机器人 cell without local context
Encoders and I/O exist. Fixture 历史, vision offset and last maintenance state often 实时 somewhere else.
AINNA · NEURALOPS · GOVERNED ROBOTICS
工业边缘的受管控机器人技术.
Sensors, vision and C&I stay local. Recommendations 通过 a safety gateway before the robot moves.
分离式 industrial intelligence sits beside the cell — not in a distant cloud — so perception, memory and reviewable recommendations remain available when the network does not.
- Sensors
- 视觉
- 边缘
- C&I gateway
- 机器人 cell
SIMULATED CELL · NO ACTUATOR CONTROL
GATEWAY STANDBY
Architectural simulation · motion is illustrative
02 · INDUSTRIAL PROBLEM
The cell has data. It often lacks local context.
A robot, cobot or AMR can run a deterministic cycle and still sit beside disconnected vision, manuals and maintenance 历史. 云 round-trips do not belong on the motion path.
视觉 disconnected from control
Cameras can see a miss-pick while the controller continues a programmed path because perception never entered the cell policy.
PLC without reviewable reasoning
确定性 control must stay authoritative. That still leaves a gap for local, auditable recommendations beside the cell.
云-dependent motion support
If perception or memory wait on a WAN path, the cell loses context the moment the plant is segmented or offline.
03 · FIVE-LAYER 架构
信号 upward. 受管控 motion downward.
Click a layer to inspect it on the robot cell. AI 建议s must 通过 approved control policy before the robot controller, PLC or DCS may move equipment.
MEASUREMENT + CONTEXT ↑
↓ RECOMMENDATION → APPROVED POLICY → ROBOT CONTROLLER / PLC
On the cellSelect a layer to see which part of the robot cell it owns.
AI does not replace deterministic safety-critical control.
AI / 分离式智能体 → Recommendation → 已批准 控制 政策 → PLC / DCS / 机器人 Controller → PID / 序列 / 联锁 / 安全 → 物理设备
04 · ROBOT CELL
The cell is the surface. The gateway is the law.
NeuralOps 机器人技术 sits beside robot, cobot, AMR and autonomous-equipment cells. 感知 and memory are local. 运动 remains behind the safety gateway. Use the misalignment walkthrough for a six-beat sales 通过 that ends on HOLD.
SIMULATED CELL · NO ACTUATOR CONTROL
GATEWAY STANDBY
Architectural simulation · motion is illustrative
Perceive beside the fixture
RGB, thermal, torque and I/O stay on the cell node. The agent receives validated summaries, not a raw 30 FPS dump to the cloud.
推荐, do not actuate
The detached robotics agent can request an inspection, a hold or a normal cycle. It cannot write a joint command.
许可 only through policy
The safety gateway, PLC and robot controller remain authoritative. A HOLD keeps the motion path closed.
保留 fleet context local
AMR dock windows, cell memory and maintenance 历史 remain available if headquarters or cloud drop away.
Need motion planning, cobot zones, fleet congestion or energy feasibility?
打开 robotics laboratory
Those simulators 实时 in the robotics laboratory. This page stays the industrial entry and cell story.
05 · PERCEPTION FOR THE CELL
机器 perception with local engineering context.
模型 families are architectural examples, not exclusive dependencies. 机器人 vision is the primary feed into the cell.
工艺 close to the sensor
Illustrative raw streams such as vibration at high sample rates are reduced to RMS, peak, dominant frequency and an equipment state on the node.
Transmit intelligence, not an unnecessary raw flood.弱 signals, stronger cell context
A part can look normal in RGB while a joint is hot or a pick is offset. Fusion is a simulated example, not a validated failure-prediction claim.
视觉 offset +1.8 mm
Joint 3 thermal 93°C
Torque +11%
机器人 vision first
Pose and object context on the fixture. 质量, PPE and safety 观测 remain advisory unless a site policy already owns them.
机器人 视觉
pose + object context · small VLM / Qwen-VL where justified
缺陷 检测
custom CV / segmentation · small VLM / Qwen-VL where justified
Thermal Hotspot
thermal detection model · small VLM / Qwen-VL where justified
质量 Inspection
rule + vision fusion · small VLM / Qwen-VL where justified
Object 检测
YOLO / compact detector · small VLM / Qwen-VL where justified
PPE 检测
vision policy observation · small VLM / Qwen-VL where justified
人类 / 机器 交互
zone and activity context · small VLM / Qwen-VL where justified
安全 Observation
advisory observation only · small VLM / Qwen-VL where justified
06 · CONTROL & SAFETY GATEWAY
Supervisory intelligence beside deterministic control.
