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600w",5000,3327,[63,68,74,78,86,90,94,102,106,110,114,118,122,126,130,134,157,161,165,178,182,186],{"content":64,"id":66,"isHidden":13,"type":67},{"text":65},"\u003Cp>人工智能正从集中式数据中心向边缘扩展，进入\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Findustries\u002Fmanufacturing-automation\" title=\"AI is moving into factories\">工厂、机器、机器人\u003C\u002Fa>、自动驾驶汽车和工业设备。\u003C\u002Fp>\u003Cp>人们在讨论边缘AI时，往往聚焦于处理器、加速器以及先进的LLM模型。然而，工业应用的成功不仅取决于计算性能。整个平台必须在漫长的产品生命周期内保持可靠、安全且可预测的运行。因此，存储是架构中的战略组成部分，而非开发末期才需选定的组件。\u003C\u002Fp>","d1088e04-e8e9-4b49-8511-64a63190b58f","textWithFormats",{"content":69,"id":72,"isHidden":13,"type":73},{"level":70,"text":71},"h2","\u003Cstrong>为什么工业人工智能正向边缘迁移\u003C\u002Fstrong>","d17992bf-11bd-4368-95dc-66514d2c7f22","heading",{"content":75,"id":77,"isHidden":13,"type":67},{"text":76},"\u003Cp>云端人工智能虽具备强大的计算能力和可扩展性，但许多工业应用无法完全依赖远程基础设施。\u003C\u002Fp>\u003Cp>机器人技术、机器视觉、质量检测、自主移动机器人以及机器控制等应用，可能需要在毫秒内做出决策。将数据发送至云端并等待响应，可能会导致无法接受的延迟。此外，系统在网络中断或无法获得可靠高带宽连接的场所时，也必须保持持续运行。\u003C\u002Fp>\u003Cp>本地处理使企业能够更好地控制敏感的生产数据，包括图像、工艺参数、质量记录和专有 AI 模型。将这些信息保留在机器或工厂内部，可以降低数据泄露风险并简化数据治理。\u003C\u002Fp>\u003Cp>\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Findustries\u002Fai-infrastructure\" title=\"Swissbit SSDs are designed for edge AI Infrastructure\">边缘AI能够\u003C\u002Fa>提供更快的响应速度、更高的自主性、更强的数据控制能力，并减少对云带宽的依赖。其结果是生产效率更高、成本更可预测，且对外界依赖更少。\u003C\u002Fp>","406ae577-3142-4d35-bbdb-2af5abb21e37",{"content":79,"id":84,"isHidden":13,"type":85},{"text":80,"citation":81,"img":35},"计算负责进行推理，而存储则保存了知识、证据和连续性——正是这些要素赋予了工业人工智能其价值。",{"name":82,"subtitle":83},"斯特凡·齐博尔","内存产品营销经理 ","67cebb22-483e-4dd1-976f-031dd22e7c75","quote",{"content":87,"id":89,"isHidden":13,"type":73},{"level":70,"text":88},"\u003Cstrong>从语言模型到智能机器\u003C\u002Fstrong>","991b25b8-f805-46f1-ba34-15c4b9efc119",{"content":91,"id":93,"isHidden":13,"type":67},{"text":92},"\u003Cp>边缘计算领域的人工智能能力正在迅速发展。大型语言模型能够理解和生成文本，而视觉语言模型则增加了视觉解读功能，使系统能够识别物体、评估状况并提供上下文信息。\u003C\u002Fp>\u003Cp>视觉-语言-动作（VLA）模型更进一步，将感知与理解与物理动作相结合。与仅识别物体并将信息传递给独立控制器不同，具备VLA能力的机器人能够解读情境并确定适当的响应。\u003C\u002Fp>\u003Cp>随着人工智能从识别状况转向做出操作决策，平台的可靠性变得至关重要。智能机器必须安全地保存模型、配置、更新、日志和运行数据。