Sense.
Reason.
Control.感知 · 推理 · 闭环Sensing · reasoning · closed loop
我们把多模态感知、可解释模型的推理与个性化干预组织成一条可被验证的链路——每一次测量都能追溯证据。We organize multimodal sensing, explainable reasoning and personalized intervention into one verifiable chain — every measurement traceable to evidence.
A closed loop built on verifiable evidence.
SENSE
可穿戴 · 无接触感知Wearable · contactless
持续拾取健康行为与生理体征。Continuously captures behavior and vital signs.
- DEVICES
- 戒指 · 手环 · 耳机 · 毫米波 · 光纤睡垫 · 摄像头Ring · band · buds · mmWave · fiber mat · camera
REASON
数字标识物 · 筛查评估Biomarkers · screening
把数据转成可被验证的洞见。Turns data into verifiable insight.
- OUTPUTS
- 数字标识物 · 风险评分 · 严重度评估Digital biomarkers · risk scores · severity
CONTROL
居家干预 · 个性化方案Home intervention
个性化方案直达用户，结果回传到下一次测量。Plans reach users directly and feed back into the next measurement.
- DELIVERY
- 干预方案 · 训练计划 · 健康建议Intervention · training · guidance
Five layers, one human.
以人为中心的物理智能框架。每一层，都有已经跑通的系统在支撑。点击任一层查看依据。A human-centric Physical AI framework — every layer backed by systems already running. Tap a layer to see the evidence.
Six ways to listen.
六大物理感知模态全覆盖，横跨可穿戴与无接触两条路线——从传感器硬件到融合模型均自主可控。Six physical modalities across wearable and contactless routes — in-house from sensor hardware to fusion models.
| IDX | MODALITY | SIGNAL | SYSTEMS |
|---|
Peer-reviewed. Hospital-validated.
已发表或审稿中的代表性系统——每一条都对应真实被试与院内验证。Representative published or in-review systems — each backed by real subjects and in-hospital validation.
* 处于投稿或大修阶段；其余为已发表或正式接收。WaveBP 获 ACM IMWUT Distinguished Paper Award。In submission or major revision; others published or accepted. WaveBP received the ACM IMWUT Distinguished Paper Award.
A base that gets smarter with use.
智能硬件带动第一批特色应用，同时启动数据飞轮：真实世界、长期、多模态的数据持续回流，不断优化多模态融合基础模型与人体系统推理能力。Devices seed the first applications and start the flywheel: long-term, real-world, multimodal data keeps flowing back to improve the multimodal fusion foundation model and human-system reasoning.
三者相互强化，难以被单点复制。They reinforce each other and can't be copied piecemeal.
都让同一个共享底座更聪明，边际成本递减。makes the same shared base smarter, at falling marginal cost.
闭环越多，数据越准，干预越个性化。More loops, better data, more personal care.
What we're building next.
在已有积累之上，课题组正沿三个方向继续推进。On top of what's built, the group is pushing along three directions.
增强的感知模态Enhanced sensing modalities
让每种模态看得更清、更远、更舒适——并把更多模态融合进同一感知基座，补齐生理、生化、结构与认知各维度。Sharper, longer-range and more comfortable sensing per modality — with more modalities fused into one substrate across physiology, biochemistry, structure and cognition.
个性化健康处方Personalized health prescriptions
从“测得准”走向“管得好”：基于每个人的连续数据，生成居家干预、康复训练与用药调整的个性化方案。From measuring well to managing well: personalized home intervention, rehab and dosing plans built on each person's continuous data.
AI 模型的可持续发展Sustainable AI models
让模型在真实世界数据中持续学习、持续可靠——边缘端高效运行，隐私受保护，长期保持可验证。Models that keep learning from real-world data and stay reliable — efficient at the edge, privacy-preserving, verifiable over time.