The robot controller, PLC, DCS and safety 系统 remain the only path to physical motion. NeuralOps stops at a reviewable recommendation.
↓
DETACHED AGENT · ADVISORY
↓
SAFETY GATEWAY
↓
PLC / DCS / ROBOT CONTROLLER
↓
PID · 序列 · 联锁 · Joint / AMR
确定性 control
PLC, DCS, SIS, PID, sequence, permissive, interlock and robot controller remain authoritative.
AI supervisory intelligence
Correlates 历史, condition and manuals, then proposes a reviewable recommendation. No browser-to-PLC path.
Instrument still becomes context
A transmitter such as PT-101 can carry health, drift and calibration age into the cell agent. Values on this page are simulated.
07 · AGENT HIERARCHY
Summaries move upward. The cell stays first.
Instrument and equipment agents still exist. The robot cell and fleet agents are the primary operational surface on this page.
Instrument 代理
validated transmitter / I/O summary
设备 代理
pump, drive or tool context
机器人 Cell 代理
vision + torque + fixture + policy
车队 / AMR 代理
dock, route and local battery context
Plant 代理
validated summary + provenance
工程 代理
review queue, not actuation
Supporting assets stay local
A pump or drive beside the cell can still expose health, anomaly score and an approved inspection workflow. That context feeds the cell. It does not replace the robotics agent.
TCP, fixture and cycle 历史
可重复性 drift, last fixture check and thermal trend stay on the edge node so a hold request has evidence without a cloud round-trip.
08 · ROUTING & OFFLINE CELL
Expensive reasoning only when required. 运动 never waits on the WAN.
智能路由
Cell camera 30 FPS
↓
Fast vision model
↓
正常 cycle?
YES日志 locally
NO小 VLM → detached agent → RAG + 历史 → hold or inspect request
云 loss does not stop the cell
CELLHQCLOUD
INTERNET: CONNECTED
本地 vision
PLC / robot controller
Cell memory
安全 gateway
Anomaly flags
操作员 dashboard
Reconnection performs controlled selective synchronisation, not uncontrolled raw-data dumping. The local cycle does not require the cloud.
09 · PRODUCT FAMILY
机器人技术 is the product surface. The stack stays underneath.
ROBOT
NeuralOps 机器人技术
机器人, cobot, AMR, 无人机 and autonomous-equipment intelligence beside a safety gateway.
- Cell perception and fixture memory stay on the edge node.
- Recommendations enter approved policy before the robot controller.
- 车队 and AMR context remain available when the WAN does not.
NeuralOps EdgeVision
RGB, infrared, thermal vision and multi-modal sensor fusion for the cell.
NeuralOps EdgeSense
传感器 intelligence, TinyML, instrumentation and condition monitoring.
NeuralOps 控制 智能
PLC, DCS, SCADA and C&I supervisory analysis beside deterministic control.
10 · INDUSTRIES
Cells first. 其他 industrial constraints stay available.
Capability remains architecture-defined and subject to site engineering. 精选 verticals are where robots, cobots or AMRs are the visible surface.
01 Automotive 制造业 & Advanced 行业
机器人-cell diagnostics, fixture 可追溯性 and 受治理的 pick support. Capability remains architecture-defined and subject to site engineering.
02 电子产品 / EMS 制造业 & Advanced 行业
视觉 inspection and line intelligence beside placement cells. Capability remains architecture-defined and subject to site engineering.
03 餐饮 制造业 & Advanced 行业
卫生-aware equipment and packaging-cell observation. Capability remains architecture-defined and subject to site engineering.
04 Pharmaceutical 制造业 & Advanced 行业
工艺 context and deviation support beside regulated cells. Capability remains architecture-defined and subject to site engineering.
05 Ports 基础设施 & 移动出行
起重机, yard and berth equipment intelligence. Capability remains architecture-defined and subject to site engineering.
06 Shipyard 基础设施 & 移动出行
Welding, lifting and production-cell intelligence. Capability remains architecture-defined and subject to site engineering.
07 数据仓库 物流与供应链
Conveyor, sorter and AMR intelligence. Capability remains architecture-defined and subject to site engineering.
08 AMR 物流与供应链
车队 state, route context and maintenance beside the cell. Capability remains architecture-defined and subject to site engineering.
More industrial contexts
05 制造业 制造业 & Advanced 行业
机器 health and adaptive quality context. Capability remains architecture-defined and subject to site engineering.
