{"id":1873,"date":"2025-08-29T01:20:41","date_gmt":"2025-08-29T01:20:41","guid":{"rendered":"http:\/\/www.uiget.asia\/?p=1873"},"modified":"2025-08-29T01:20:41","modified_gmt":"2025-08-29T01:20:41","slug":"beyond-depletion-anxiety-ai-energy-management-could-redefine-range-extended-evs","status":"publish","type":"post","link":"http:\/\/www.uiget.asia\/en\/beyond-depletion-anxiety-ai-energy-management-could-redefine-range-extended-evs\/","title":{"rendered":"Beyond Depletion Anxiety: AI Energy Management Could Redefine Range-Extended EVs"},"content":{"rendered":"\n<p>\u544a\u522b\u4e8f\u7535\u7126\u8651\uff1aAI\u80fd\u6e90\u7ba1\u7406\u6216\u5c06\u91cd\u5851\u589e\u7a0b\u5f0f\u7535\u52a8\u8f66<\/p>\n\n\n\n<p>\u589e\u7a0b\u5f0f\u7535\u52a8\u8f66\u5728\u5168\u7403\u7535\u52a8\u5316\u8fdb\u7a0b\u4e2d\u957f\u671f\u88ab\u89c6\u4e3a\u201c\u6298\u4e2d\u65b9\u6848\u201d\uff1a\u5b83\u65e2\u5177\u5907\u7535\u9a71\u7684\u5e73\u987a\u6027\u4e0e\u4f4e\u6210\u672c\u8865\u80fd\u4f18\u52bf\uff0c\u53c8\u4f9d\u8d56\u53d1\u52a8\u673a\u5f25\u8865\u7eed\u822a\u7126\u8651\u3002\u7136\u800c\uff0c\u5f53\u7535\u6c60\u7535\u91cf\u4e0d\u8db3\u65f6\uff0c\u7528\u6237\u5bf9\u6cb9\u8017\u4e0a\u5347\u3001\u52a8\u529b\u8fdf\u6ede\u4ee5\u53ca\u566a\u58f0\u4e0e\u632f\u52a8\u9aa4\u589e\u7684\u96c6\u4f53\u62b1\u6028\uff0c\u6210\u4e3a\u8fd9\u4e00\u67b6\u6784\u6700\u7a81\u51fa\u7684\u77ed\u677f\u3002<\/p>\n\n\n\n<p>\u95ee\u9898\u7684\u6838\u5fc3\u5728\u4e8e\u80fd\u91cf\u7ba1\u7406\u7684\u5c40\u9650\u3002\u73b0\u6709\u5927\u591a\u6570\u589e\u7a0b\u5f0f\u7cfb\u7edf\u4f9d\u8d56\u7535\u6c60\u8377\u7535\u72b6\u6001\uff08SOC\uff09\u7684\u9608\u503c\u89e6\u53d1\u53d1\u52a8\u673a\u4ecb\u5165\uff0c\u7f3a\u4e4f\u9884\u6d4b\u80fd\u529b\uff0c\u53ea\u80fd\u88ab\u52a8\u54cd\u5e94\u5b9e\u65f6\u9700\u6c42\u3002\u8fd9\u4f7f\u53d1\u52a8\u673a\u9891\u7e41\u8fd0\u884c\u5728\u4f4e\u6548\u533a\u95f4\uff0c\u80fd\u91cf\u56de\u6536\u4e5f\u5e38\u5e38\u9519\u5931\u6700\u4f73\u65f6\u673a\uff0c\u5bfc\u81f4\u6574\u4f53\u4f53\u9a8c\u663e\u8457\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u5e7f\u6c7d\u8fd1\u65e5\u516c\u5e03\u7684\u201c\u661f\u6e90\u201d\u589e\u7a0b\u6280\u672f\u5c1d\u8bd5\u901a\u8fc7AI\u80fd\u6e90\u7ba1\u63a7\u5e73\u53f0\u6539\u5584\u8fd9\u4e00\u5c40\u9762\u3002\u4f9d\u6258\u4e2d\u592e\u8ba1\u7b97\u5e73\u53f0\uff0c\u8be5\u7cfb\u7edf\u5c06\u5bfc\u822a\u6570\u636e\u3001\u5b9e\u65f6\u8def\u51b5\u3001\u5761\u9053\u8def\u5f62\u4e0e\u7528\u6237\u9a7e\u9a76\u4e60\u60ef\u6574\u5408\u81f3\u540c\u4e00\u6a21\u578b\uff0c\u5b9e\u73b0\u9884\u6d4b\u6027\u8c03\u5ea6\u548c\u4e2a\u6027\u5316\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u8f66\u8f86\u53ef\u5728\u957f\u4e0a\u5761\u524d\u63d0\u524d\u50a8\u80fd\uff0c\u6216\u5728\u957f\u4e0b\u5761\u524d\u9884\u7559