arXiv:2510.14058physics.opticscs.AI2025-10

用光通信同时完成计算,让远程手术实时智能感知

Optical Computation-in-Communication enables low-latency, high-fidelity perception in telesurgery

  • 光通信路径中嵌入计算单元,边传数据边推理
  • 延迟低于200毫秒,精度比传统方案低0.1%以内
  • 适合对延迟敏感的远程手术和分布式医疗智能

人工智能在远程手术中有望提升术中感知与决策能力,但传统电子架构因推理与通信串行处理,导致累积延迟严重,尤其在血管内介入等高时效场景中,超过200毫秒的延迟会威胁实时性与患者安全。本文提出光学计算-通信一体化(OCiC)框架,将光学远程计算单元(ORCU)集成于光通信链路中,单通道实现最高69万亿次/秒的光子卷积运算。系统在分类与冠状动脉造影分割任务上,推理精度仅比CPU/GPU基线低0.1%,且天然抑制误差累积,突破深度光网络可扩展性瓶颈。通过室外暗光纤部署验证,系统在多种环境条件下表现稳定。全球规模部署后,长距离光纤网络可转化为具备艾级算力潜力的分布式光子智能网,支持长达10,000公里的可靠低延迟远程手术。

原文摘要 · Abstract (English)

Artificial intelligence (AI) holds significant promise for enhancing intraoperative perception and decision-making in telesurgery, where physical separation impairs sensory feedback and control. Despite advances in medical AI and surgical robotics, conventional electronic AI architectures remain fundamentally constrained by the compounded latency from serial processing of inference and communication. This limitation is especially critical in latency-sensitive procedures such as endovascular interventions, where delays over 200 ms can compromise real-time AI reliability and patient safety. Here, we introduce an Optical Computation-in-Communication (OCiC) framework that reduces end-to-end latency significantly by performing AI inference concurrently with optical communication. OCiC integrates Optical Remote Computing Units (ORCUs) directly into the optical communication pathway, with each ORCU experimentally achieving up to 69 tera-operations per second per channel through spectrally efficient two-dimensional photonic convolution. The system maintains ultrahigh inference fidelity within 0.1% of CPU/GPU baselines on classification and coronary angiography segmentation, while intrinsically mitigating cumulative error propagation, a longstanding barrier to deep optical network scalability. We validated the robustness of OCiC through outdoor dark fibre deployments, confirming consistent and stable performance across varying environmental conditions. When scaled globally, OCiC transforms long-haul fibre infrastructure into a distributed photonic AI fabric with exascale potential, enabling reliable, low-latency telesurgery across distances up to 10,000 km and opening a new optical frontier for distributed medical intelligence.

远程手术光计算低延迟医疗AI

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。