Robotics Bottleneck Research机器人瓶颈研究

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Thesis研究论点

Nine systems and eighteen bottlenecks: understand the problem before evaluating the company.

九个系统与十八个瓶颈:先理解问题,再评估公司。

Start with the work

Robotics combines components, software, and services to complete physical tasks. The research map groups the constraints into nine systems and eighteen bottlenecks. Each bottleneck belongs to one system; a company can address several bottlenecks.

If this structure is new to you, read Start here. Then use commercial evidence to distinguish technical demonstrations, paid use, and repeatable customer outcomes.

Read the ranking as a research judgment

CE-N produces the ordering on this map: a problem-level prioritization score, not a company valuation, price target, or portfolio weight. See the CE-N Framework for the six observed axes, which three enter the score and why, and how to read the number itself.

The stored inputs are analyst ratings, and their evidence and precision need further review. Read the evidence and rating rules before using the order below.

The stored board uses the existing research cut: heatmap 2026-08-12 / landscape 2026-08-13. This editorial update does not refresh that cut.

Follow the evidence

Explore business models and dependencies, companies, and manufacturing. Sources & Research Standards explains claim labels and uncertainty. RoboIndex Methodology describes the separate portfolio construction rules.

从工作出发

机器人组合零部件、软件与服务来完成物理任务。研究地图将约束分为九个系统与十八个瓶颈。每个瓶颈属于一个系统,一家公司可以涉及多个瓶颈。

初次阅读请看入门指南,再用商业证据指南区分技术演示、付费使用与可重复的客户成效。

将排名视为研究判断

CE-N 生成本页地图的排序——这是问题层面的优先级评分,不是公司估值、目标价或组合权重。六个观测维度、其中哪三个进入评分及原因,以及如何解读该数值,请见CE-N 框架。

已存储输入属于分析评级,其证据与精度需要进一步评审。使用下方顺序前,请阅读证据与评分规则。

现有评分表保持原研究截点:热力图 2026-08-12 / 全景图 2026-08-13。本次文字更新不刷新截点。

沿着证据阅读

探索商业模式与依赖关系、公司与制造。来源与研究标准解释主张标签与不确定性。RoboIndex 方法论说明单独的组合构建规则。

The nine body systems, drawn onto a robot 07 Immune 免疫 02 Integration 集成 03 Blood 血液 09 Nerves 神经 08 Heart 心脏 06 Brain 大脑 05 Senses 感官 04 Muscle 肌肉 01 Work 工作

The nine systems九大系统

Complete register完整清单

The eighteen problems十八个问题

The permanent P01–P18 reference order. CE-N determines investment priority; the problem number does not. Click a column to sort.P01–P18 为固定引用顺序;投资优先级由 CE-N 决定,而非问题编号。点击列标题可排序。

P01 Multimodal sensing & calibration多模态传感与标定 Senses感官 Sense感知 38.6
P02 Tactile & force sensing触觉与力感知 Senses感官 Sense感知 35
P03 Fusion & state estimation融合与状态估计 Senses感官 Sense / State感知 / 状态 50.8
P04 Edge inference边缘推理 Brain大脑 Compute计算 63
P05 Middleware & orchestration中间件与编排 Nerves神经 Middleware中间件 38.2
P06 Robot data collection机器人数据采集 Blood血液 Data数据 58.8
P07 Cross-embodiment standards跨本体标准 Nerves神经 Data数据 30.4
P08 Simulation & synthetic data仿真与合成数据 Blood血液 Simulation仿真 52.9
P09 Sim-to-real transferSim-to-real 迁移 Blood血液 Learning学习 52
P10 Predictive world models预测式世界模型 Brain大脑 World Models世界模型 48.6
P11 Generalisable VLA policies可泛化的 VLA 策略 Brain大脑 Foundation Models基础模型 53.6
P12 Long-horizon planning & recovery长时程规划与恢复 Brain大脑 Planning规划 43.9
P13 Dexterous manipulation灵巧操作 Muscle肌肉 Act执行 51.1
P14 Actuators, reducers, encoders执行器、减速器与编码器 Muscle肌肉 Actuation驱动 57
P15 Battery, thermal, power电池、热管理与电源 Heart心脏 Power电源 47.6
P16 Safety validation & certification安全验证与认证 Immune免疫 Safety / Evaluation安全 / 评估 46.5
P17 Integration, uptime, service集成、在线率与服务 Integration集成 Manufacturing / Ops制造 / 运营 60.7
P18 Vertical workflow ROI垂直工作流 ROI Work工作 Applications应用 71.2

