[{"data":1,"prerenderedAt":118},["ShallowReactive",2],{"story-7247-cn":3},{"id":4,"slug":5,"slugs":5,"currentSlug":5,"title":6,"subtitle":7,"coverImagesSmall":8,"coverImages":9,"content":24,"questions":25,"relatedArticles":35,"body_color":116,"card_color":117},"7247",null,"自动驾驶汽车应对城市混乱：Waymo 在基础设施中断中的韧性","揭示自动交通技术面临的关键适应性挑战",[],[10,11,12,11,13,13,14,13,15,16,17,18,19,20,21,22,23],"https://i.insider.com/694b62f9832e0ef1ead6c5bd?width=700","https://images.wsj.net/im-95959792?width=700&height=466","https://cdn.motor1.com/images/mgl/1Z1okM/s3/waymo-san-francisco.jpg","https://images.barrons.com/im-07237091?width=700&height=466","https://assets.bwbx.io/images/users/iqjWHBFdfxIU/iJGjnShIGO9Y/v1/-1x-1.webp","https://media.nbcbayarea.com/2025/12/PGE-Worker.png?resize=1200%2C675&quality=85&strip=all","https://s.hdnux.com/photos/01/55/46/54/28732170/3/ratio3x2_1920.jpg","https://48hills.org/wp-content/uploads/2025/12/48hillspgenow.png","https://www.reuters.com/resizer/v2/GND4SH5NT5KCBK4WTHSZYLF65U.jpg?auth=9031506f6831b96cced0a4880b41c4a10ac387916462b72f9a8da27500cfcf6b&width=1080&quality=80","https://platform.theverge.com/wp-content/uploads/sites/2/2025/12/gettyimages-2252297359.jpg?quality=90&strip=all&crop=0,5.5555555555556,100,88.888888888889","https://assets3.cbsnewsstatic.com/hub/i/r/2025/12/24/33cd2367-2f0c-4f4b-93e1-48940fb909cb/thumbnail/1280x720/37cb2f57e01d4f02cafd15e0abf83d9a/5792c1706d4c97233b14487dd4d85e8d.jpg","https://images.ctfassets.net/7ijaobx36mtm/4hxxcMN9iS1J7L8WKUnFIK/7e117ed73aa0de32327639daad70a5e8/IPACE_3.jpg?w=420&","https://image.cnbcfm.com/api/v1/image/108244516-1766343171905-2025-12-21T082336Z_1950896696_RC2WKIAY5PVP_RTRMADP_3_USA-SANFRANCISCO-OUTAGE_1.jpg?v=1766343251&w=1600&h=900","https://www.kron4.com/wp-content/uploads/sites/11/2025/12/AP25355126332210.jpg?strip=1","**自动驾驶汽车技术**正在进入一个关键的压力测试阶段，现实世界的基础设施故障暴露了自适应导航系统的复杂挑战。最近发生的涉及 Waymo 车队的**旧金山停电事件**，为技术韧性和应急响应能力提供了一个关键的案例研究。\n\n**极端条件下的技术适应性**: 在导致旧金山约三分之一交通信号灯失效的 PG&E 大面积停电期间，Waymo 的自动驾驶汽车展现了令人印象深刻的能力和关键的局限性。该公司的车辆成功地在超过 7,000 个黑暗的交通信号灯下行驶，但在确认协议中偶尔会出现响应延迟。这揭示了自动驾驶系统面临的一个根本性挑战：在意外的基础设施中断期间保持瞬间决策能力。\n\n**战略响应和技术演进**: Waymo 的即时响应凸显了持续学习和自适应算法的重要性。通过致力于进行全车队的更新，以增强对区域停电的上下文理解，改进应急响应协议，并扩大急救人员的培训，该公司正在将潜在的挫折转化为战略改进的机会。这种系统的方法——暂停服务并将车辆返回车队——表明了一种成熟的风险管理策略，优先考虑城市安全而不是持续运营。\n\n**对自动物流和运输的影响**: 这一事件突显了在依赖技术的运输服务中，对**健全应急计划**日益增长的需求。对于跨境电商卖家和物流提供商来说，这一事件发出了一个关键信号：自动驾驶系统不仅要为理想条件设计，还要为不可预测的城市环境设计。动态响应基础设施故障的能力将成为关键的竞争差异化因素。\n\nWaymo 的承诺在其 2025 年在美国多个市场完成的令人印象深刻的 1400 万次行程中可见一斑，这展示了持续的技术改进。该公司的方法表明，真正的自动驾驶出行不仅仅是消除人为干预，而是创建能够在复杂场景中无缝整合类似人类的自适应推理的智能系统。",[26,29,32],{"title":27,"answer":28,"author":5,"avatar":5,"time":5},"这次事件对自动驾驶交通运输有哪些更广泛的影响？","本次活动突显了为不可预测的城市环境设计自主系统的关键需求。 它强调，技术韧性不仅涉及导航能力，还包括动态风险管理，以及在复杂场景中融入类似人类的自适应推理能力。",{"title":30,"answer":31,"author":5,"avatar":5,"time":5},"Waymo 在停电事件后正在实施哪些改进？","Waymo 正在开发全车队范围的更新，以增强车辆对区域性中断情况的上下文理解，改进应急响应协议，并扩大对急救人员的培训。 