06 半导体 制造业 & Advanced 行业
Tool health and thermal process context. Capability remains architecture-defined and subject to site engineering.
07 航空航天 制造业 & Advanced 行业
资产 genealogy and controlled maintenance support. Capability remains architecture-defined and subject to site engineering.
08 Medical Devices 制造业 & Advanced 行业
Inspection evidence and equipment monitoring. Capability remains architecture-defined and subject to site engineering.
09 Cement 制造业 & Advanced 行业
窑炉, mill and conveyor condition context. Capability remains architecture-defined and subject to site engineering.
10 Steel & Metal 制造业 & Advanced 行业
Drive, furnace and rolling-line intelligence. Capability remains architecture-defined and subject to site engineering.
11 Paper & Pulp 制造业 & Advanced 行业
Web, roll and rotating-equipment monitoring. Capability remains architecture-defined and subject to site engineering.
12 Textile 制造业 & Advanced 行业
Motor, loom and quality observation. Capability remains architecture-defined and subject to site engineering.
13 Printing & 封装 制造业 & Advanced 行业
Registration, defect and line-state intelligence. Capability remains architecture-defined and subject to site engineering.
14 石油与天然气 能源 & 水电费
Rotating equipment and process anomaly context. Capability remains architecture-defined and subject to site engineering.
15 Petrochemical 能源 & 水电费
C&I correlation and maintenance reasoning. Capability remains architecture-defined and subject to site engineering.
16 电源 Generation 能源 & 水电费
Turbine, pump and auxiliary-系统 intelligence. Capability remains architecture-defined and subject to site engineering.
17 可再生能源 能源 & 水电费
Distributed inverter and asset health. Capability remains architecture-defined and subject to site engineering.
18 水务 Treatment 能源 & 水电费
水泵, chemical and water-quality context. Capability remains architecture-defined and subject to site engineering.
19 Wastewater 能源 & 水电费
Aeration, flow and equipment monitoring. Capability remains architecture-defined and subject to site engineering.
20 水电费 能源 & 水电费
本地 asset intelligence and selective synchronisation. Capability remains architecture-defined and subject to site engineering.
21 Chemical 处理中 能源 & 水电费
Controlled process intelligence beside deterministic control. Capability remains architecture-defined and subject to site engineering.
24 智慧城市 基础设施 & 移动出行
Distributed local infrastructure intelligence. Capability remains architecture-defined and subject to site engineering.
25 Railway 基础设施 & 移动出行
Trackside, rolling-stock and depot monitoring. Capability remains architecture-defined and subject to site engineering.
26 Airports 基础设施 & 移动出行
Baggage, facilities and airside equipment context. Capability remains architecture-defined and subject to site engineering.
27 建筑 基础设施 & 移动出行
车队, safety observation and equipment health. Capability remains architecture-defined and subject to site engineering.
28 电信 基础设施 & 移动出行
边缘-site power and environmental monitoring. Capability remains architecture-defined and subject to site engineering.
29 海事 基础设施 & 移动出行
船舶 machinery and onboard detached assistance. Capability remains architecture-defined and subject to site engineering.
30 发运 基础设施 & 移动出行
车队 asset memory and selective synchronisation. Capability remains architecture-defined and subject to site engineering.
31 农业 农业 & 环境
水泵, climate and machinery intelligence. Capability remains architecture-defined and subject to site engineering.
32 Plantation 农业 & 环境
Distributed field equipment and processing assets. Capability remains architecture-defined and subject to site engineering.
33 林业 农业 & 环境
远程 equipment and environmental observation. Capability remains architecture-defined and subject to site engineering.
34 环境 监控 农业 & 环境
本地 sensing and offline data continuity. Capability remains architecture-defined and subject to site engineering.
35 水产养殖 农业 & 环境
水务 quality, aeration and feeding equipment. Capability remains architecture-defined and subject to site engineering.
36 Fisheries 农业 & 环境
Cold-chain and vessel equipment context. Capability remains architecture-defined and subject to site engineering.
37 Disaster 管理 农业 & 环境
离线 sensing and local situational support. Capability remains architecture-defined and subject to site engineering.
40 物流 物流与供应链
车队, 中心 and handling equipment context. Capability remains architecture-defined and subject to site engineering.
41 Cold Chain 物流与供应链
色温 integrity and refrigeration health. Capability remains architecture-defined and subject to site engineering.
42 分销 Facilities 物流与供应链
月台, conveyor and energy-系统 monitoring. Capability remains architecture-defined and subject to site engineering.
43 数据 中心 Buildings & Facilities
Cooling, power and equipment anomaly context. Capability remains architecture-defined and subject to site engineering.