\u80fd\u91cf\u56de\u6536\u7a7a\u95f4\uff0c\u4ece\u800c\u4fdd\u6301\u53d1\u52a8\u673a\u5728\u9ad8\u6548\u533a\u95f4\u8fd0\u8f6c\u3002\u540c\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u901a\u8fc7\u5b66\u4e60\u9a7e\u9a76\u8005\u7684\u901a\u52e4\u89c4\u5f8b\uff0c\u5f62\u6210\u5dee\u5f02\u5316\u7684\u8865\u7535\u7b56\u7565\u3002<\/p>\n\n\n\n<p>\u5728\u6cb9\u7535\u5207\u6362\u73af\u8282\uff0cAI\u5e73\u53f0\u9884\u8bbe\u8d85\u8fc7300\u79cd\u529f\u7387\u5206\u914d\u65b9\u6848\uff0c\u5e76\u4ee5\u5fae\u79d2\u7ea7\u8fd0\u7b97\u5339\u914d\u8f66\u901f\u3001\u529f\u7387\u9700\u6c42\u4e0eNVH\uff08\u566a\u58f0\u3001\u632f\u52a8\u3001\u58f0\u632f\u7c97\u7cd9\u5ea6\uff09\u53c2\u6570\uff0c\u4f7f\u5207\u6362\u8fc7\u7a0b\u51e0\u4e4e\u4e0d\u53ef\u5bdf\u89c9\uff0c\u8f66\u8f86\u8868\u73b0\u66f4\u63a5\u8fd1\u7eaf\u7535\u52a8\u8f66\u3002<\/p>\n\n\n\n<p>\u4e1a\u5185\u666e\u904d\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u5c1d\u8bd5\u51f8\u663e\u4e86\u589e\u7a0b\u5f0f\u6280\u672f\u7684\u53d1\u5c55\u65b9\u5411\u2014\u2014\u5176\u672a\u6765\u7a81\u7834\u4e0d\u518d\u4f9d\u8d56\u786c\u4ef6\u6027\u80fd\uff0c\u800c\u5728\u4e8e\u7b97\u6cd5\u548c\u7cfb\u7edf\u6574\u5408\u3002\u968f\u7740AI\u80fd\u91cf\u7ba1\u7406\u7684\u5f15\u5165\uff0c\u589e\u7a0b\u5f0f\u7535\u52a8\u8f66\u6709\u671b\u4ece\u201c\u8fc7\u6e21\u6280\u672f\u201d\u8f6c\u5411\u53ef\u6301\u7eed\u7684\u5e02\u573a\u9009\u62e9\u3002<\/p>\n\n\n\n<p>AI Energy Management Could Redefine Range-Extended EVs<\/p>\n\n\n\n<p>Range-extended electric vehicles have long been seen as a compromise\u2014offering smooth electric driving and low charging costs while relying on combustion engines to alleviate range anxiety. Yet when batteries run low, drivers often face higher fuel consumption, sluggish response, and intrusive noise and vibration\u2014persistent drawbacks that have limited wider acceptance.<\/p>\n\n\n\n<p>At the root of the issue lies conventional energy management. Most REEV systems still rely on state-of-charge (SOC) thresholds to trigger the engine, reacting passively to immediate demand. This often pushes the engine into inefficient operating zones and prevents effective energy recovery, eroding overall performance.<\/p>\n\n\n\n<p>China\u2019s GAC recently unveiled its \u201cXingyuan\u201d range-extender platform, designed to address these shortcomings through AI-enabled energy management. The system integrates navigation data, real-time traffic, road gradients, and driver behavior into predictive and personalized models. For example, it can pre-charge before steep climbs or reserve battery capacity ahead of descents, while tailoring charging strategies to individual commuting patterns.