这些更新旨在创建更具适应性和韧性的自动导航系统。",{"title":33,"answer":34,"author":5,"avatar":5,"time":5},"Waymo 的自动驾驶汽车在旧金山停电期间表现如何？","Waymo 车辆成功应对了 7000 多个黑暗交通信号灯，但偶尔会遇到响应延迟。该公司采取了战略性暂停服务并系统性地将车辆开回车库的做法，展现了在管理意料之外的城市基础设施中断方面成熟的处理方式。",[36,41,46,50,55,59,63,67,71,75,79,83,87,91,95,99,102,106,109,113],{"id":37,"title":38,"source":39,"logo":5,"time":40},140430,"California DMV met with Alphabet's Waymo to discuss suspension of Waymo's services in San Francisco","https://www.marketscreener.com/news/california-dmv-met-with-alphabet-s-waymo-to-discuss-suspension-of-waymo-s-services-in-san-francisco-ce7d50d3d181f622","3天前",{"id":42,"title":43,"source":44,"logo":13,"time":45},140683,"Self-Driving Cars Snarl San Francisco After Power Outage. Tesla Stock Hits Record.","https://www.barrons.com/articles/tesla-stock-price-san-francisco-self-driving-cars-c1abe276?gaa_at=eafs&gaa_n=AWEtsqcdA7R6Ft3n2TdOYDo5mBBfW6kYI847oa7vgi_K0vyg3DjEgxHfjOng&gaa_ts=694b6a21&gaa_sig=IMb4l5uIBR8s0Ph7ayaqFw_GCJpHXYSYdquPUfuJdm-Ex-VXEO6t1V9eiem0EFrhoBzqrrfhTrjlGY1gm60n3A%3D%3D","4天前",{"id":47,"title":48,"source":49,"logo":15,"time":40},140431,"PG&E announces bill credits for San Francisco customers affected by massive outage","https://www.nbcbayarea.com/news/local/pge-bill-credits-san-francisco-customers/4002402/",{"id":51,"title":52,"source":53,"logo":12,"time":54},142864,"Here’s Why Waymo’s Robotaxis Freaked Out During The San Francisco Outage","https://insideevs.com/news/782727/why-waymo-robotaxis-froze-san-francisco-outage/","2天前",{"id":56,"title":57,"source":58,"logo":5,"time":54},142863,"Thousands in one San Francisco neighborhood heading into another day without power","https://www.msn.com/en-us/news/us/thousands-in-one-san-francisco-neighborhood-heading-into-another-day-without-power/ar-AA1SSBas?cvid=694bc48b336a4ef9b30d875717664644&ocid=iehp",{"id":60,"title":61,"source":62,"logo":5,"time":45},142866,"SF power outage: PG&E provides timeline for restoration as thousands remain without power","https://www.yahoo.com/news/articles/sf-power-outage-pg-e-212215953.html",{"id":64,"title":65,"source":66,"logo":14,"time":40},140424,"Waymo to Update Software Across Fleet After Major Power Failure in San Francisco","https://www.bloomberg.com/news/articles/2025-12-24/waymo-to-update-software-across-fleet-after-major-power-failure",{"id":68,"title":69,"source":70,"logo":11,"time":54},142865,"Waymo to Update Software Across Fleet After San Francisco Power Outage","https://www.wsj.com/business/autos/waymo-to-update-software-across-fleet-after-san-francisco-power-outage-e38c8578?gaa_at=eafs&gaa_n=AWEtsqdqc0C2nKEwdZnNGsBA0d2A-rHgTEp8iswrLz6LdXhQQLyEm6wj77uU&gaa_ts=694bda98&gaa_sig=uNF-Wsh1WCwroYEi_UlbhTMBbgUrekIqskPx5XolHgakwEy__F8tYzi5XUJvH8c2aBF1jYywAnlVMX-8cfdRTA%3D%3D",{"id":72,"title":73,"source":74,"logo":17,"time":54},140425,"SF