <b data-path-to-node=\"17\" data-index-in-node=\"39\">Vulkan API<\/b> The rendering pipeline:<\/p><ul><li data-path-to-node=\"18,0,0\"><b data-path-to-node=\"18,0,0\" data-index-in-node=\"0\">Determinism:<\/b> Ensure that the rendering of the same scene is consistent across different hardware architectures (from workstations to large-scale clusters in the cloud) in terms of pixels, point clouds, and kinetic information. This is critical for **Regression Testing**.<\/li><li data-path-to-node=\"18,1,0\"><b data-path-to-node=\"18,1,0\" data-index-in-node=\"0\">Ray-tracing:<\/b> Supports multipath reflection simulation and Gaussian beam calculation for LiDAR and Radar, and accurately calculates reflectance based on physical material properties (PBR) rather than simple geometric projections.<\/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-0b707dc elementor-widget elementor-widget-heading\" data-id=\"0b707dc\" 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\">Physical Sensor Modeling<\/h2>\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-path-to-node=\"20\">aiSim provides the ultimate in modeling by going deeper into the physical properties:<\/p><ul><li data-path-to-node=\"21,0,0\"><b data-path-to-node=\"21,0,0\" data-index-in-node=\"0\">Camera:<\/b> Supports full link emulation from aperture, aberration (F-theta\/Mei\/Ocam), CFA (Color Filter Array) to ISP post-processing.<\/li><li data-path-to-node=\"21,1,0\"><b data-path-to-node=\"21,1,0\" data-index-in-node=\"0\">LiDAR (Laser Radar):<\/b> Based on radiometric measurements, it takes into account the reflectivity of the material at 905nm, atmospheric attenuation (e.g. Mie scattering in rain and fog) and the Rolling Shutter effect.<\/li><li data-path-to-node=\"21,2,0\"><b data-path-to-node=\"21,2,0\" data-index-in-node=\"0\">Radar:<\/b> The simulation of multipath effects using ray tracing supports the output of RCS, Doppler velocity, and point cloud level simulation data.<\/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-437d902 elementor-widget elementor-widget-image\" data-id=\"437d902\" 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=\"690\" height=\"132\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u5c4f\u5e55\u622a\u56fe-2026-04-14-100108.png\" class=\"attachment-large size-large wp-image-34222\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u5c4f\u5e55\u622a\u56fe-2026-04-14-100108.png 690w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u5c4f\u5e55\u622a\u56fe-2026-04-14-100108-300x57.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u5c4f\u5e55\u622a\u56fe-2026-04-14-100108-18x3.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u5c4f\u5e55\u622a\u56fe-2026-04-14-100108-600x115.png 600w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/>\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-6dc69ef elementor-widget elementor-widget-heading\" data-id=\"6dc69ef\" 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\">03. World Extractor: automated scene reconstruction<\/h2>\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<p data-start=\"2300\" data-end=\"2337\">Addressing the pain points of long cycle and high cost of traditional manual modeling, the<b data-path-to-node=\"24\" data-index-in-node=\"19\">World Extractor<\/b> Provides a proven end-to-end automation toolchain to efficiently transform the real world into digital assets.<\/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-5a31750 elementor-widget elementor-widget-heading\" data-id=\"5a31750\" 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\">Rigorous hardware sourcing standards<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-706d42b elementor-widget elementor-widget-text-editor\" data-id=\"706d42b\" 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-path-to-node=\"26\">High-quality rebuilds come from high-quality data. HONGKE defines strict deployment specifications for sensors:<\/p><ul><li data-path-to-node=\"27,0,0\"><b data-path-to-node=\"27,0,0\" data-index-in-node=\"0\">Covering Requirements:<\/b> The camera needs to achieve full 360\u00b0 coverage with &gt;10\u00b0 overlap of neighboring fields of view to ensure precise matching of features.<\/li><li data-path-to-node=\"27,1,0\"><b data-path-to-node=\"27,1,0\" data-index-in-node=\"0\">Synchronization accuracy:<\/b> Multi-sensor (Camera\/LiDAR) and GNSS\/INS time synchronization accuracy needs to be &lt;1ms and position error needs to be controlled to centimeter level (RTK\/PPK).<\/li><li data-path-to-node=\"27,2,0\"><b data-path-to-node=\"27,2,0\" data-index-in-node=\"0\">Recommended Configuration:<\/b> Features Sony IMX490\/728 sensor and 128-line laser radar.<\/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-a6d5cd9 elementor-widget elementor-widget-heading\" data-id=\"a6d5cd9\" 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\">Automation and 3DGS Training<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5a32ec elementor-widget elementor-widget-text-editor\" data-id=\"e5a32ec\" 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<ul><li data-path-to-node=\"29,0,0\"><b data-path-to-node=\"29,0,0\" data-index-in-node=\"0\">Dynamic object removal:<\/b> Automated annotation algorithms (2D segmentation combined with 3D fringing boxes) are used to recognize and exclude moving vehicles and pedestrians, preserving purely static scenes (buildings, roads, vegetation, etc.).