\u003C\u002Fp>","76f922b4-9ffd-40dd-b879-48ab86250a60",{"content":95,"id":100,"isHidden":13,"type":101},{"location":96,"image":35,"alt":97,"caption":98,"link":99,"ratio":99,"crop":13},"kirby","工业机器人领域的“视觉-语言-动作”模型，展示了机器人如何借助可靠的边缘AI基础设施来感知、理解并移动一个红色容器。","视觉-语言-动作模型在工业边缘将视觉感知转化为物理动作——因此，对于人工智能模型、更新、日志以及运营连续性而言，可靠且安全的工业级存储至关重要。","","1e65cb2e-c570-45d5-b8c0-ddb4d09f3231","image",{"content":103,"id":105,"isHidden":13,"type":73},{"level":70,"text":104},"\u003Cstrong>工业级固态硬盘作为边缘AI的存储介质\u003C\u002Fstrong>","9a25f7d4-958b-4442-b1d3-d989981a71b2",{"content":107,"id":109,"isHidden":13,"type":67},{"text":108},"\u003Cp>\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Fproducts\u002Fflash-storage\u002Fpcie-m-2-2280-ssd\" title=\"Industrial grade SSDs\">工业级固态硬盘\u003C\u002Fa>（\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Fproducts\u002Fflash-storage\u002Fpcie-m-2-2280-ssd\" title=\"Industrial grade SSDs\">SSD）\u003C\u002Fa>为边缘AI系统提供持久化存储。它用于存储操作系统、应用程序、AI模型、配置、传感器数据、推理结果、诊断日志以及可追溯性记录。\u003C\u002Fp>\u003Cp>许多应用程序会持续写入数据。视觉系统每班次处理数千张图像，预测性维护平台全天候收集传感器数据，而自主机器人则记录导航和运行信息。这些工作负载给存储系统带来了持续的压力。\u003C\u002Fp>\u003Cp>一旦发生故障，可能会导致模型无法加载、数据损坏、生产中断，或需要耗费高昂成本的维修服务。因此，存储应被视为至关重要的运营基础设施，而非仅以容量和价格为主要考量标准选择的普通商品。\u003C\u002Fp>","b6fe5d69-b5a8-4368-8ff5-c03ec96f3331",{"content":111,"id":113,"isHidden":13,"type":73},{"level":70,"text":112},"\u003Cstrong>巅峰性能不等于工业级可靠性\u003C\u002Fstrong>","64803f3f-3e23-41b8-9a33-9b823c706197",{"content":115,"id":117,"isHidden":13,"type":67},{"text":116},"\u003Cp>\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fen\u002Fnews\u002Fblog\u002Fwhy-a-fast-ssd-can-still-be-the-wrong-ssd\" title=\"Why a fast SSD can still be the wrong SSD\">基准测试\u003C\u002Fa>的头条\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fen\u002Fnews\u002Fblog\u002Fwhy-a-fast-ssd-can-still-be-the-wrong-ssd\" title=\"Why a fast SSD can still be the wrong SSD\">结果\u003C\u002Fa>并不一定能确定最适合工业边缘AI的存储产品。更重要的考量因素包括：生命周期写入量、连续运行能力、工作温度范围、抗振动和抗冲击能力、意外断电保护、健康状态监测、组件供应保障，以及模型和生产数据的保护。\u003C\u002Fp>\u003Cp>一款可靠的工业级固态硬盘（SSD）可能需要具备高耐用性、先进的纠错能力、断电保护、安全的固件、健康状态监测以及宽温支持。\u003C\u002Fp>\u003Cp>受控的固件和物料清单管理同样至关重要。工业平台可能在生产线上运行数年，并在实际应用环境中运行更长时间。不受控的组件变更可能会导致认证问题、软件不兼容以及系统行为不一致。对于原始设备制造商（OEM）和设备制造商而言，一致性可能与速度同样重要。\u003C\u002Fp>","8256e25d-f001-43cc-a49c-17b7d3f70cf2",{"content":119,"id":121,"isHidden":13,"type":73},{"level":70,"text":120},"\u003Cstrong>将计算和存储作为完整系统进行选择\u003C\u002Fstrong>","dc2d1db4-560b-47a3-a078-c32c168d1497",{"content":123,"id":125,"isHidden":13,"type":67},{"text":124},"\u003Cp>边缘AI平台可能采用来自NVIDIA、英特尔、AMD、高通、Hailo或恩智浦等供应商的CPU、GPU或专用NPU。