44 智能楼宇 Buildings & Facilities
HVAC and facilities intelligence. Capability remains architecture-defined and subject to site engineering.
45 Facilities 管理 Buildings & Facilities
资产 memory and maintenance coordination. Capability remains architecture-defined and subject to site engineering.
46 零售 Buildings & Facilities
Refrigeration and site equipment monitoring. Capability remains architecture-defined and subject to site engineering.
47 Hotels & Resorts Buildings & Facilities
Plant-room and facilities assistance. Capability remains architecture-defined and subject to site engineering.
48 医疗保健 Facilities Buildings & Facilities
严重-facility equipment context without clinical claims. Capability remains architecture-defined and subject to site engineering.
49 Laboratories 研究 & 严重 运营
Instrument health and local knowledge support. Capability remains architecture-defined and subject to site engineering.
50 教育 / 训练 研究 & 严重 运营
安全 simulated industrial learning environments. Capability remains architecture-defined and subject to site engineering.
51 研究 Centres 研究 & 严重 运营
边缘 experimentation and equipment memory. Capability remains architecture-defined and subject to site engineering.
52 安全 Facilities 研究 & 严重 运营
Segmented local operation and controlled synchronisation. Capability remains architecture-defined and subject to site engineering.
11 · INTERACTIVE 实时 DEMO
模拟 robot cell interface.
Default scenario is a 受治理的 cell cycle. Use Misalignment walkthrough for a one-shot sales beat: scan, fuse, hold request, no motion grant. Values are simulated. There is no 实时 plant connection and no actuator control.
SIMULATED DEMO DATA · NO 实时 PLANT CONNECTION · NO ACTUATOR CONTROL
SIMULATED CELL · NO ACTUATOR CONTROL
GATEWAY STANDBY
Joint temperatures inside the simulated envelope
周期 time (s)0
可重复性 (mm)0
Joint 3 (°C)0
Torque (%)0
TCP / fixture offset (mm)0
Drive current (%)0
Cell health (%)0
Anomaly score0
正常 周期
RGB:
推理:
推荐 action:
生产 context:
12 · DIGITAL TWIN / SYSTEM MAP
Select an asset. The robot cell is the default.
19 · DEPLOYMENT MODELS
Pick the right footprint for rollout, support and control.
销售 view: give clients a clear deployment path from edge to plant with predictable support and governance.
技术 view: keep the stack modular with embedded, edge, cell, plant and hybrid models plus Android 命令行 for field diagnostics and recovery.
Embedded
TinyML on-device for the smallest footprint and lowest latency.
边缘节点
One dedicated edge computer per machine for local inference and control.
Cell
One detached node for several machines in a controlled cell.
Plant
Plant-level intelligence aggregation and orchestration.
混合
Selective HQ or cloud synchronisation when the architecture needs it.
Android 命令行
命令行-driven deployment and diagnostics from an Android terminal.
13 · GOVERNANCE · STACK · WHY DETACHED
Controlled intelligence, segmented operation.
No certification claim is made. Architectural examples are not a deployment claim.
AI ADVISORY
NO DIRECT ACTUATION
分段
Least Privilege
已加密 Communications
角色-Based 访问
审计 日志
本地 Operation
Controlled Actuation
安全 同步
确定性 安全
AI Advisory 边界
NO DIRECT ACTUATION
No browser-to-PLC command path. No direct actuator API.
Recommendations enter an approved engineering workflow before deterministic control. The robot moves only if the controller and safety 系统 already allow it.
本地 cycle
感知 and memory stay beside the cell. 潜在 architectural benefit, subject to site 设计.
无云 on the motion path
WAN loss is not itself a reason for the controller to stop a permitted local sequence.
Hold on vision 失败
Low-confidence perception can request a hold. The gateway and controller remain authoritative.
离线 continue
Selective synchronisation waits. Raw cell video is not dumped on reconnect.
Embedded
TinyML on-device for the smallest footprint and lowest latency.
边缘节点
One dedicated edge computer per machine for local inference and control.
Cell
One detached node for a robot cell and nearby assets.
Plant
Plant-level intelligence aggregation and orchestration.
混合
Selective HQ or cloud synchronisation when the architecture needs it.
Android 命令行
命令行-driven deployment and diagnostics from an Android terminal.
传统
机器人 cell↓Raw streams↓云↓AI↓响应↓Controller
NeuralOps
机器人 cell↓本地 perception + memory↓Reviewable recommendation↓安全 gateway↓机器人 controller