<\/li><li data-path-to-node=\"29,1,0\"><b data-path-to-node=\"29,1,0\" data-index-in-node=\"0\">NeRF2GS training new paradigm:<\/b> In order to solve the problem of geometric collapse of traditional 3DGS in weak texture areas (e.g., road, sky), HONGKEI proposes to train the NeRF model to perform Depth Regularization first, and then initialize the 3DGS model by using its high-quality depth maps as the supervisory signals.<\/li><li data-path-to-node=\"29,2,0\"><b data-path-to-node=\"29,2,0\" data-index-in-node=\"0\">Large-scale block training:<\/b> For city-scale scenes (&gt;100,000 m\u00b2), the BEV spatial dynamic block-based strategy supports parallel training of multiple GPUs to eliminate rendering seams.<\/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-ddefafe elementor-widget elementor-widget-heading\" data-id=\"ddefafe\" 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\">04. Hybrid rendering for closed-loop testing<\/h2>\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-path-to-node=\"32\">This is<b data-path-to-node=\"32\" data-index-in-node=\"2\">Rainbow Solutions<\/b>The core technology of 3DGS\/NeRF is the core technology barrier. Although pure 3DGS\/NeRF is visually realistic, it is a \"three-dimensional video\" that is difficult to interact with. In order to realize the closed-loop testing, we have adopted the<b data-path-to-node=\"32\" data-index-in-node=\"63\">Decoupling Techniques<\/b>::<\/p><ol><li data-path-to-node=\"33,0,0\"><b data-path-to-node=\"33,0,0\" data-index-in-node=\"0\">Background:<\/b> Generated using World Extractor<b data-path-to-node=\"33,0,0\" data-index-in-node=\"38\">Static 3DGS Models<\/b>This ensures that the environmental textures and lighting are absolutely true to life.<\/li><li data-path-to-node=\"33,1,0\"><b data-path-to-node=\"33,1,0\" data-index-in-node=\"0\">Foreground:<\/b> generated using the aiSim physics engine<b data-path-to-node=\"33,1,0\" data-index-in-node=\"32\">Dynamic Mesh Objects<\/b>The behavior of these objects is determined by the The behavior of these objects is determined by the <b data-path-to-node=\"33,1,0\" data-index-in-node=\"54\">OpenSCENARIO<\/b> Standard driver with support for generalization and interaction.<\/li><\/ol>\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-bfd2185 elementor-widget elementor-widget-image\" data-id=\"bfd2185\" 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=\"682\" height=\"613\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-6.webp\" class=\"attachment-large size-large wp-image-34224\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-6.webp 682w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-6-300x270.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-6-13x12.webp 13w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-6-600x539.webp 600w\" sizes=\"(max-width: 682px) 100vw, 682px\" \/>\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-1c8fc6a elementor-widget elementor-widget-heading\" data-id=\"1c8fc6a\" 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\">Deep Synthesis and Multimodal Consistency<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-517b00c elementor-widget elementor-widget-text-editor\" data-id=\"517b00c\" 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<ul><li data-path-to-node=\"35,0,0\"><b data-path-to-node=\"35,0,0\" data-index-in-node=\"0\">Depth Compositing (DCC):<\/b> The system calculates the 3DGS background depth map and the Z-buffer of the aiSim foreground objects in real time, accurately handles occlusion relationships (e.g., a virtual vehicle traveling behind a real tree), and provides the necessary information to the system via the <b data-path-to-node=\"35,0,0\" data-index-in-node=\"94\">Information on ambient light (IBL)<\/b> Blend shadows and reflections.<\/li><li data-path-to-node=\"35,1,0\"><b data-path-to-node=\"35,1,0\" data-index-in-node=\"0\">LiDAR simulation consistency:<\/b> Realize light tracing for 3D Gaussian sphere as a proxy geometry. <b data-path-to-node=\"35,1,0\" data-index-in-node=\"41\">BVH Accelerated Structure<\/b>This ensures strong synchronization between the Camera and LiDAR at the spatial and temporal levels.<\/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-cfaeed2 elementor-widget elementor-widget-image\" data-id=\"cfaeed2\" 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=\"1024\" height=\"557\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1-1024x557.webp\" class=\"attachment-large size-large wp-image-34223\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1-1024x557.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1-300x163.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1-768x417.