could move to take over PG&E’s system right now, if city officials had the political will","https://48hills.org/2025/12/sf-could-move-to-take-over-pges-system-right-now-with-the-political-will/",{"id":76,"title":77,"source":78,"logo":21,"time":40},140557,"Autonomously navigating the real world: lessons from the PG&E outage","https://waymo.com/blog/2025/12/autonomously-navigating-the-real-world",{"id":80,"title":81,"source":82,"logo":10,"time":54},141515,"Waymo explains why its robotaxis clogged San Francisco streets during a power outage","https://www.businessinsider.com/waymo-explains-robotaxis-stalled-san-francisco-power-outage-scale-2025-12",{"id":84,"title":85,"source":86,"logo":23,"time":45},142868,"Supervisor demands hearing on Waymo’s emergency response after blackout chaos","https://www.kron4.com/news/technology-ai/san-francisco-power-outage/",{"id":88,"title":89,"source":90,"logo":18,"time":40},140426,"Waymo vows to improve emergency response protocols after San Francisco power outage","https://www.reuters.com/business/autos-transportation/waymo-vows-improve-emergency-response-protocols-after-san-francisco-power-outage-2025-12-24/",{"id":92,"title":93,"source":94,"logo":22,"time":54},140558,"Waymo will update driverless fleet after San Francisco blackout to improve navigation during outages","https://www.cnbc.com/2025/12/23/waymo-updating-fleet-after-san-francisco-blackout-to-improve-navigation.html",{"id":96,"title":97,"source":98,"logo":16,"time":54},141514,"SF: Pg&E Ceo Takes To Social Media To Address City, Promise Compensation For Power Outages","https://www.sfgate.com/news/bayarea/article/sf-pg-e-ceo-takes-to-social-media-to-address-21260363.php",{"id":100,"title":43,"source":101,"logo":13,"time":45},142867,"https://www.barrons.com/articles/tesla-stock-price-san-francisco-self-driving-cars-c1abe276?gaa_at=eafs&gaa_n=AWEtsqcWIhwFtIST8aLKa7jtyLi9FwgR_z9Se-sNLW4JYkK1MsZzmTXLSyd8&gaa_ts=694bda98&gaa_sig=Asy0pvIdopjpJ3LIt0hSBtKJBvrIrMQcY2zxLIUOh-GPTAZHCn9Off-6raXqd_aWIYXJUJToNiCu4nTDOQuPkg%3D%3D",{"id":103,"title":104,"source":105,"logo":20,"time":40},140427,"Business affected by San Francisco power outage recover amid calls to end PG&E 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Francisco.","https://www.theverge.com/news/850096/waymo-explains-saturdays-self-driving-shutdown-in-san-francisco",{"id":114,"title":69,"source":115,"logo":11,"time":54},141516,"https://www.wsj.com/business/autos/waymo-to-update-software-across-fleet-after-san-francisco-power-outage-e38c8578?gaa_at=eafs&gaa_n=AWEtsqf2CcbhPNReHK3Dv9vCnD7SLJ_JGFaCIDOcrsSI8-P8cqCT6_IX9Tf2&gaa_ts=694ba24c&gaa_sig=OG747A1CsuiLRiC1DSU3P7f3KSMwy_8gFzH437fDljkMKHSIYjNPMKGNUD0YHlYLluWUyYNIHbVmROpGsAXZHA%3D%3D","#df8365ff","#df83654d",1766774327465]