每种架构各有优势，包括推理性能、能效、软件兼容性、紧凑集成以及嵌入式生命周期支持。\u003C\u002Fp>\u003Cp>处理器的选择应综合考虑工作负载、功耗预算、运行环境、成本目标以及软件生态系统。然而，若仅评估加速器本身，可能会导致设计失衡。\u003C\u002Fp>\u003Cp>存储会影响模型加载速度、更新可靠性、数据保留以及在电源或环境异常情况下的韧性。关键问题不仅在于哪种处理器能提供最高性能，更在于计算、存储、软件、安全及生命周期支持的哪种组合能在整个系统运行周期内保持可靠性能。\u003C\u002Fp>","59748bca-712f-4f85-b9d6-14e2ad84fd9d",{"content":127,"id":129,"isHidden":13,"type":73},{"level":70,"text":128},"\u003Cstrong>从一开始就将存储功能融入边缘AI设计\u003C\u002Fstrong>","7f63268d-d9db-4da8-b83f-04aa7d2d8a81",{"content":131,"id":133,"isHidden":13,"type":67},{"text":132},"\u003Cp>推迟存储决策可能会带来不必要的风险，特别是在ODM和OEM项目中。应尽早明确耐用性、容量、安全性、温度范围、接口和外形尺寸等参数，理想情况下，应在边缘AI 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Automation\">设备\u003C\u002Fa>可能运行十年或更长时间，而原始设备制造商（OEM）和系统集成商可能需要对同一平台提供跨多代产品和多个站点的支持。\u003C\u002Fp>\u003Cp>长期可用性、可预测的行为、可控的变更以及透明的健康状态信息，直接影响总拥有成本。采用工业级存储平台作为标准，不仅能简化验证、采购、维护和现场支持流程，还能减少本应完全相同的系统之间的差异。\u003C\u002Fp>\u003Cp>\u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Fproducts\u002Fflash-storage\u002Fpcie-m-2-ssd\">Swissbit 工业级 SSD\u003C\u002Fa> 专为嵌入式和工业环境设计，在这些环境中，耐用性、数据完整性、生命周期控制和长期可用性至关重要。M.2 和紧凑型 \u003Ca href=\"https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Fproducts\u002Fflash-storage\u002Fm-2-pcie-bga\" title=\"Swissbit PCIe M.2 BGA\">BGA 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\">人工智能战略\u003C\u002Fa>的一部分。\u003C\u002Fp>","5f7a692c-5a00-4c78-af6b-41fe72805629",{"content":187,"id":193,"isHidden":13,"type":194},{"layout":188,"header":189,"text":190,"link":191,"link-text":192},"lightBlue","你觉得这听起来有意思吗？","\u003Cp>请亲身体验我们的专业实力\u003C\u002Fp>","https:\u002F\u002Fwww.swissbit.com\u002Fen\u002Fsupport\u002Fcontact\u002F","请联系我们。","277044dd-273b-4ad3-a8e9-126978090263","card",{"entries":196},[197,306,381,435,500,542],{"title":198,"type":199,"icon-id":99,"hide_mobile":13,"hide_desktop":13,"menu":200,"footer":256,"featured":284},"产品","overlay",[201,220,227,237],{"title":202,"url":203,"open-in-new-window":13,"entries":204},"闪存","\u002Fzh\u002Fproducts\u002Fflash-storage",[205,208,211,214,217],{"title":206,"url":207,"open-in-new-window":13},"PCIe 固态硬盘","https:\u002F\u002Fwww.swissbit.com\u002Fzh\u002Fproducts\u002Fflash-storage#pcie-ssds",{"title":209,"url":210,"open-in-new-window":13},"SATA 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