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1-18x10.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1-600x326.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/640-1-1.webp 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-2616047 elementor-widget elementor-widget-heading\" data-id=\"2616047\" 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\">05. Scenario Generalization and Engineering<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d2f5ee elementor-widget elementor-widget-text-editor\" data-id=\"0d2f5ee\" 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-path-to-node=\"38\">Based on the above framework, HONGKE has realized the technological leap from \"reproduction\" to \"generalization\":<\/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-2111f5f elementor-widget elementor-widget-heading\" data-id=\"2111f5f\" 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\">Dynamic Traffic Flow Generalization<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-074bd62 elementor-widget elementor-widget-text-editor\" data-id=\"074bd62\" 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-path-to-node=\"40\">In the reconstructed high fidelity maps, the tester can <b data-path-to-node=\"40\" data-index-in-node=\"19\">OpenSCENARIO<\/b> Freely configure the traffic flow to generate congestion, cut-in or accident scenarios. This greatly expands the <b data-path-to-node=\"40\" data-index-in-node=\"69\">ODD (Operational Design Domain)<\/b> The coverage of the road test algorithms in the road test is a very important factor to precisely overcome the difficulties encountered by the perception algorithms in the road test. <b data-path-to-node=\"40\" data-index-in-node=\"104\">Corner Case<\/b> Pain Points.<\/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-9ac0701 elementor-widget elementor-widget-heading\" data-id=\"9ac0701\" 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\">Extensive HiL integration support<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6923e19 elementor-widget elementor-widget-text-editor\" data-id=\"6923e19\" 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-path-to-node=\"42\">The toolchain has been validated with multiple OEMs and Tier 1 suppliers and supports hardware-in-the-loop (HiL) integration of the main basin control platform:<\/p><ul><li data-path-to-node=\"43,0,0\"><b data-path-to-node=\"43,0,0\" data-index-in-node=\"0\">Video Injection:<\/b> Supports injection of hybrid rendered video streams via HDMI\/DP or GMSL injection cards. <b data-path-to-node=\"43,0,0\" data-index-in-node=\"41\">NVIDIA Orin, NVIDIA Thorn, Horizon J6<\/b> etc. domain controllers.<\/li><li data-path-to-node=\"43,1,0\"><b data-path-to-node=\"43,1,0\" data-index-in-node=\"0\">Real-time:<\/b> In a single node (e.g., a 4-card simulation workstation), you can realize high frame rate real-time simulation with 12 cameras + laser radar.<\/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-0129fec elementor-widget elementor-widget-heading\" data-id=\"0129fec\" 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\">Conclusion<\/h2>\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<p data-start=\"3365\" data-end=\"3456\">Hi-Tech's dual-mode simulation test solution through the <b data-path-to-node=\"45\" data-index-in-node=\"22\">NeRF2GS<\/b> technology to \"move\" the real world into the simulator and utilize the <b data-path-to-node=\"45\" data-index-in-node=\"49\">aiSim Physics Engine<\/b> The world comes alive. This kind of<b data-path-to-node=\"45\" data-index-in-node=\"73\">High fidelity for static environments and full generalization for dynamic scenes.<\/b>The \"hybrid rendering model\" provides an industry-leading data base for end-to-end closed-loop validation from sensing to regulation, significantly reducing reliance on high-cost real-world road tests!<\/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-35021 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-elveflow tag-45\" 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\/microfluidic-droplet-generation-guide\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"272\" height=\"212\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/DropCoat\u6d82\u5c42\u751f\u7269\u82af\u7247.webp\" class=\"attachment-full size-full wp-image-35026\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/DropCoat\u6d82\u5c42\u751f\u7269\u82af\u7247.webp 272w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/DropCoat\u6d82\u5c42\u751f\u7269\u82af\u7247-15x12.webp 15w\" sizes=\"(max-width: 272px) 100vw, 272px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/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\/microfluidic-droplet-generation-guide\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tMicrofluidic Droplet Generation Technology Guide: Principles, Wafer Devices and Applications\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Looking for microfluidic solutions for high-throughput single-cell analysis and drug discovery? HONGKE provides you with the analysis of microfluidic droplet generation principles (T-junction, fluidic focusing), high-precision wafers and pressure pumping equipment to help you optimize your experimental process. Read more!