THE FULL BOARD · 1–5 SCALE完整评分表 · 1–5 分制

Nine systems, eighteen bottlenecks九大系统、十八个瓶颈

Darker cells indicate higher analyst ratings. Budget, solvability and value capture enter CE-N; the other axes remain context.颜色越深表示分析员评分越高。预算、可解性与价值捕获进入 CE-N,其余维度保留作背景。
System / Bottleneck
Maturity成熟度
Pain痛感
Budget预算
Solvability可解性
Value capture价值捕获
Timing时机
P01Senses感官Multimodal sensing & calibration多模态传感与标定
Maturity成熟度4.0
Pain痛感4.5
Budget预算4.0
Solvability可解性4.2
Value capture价值捕获4.0
Timing时机4.5
P02Senses感官Tactile & force sensing触觉与力感知
Maturity成熟度3.0
Pain痛感4.5
Budget预算4.0
Solvability可解性3.4
Value capture价值捕获4.2
Timing时机4.5
P03Senses感官Fusion & state estimation融合与状态估计
Maturity成熟度3.0
Pain痛感4.7
Budget预算4.4
Solvability可解性3.8
Value capture价值捕获4.3
Timing时机4.6
P04Brain大脑Edge inference边缘推理
Maturity成熟度4.0
Pain痛感4.6
Budget预算4.5
Solvability可解性4.1
Value capture价值捕获4.6
Timing时机4.8
P05Nerves神经Middleware & orchestration中间件与编排
Maturity成熟度4.0
Pain痛感4.0
Budget预算4.1
Solvability可解性4.0
Value capture价值捕获3.8
Timing时机4.1
P06Blood血液Robot data collection机器人数据采集
Maturity成熟度3.0
Pain痛感4.9
Budget预算4.6
Solvability可解性3.7
Value capture价值捕获4.5
Timing时机4.9
P07Nerves神经Cross-embodiment standards跨本体标准
Maturity成熟度2.0
Pain痛感4.2
Budget预算3.5
Solvability可解性3.5
Value capture价值捕获3.4
Timing时机4.2
P08Blood血液Simulation & synthetic data仿真与合成数据
Maturity成熟度3.0
Pain痛感4.6
Budget预算4.3
Solvability可解性4.0
Value capture价值捕获4.4
Timing时机4.7
P09Blood血液Sim-to-real transferSim-to-real 迁移
Maturity成熟度2.0
Pain痛感4.8
Budget预算4.5
Solvability可解性3.1
Value capture价值捕获4.6
Timing时机4.9
P10Brain大脑Predictive world models预测式世界模型
Maturity成熟度2.0
Pain痛感4.9
Budget预算4.4
Solvability可解性2.8
Value capture价值捕获4.7
Timing时机4.9
P11Brain大脑Generalisable VLA policies可泛化的 VLA 策略
Maturity成熟度2.0
Pain痛感5.0
Budget预算4.6
Solvability可解性2.7
Value capture价值捕获4.8
Timing时机5.0
P12Brain大脑Long-horizon planning & recovery长时程规划与恢复
Maturity成熟度2.0
Pain痛感4.8
Budget预算4.4
Solvability可解性2.6
Value capture价值捕获4.5
Timing时机4.8
P13Muscle肌肉Dexterous manipulation灵巧操作
Maturity成熟度3.0
Pain痛感4.7
Budget预算4.6
Solvability可解性3.0
Value capture价值捕获4.5
Timing时机4.8
P14Muscle肌肉Actuators, reducers, encoders执行器、减速器与编码器
Maturity成熟度4.0
Pain痛感4.4
Budget预算4.7
Solvability可解性4.2
Value capture价值捕获4.1
Timing时机4.7
P15Heart心脏Battery, thermal, power电池、热管理与电源
Maturity成熟度3.0
Pain痛感4.3
Budget预算4.5
Solvability可解性3.1
Value capture价值捕获4.4
Timing时机4.6
P16Immune免疫Safety validation & certification安全验证与认证
Maturity成熟度2.0
Pain痛感4.8
Budget预算4.5
Solvability可解性3.2
Value capture价值捕获4.3
Timing时机4.7
P17Integration集成Integration, uptime, service集成、在线率与服务
Maturity成熟度4.0
Pain痛感4.8
Budget预算4.8
Solvability可解性4.0
Value capture价值捕获4.3
Timing时机4.9
P18Work工作Vertical workflow ROI垂直工作流 ROI
Maturity成熟度4.0
Pain痛感5.0
Budget预算5.0
Solvability可解性4.1
Value capture价值捕获4.8
Timing时机5.0