<\/p>\n\n\n\n<p>To ensure seamless transitions, the platform applies over 300 power distribution strategies and conducts microsecond-level calculations of speed, torque demand, and NVH parameters. This allows nearly imperceptible shifts between engine and battery, delivering a driving feel closer to that of a battery-electric vehicle while preserving efficiency.<\/p>\n\n\n\n<p>Industry analysts note that the evolution of REEVs may depend less on hardware gains and more on intelligent systems. With AI now taking a central role in power management, range-extended architectures could move beyond their \u201ctransitional\u201d label toward becoming a viable long-term option in global EV markets.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u544a\u522b\u4e8f\u7535\u7126\u8651\uff1aAI\u80fd\u6e90\u7ba1\u7406\u6216\u5c06\u91cd\u5851\u589e\u7a0b\u5f0f\u7535\u52a8\u8f66 \u589e\u7a0b\u5f0f\u7535\u52a8\u8f66\u5728\u5168\u7403\u7535\u52a8\u5316\u8fdb\u7a0b\u4e2d\u957f\u671f\u88ab\u89c6\u4e3a\u201c\u6298\u4e2d\u65b9\u6848\u201d\uff1a\u5b83\u65e2\u5177\u5907\u7535\u9a71\u7684\u5e73\u987a\u6027\u4e0e\u4f4e\u6210\u672c\u8865\u80fd\u4f18\u52bf\uff0c\u53c8\u4f9d\u8d56\u53d1\u52a8\u673a\u5f25\u8865\u7eed\u822a\u7126\u8651\u3002\u7136\u800c\uff0c\u5f53\u7535\u6c60\u7535\u91cf\u4e0d\u8db3\u65f6\uff0c\u7528\u6237\u5bf9\u6cb9\u8017\u4e0a\u5347\u3001\u52a8\u529b\u8fdf\u6ede\u4ee5\u53ca\u566a\u58f0\u4e0e\u632f\u52a8\u9aa4\u589e\u7684\u96c6\u4f53\u62b1\u6028\uff0c\u6210\u4e3a\u8fd9\u4e00\u67b6\u6784\u6700\u7a81\u51fa\u7684\u77ed\u677f\u3002 \u95ee\u9898\u7684\u6838\u5fc3\u5728\u4e8e\u80fd\u91cf\u7ba1\u7406\u7684\u5c40\u9650\u3002\u73b0\u6709\u5927\u591a\u6570\u589e\u7a0b\u5f0f\u7cfb\u7edf\u4f9d\u8d56\u7535\u6c60\u8377\u7535\u72b6\u6001\uff08SOC\uff09\u7684\u9608\u503c\u89e6\u53d1\u53d1\u52a8\u673a\u4ecb\u5165\uff0c\u7f3a\u4e4f\u9884\u6d4b\u80fd\u529b\uff0c\u53ea\u80fd\u88ab\u52a8\u54cd\u5e94\u5b9e\u65f6\u9700\u6c42\u3002\u8fd9\u4f7f\u53d1\u52a8\u673a\u9891\u7e41\u8fd0\u884c\u5728\u4f4e\u6548\u533a\u95f4\uff0c\u80fd\u91cf\u56de\u6536\u4e5f\u5e38\u5e38\u9519\u5931\u6700\u4f73\u65f6\u673a\uff0c\u5bfc\u81f4\u6574\u4f53\u4f53\u9a8c\u663e\u8457\u4e0b\u964d\u3002 \u5e7f\u6c7d\u8fd1\u65e5\u516c\u5e03\u7684\u201c\u661f\u6e90\u201d\u589e\u7a0b\u6280\u672f\u5c1d\u8bd5\u901a\u8fc7AI\u80fd\u6e90\u7ba1\u63a7\u5e73\u53f0\u6539\u5584\u8fd9\u4e00\u5c40\u9762\u3002\u4f9d\u6258\u4e2d\u592e\u8ba1\u7b97\u5e73\u53f0\uff0c\u8be5\u7cfb\u7edf\u5c06\u5bfc\u822a\u6570\u636e\u3001\u5b9e\u65f6\u8def\u51b5\u3001\u5761\u9053\u8def\u5f62\u4e0e\u7528\u6237\u9a7e\u9a76\u4e60\u60ef\u6574\u5408\u81f3\u540c\u4e00\u6a21\u578b\uff0c\u5b9e\u73b0\u9884\u6d4b\u6027\u8c03\u5ea6\u548c\u4e2a\u6027\u5316\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u8f66\u8f86\u53ef\u5728\u957f\u4e0a\u5761\u524d\u63d0\u524d\u50a8\u80fd\uff0c\u6216\u5728\u957f\u4e0b\u5761\u524d\u9884\u7559\u80fd\u91cf\u56de\u6536\u7a7a\u95f4\uff0c\u4ece\u800c\u4fdd\u6301\u53d1\u52a8\u673a\u5728\u9ad8\u6548\u533a\u95f4\u8fd0\u8f6c\u3002\u540c\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u901a\u8fc7\u5b66\u4e60\u9a7e\u9a76\u8005\u7684\u901a\u52e4\u89c4\u5f8b\uff0c\u5f62\u6210\u5dee\u5f02\u5316\u7684\u8865\u7535\u7b56\u7565\u3002 \u5728\u6cb9\u7535\u5207\u6362\u73af\u8282\uff0cAI\u5e73\u53f0\u9884\u8bbe\u8d85\u8fc7300\u79cd\u529f\u7387\u5206\u914d\u65b9\u6848\uff0c\u5e76\u4ee5\u5fae\u79d2\u7ea7\u8fd0\u7b97\u5339\u914d\u8f66\u901f\u3001\u529f\u7387\u9700\u6c42\u4e0eNVH\uff08\u566a\u58f0\u3001\u632f\u52a8\u3001\u58f0\u632f\u7c97\u7cd9\u5ea6\uff09\u53c2\u6570\uff0c\u4f7f\u5207\u6362\u8fc7\u7a0b\u51e0\u4e4e\u4e0d\u53ef\u5bdf\u89c9\uff0c\u8f66\u8f86\u8868\u73b0\u66f4\u63a5\u8fd1\u7eaf\u7535\u52a8\u8f66\u3002 \u4e1a\u5185\u666e\u904d\u8ba4\u4e3a\uff0c\u8fd9\u4e00\u5c1d\u8bd5\u51f8\u663e\u4e86\u589e\u7a0b\u5f0f\u6280\u672f\u7684\u53d1\u5c55\u65b9\u5411\u2014\u2014\u5176\u672a\u6765\u7a81\u7834\u4e0d\u518d\u4f9d\u8d56\u786c\u4ef6\u6027\u80fd\uff0c\u800c\u5728\u4e8e\u7b97\u6cd5\u548c\u7cfb\u7edf\u6574\u5408\u3002\u968f\u7740AI\u80fd\u91cf\u7ba1\u7406\u7684\u5f15\u5165\uff0c\u589e\u7a0b\u5f0f\u7535\u52a8\u8f66\u6709\u671b\u4ece\u201c\u8fc7\u6e21\u6280\u672f\u201d\u8f6c\u5411\u53ef\u6301\u7eed\u7684\u5e02\u573a\u9009\u62e9\u3002 AI Energy Management Could Redefine Range-Extended EVs Range-extended electric vehicles have long been seen as a compromise\u2014offering smooth electric driving and low charging costs while relying on combustion engines to alleviate range anxiety. Yet when batteries run low, drivers often face higher fuel consumption, sluggish response, and intrusive noise [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1874,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[13],"tags":[],"class_list":["post-1873","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ecology_post"],"_links":{"self":[{"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/posts\/1873","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/comments?post=1873"}],"version-history":[{"count":1,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/posts\/1873\/revisions"}],"predecessor-version":[{"id":1875,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/posts\/1873\/revisions\/1875"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/media\/1874"}],"wp:attachment":[{"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/media?parent=1873"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/categories?post=1873"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.uiget.asia\/en\/wp-json\/wp\/v2\/tags?post=1873"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}