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/microfluidic-droplet-generation-guide\/\" aria-label=\"Read more about Microfluidic Droplet Generation Technology Guide: Principles, Wafer Equipment and Applications\" 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 29, 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-34998 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-redis 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\/redis-aigc-feed-optimization\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png\" class=\"attachment-full size-full wp-image-34919\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-300x159.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-768x408.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-600x319.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/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\/redis-aigc-feed-optimization\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tRainbow Solutions] Ali's Thousand Questions: How Redis Stream can tame tens of millions of streams in milliseconds?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>AIGC has spawned a huge amount of information and news, and it is difficult for traditional message queues to support the high concurrency of tens of millions of information streams. This article explains how to combine Bloom Filter, Consumer Groups, and Vector Retrieval with Redis Stream to realize milliseconds content de-weighting, priority distribution, and real-time recommendation, which can solve the problems of feed stream delay and content homogenization.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/redis-aigc-feed-optimization\/\" aria-label=\"Read more about How Redis Stream can tame tens of millions of information streams in milliseconds?\" 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 28, 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-34917 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-redis 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\/redis-graph-database-bank-aml-regtech\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png\" class=\"attachment-full size-full wp-image-34919\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-300x159.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-768x408.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-600x319.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/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\/redis-graph-database-bank-aml-regtech\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tRedis + Graph Database: Bank AML and Anti-fraud Real-Time Risk Control Architecture\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Banks dealing with AML and anti-fraud often face the tension between real-time decision-making and in-depth investigation. In this paper, we analyze how Redis (real-time scoring) and ArangoDB (graph database correlation analysis) can be perfectly divided into different roles and combined with Decisions to automate the process to meet the HKMA compliance guidelines and create a millisecond RegTech defense.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/redis-graph-database-bank-aml-regtech\/\" aria-label=\"Read more about Redis + Graph Database: Bank AML and Anti-fraud Real-time Risk Control Architecture\" 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 27, 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=\"33\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34221\/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\/34221\/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\/34221\/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\/34221\/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\/34221\/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>HONGKE launched a dual-mode simulation solution for autonomous driving, combining the aiSim physics engine and 3DGS\/NeRF technology to realize physical-level sensor modeling and high-fidelity scene reconstruction, solving the difficult problem of end-to-end closed-loop testing for smart driving.<\/p>","protected":false},"author":1,"featured_media":34223,"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-34221","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\/34221","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=34221"}],"version-history":[{"count":4,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34221\/revisions"}],"predecessor-version":[{"id":34228,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34221\/revisions\/34228"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media\/34223"}],"wp:attachment":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media?parent=34221"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/categories?post=34221"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/tags?post=34221"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}