人工智慧与机器学习：TinyML

Artificial Intelligence and Machine Learning: TinyML

出版日期: 2025年09月29日 | 出版商:

ABI Research | 英文 18 Pages | 商品交期: 最快1-2个工作天内

价格

简介目录

实际优势：

预测到 2031 年 Tiny 机器学习 (TinyML)/嵌入式人工智慧 (AI) 晶片组的市场规模（出货量和收入）。
了解 TinyML 晶片组在主要地区和架构（例如，神经处理单元 (NPU)）下的出货量和收入成长。
根据关键用例、垂直产业、设备类型和架构的相对成长评估相关策略。

回答关键问题：

到 2031 年，嵌入式装置采用 AI 晶片组的重要性将如何？
各地区的 AI 晶片组市场将如何发展？
这些晶片组将面向哪些 AI 用例？
到 2031 年，哪种晶片组架构将主导 TinyML？

研究亮点：

2024年至2031年TinyML市场AI晶片组出货量与收入预测
依地区、垂直产业、架构和用例划分的详细数据

本报告的主要受众：

寻求深入了解市场规模和新成长领域的晶片组供应商
服务于受AI影响的多元化市场的销售和行销领导者
评估TinyML成长潜力的投资者
参与嵌入式产品开发与行销的整个AI技术堆迭的策略家

图1：TinyML推理晶片组总出货量（依地区划分）架构
图 2：依用例划分的 TinyML 推理晶片组总出货量
图 3：依地区划分的 TinyML 推理晶片组总出货量
图 4：以产业设备划分的 TinyML 晶片组总出货量
图 5：TinyML 晶片组供应商
图 6：依架构划分的农业领域 TinyML 推理晶片组总出货量
图 7：依用例划分的农业领域 TinyML 推理晶片组总出货量
图 8：依架构划分的汽车领域 TinyML 推理晶片组出货量
图 9：依用例划分的汽车领域 TinyML 推理晶片组总出货量
图 10：依架构划分的蜂窝网路 TinyML 推理晶片组总出货量
图 11：TinyML 推理晶片组出货用例用于蜂窝网路的晶片组
图 12：医疗保健产业 TinyML 推理晶片组依架构划分的总出货量
图 13：医疗保健产业 TinyML 推理晶片组依用例划分的出货量用例
图 14：製造业 TinyML 推理晶片组依架构划分的总出货量
图 15：製造业 TinyML 推理晶片依用例划分的总出货量
图 16：个人与专业设备 TinyML 推理晶片组依架构划分的总出货量
图 17：个人和专业设备 TinyML 推理晶片组依用例划分的总出货量
图 18：零售市场 TinyML 推理晶片组依架构划分的总出货量
图 19：零售业 TinyML 推理晶片组依用例划分的总出货量
图 20：总出货量依架构划分的机器人 TinyML 推理晶片组出货量
图 21：机器人 TinyML 推理晶片组出货量及应用案例
图 22：以架构划分的小型无人机系统 (sUAS) TinyML 推理晶片组出货量
图 23：依应用案例划分的小型无人机系统 (sUAS) TinyML 推理晶片组总出货量
图 24：依架构划分的智慧建筑 TinyML 推理晶片组总出货量
图 25：依应用案例划分的智慧建筑 TinyML 推理晶片组出货量
图 26：以架构划分的智慧城市 TinyML 推理晶片组总出货量
图 27：依应用案例划分的智慧城市 TinyML 推理晶片组总出货量
图 28：以架构划分的智慧家庭 TinyML 推理晶片组总出货量
图图 29：智慧家庭 TinyML 推理晶片组的出货量（依用例划分）
图 30：交通物流 TinyML 推理晶片组的总出货量（依架构划分）
图 31：交通物流 TinyML 推理晶片组的总出货量（依用例划分）
图 32：实用型 TinyML 推理晶片组（依架构分割）出货量
图 33：实用型 TinyML 推理晶片组的总出货量（依用例划分）
图 34：穿戴式 TinyML 推理晶片组的总出货量（依架构划分）
图 35：应用型 TinyML 推理晶片组的总出货量（依用例划分）
图 36：XR TinyML 推理晶片组的总出货量（依架构划分）
图 37：XR TinyML 推理晶片组的总出货量（依用例划分）

简介目录

Product Code: MD-AIMLT-103

Actionable Benefits:

Identify the market size (shipments and revenue) of Artificial Intelligence (AI) chipsets in Tiny Machine Learning (TinyML)/embedded devices through 2031.
Understand how TinyML chipset shipments and revenue will grow by key regions and architectures, e.g., Neural Processing Units (NPUs).
Evaluate strategy based on relative growth of key use cases, verticals and device types, and architectures.

Critical Questions Answered:

How significant will AI chipsets adoption be in embedded devices until 2031?
How will the AI chipset market for each region develop going forward?
Which AI use cases will these chipsets target?
Which chipset architecture will dominate TinyML by 2031?

Research Highlights:

Forecasts for AI chipset shipments and revenue in the TinyML market from 2024 to 2031.
Detailed breakdowns by region, vertical, architecture, and use case.

Who Should Read This?

Chipset vendors seeking greater insight into their market sizes and new growth areas.
Sales and marketing leaders in diverse markets impacted by AI.
Investors gauging the potential for growth in TinyML.
Strategists across the entire AI stack developing embedded products and marketing.

Tables

Table 1 Total Shipments and Revenue of TinyML Inference Chipsets by Architecture
Table 2 Total Shipments and Revenue of TinyML Inference Chipsets by Use Case
Table 3 Total Shipments and Revenue of TinyML Inference Chipsets by Region
Table 4 Total Shipments and Revenue of TinyML Chipsets by VerticalDevice
Table 5 Total Shipments and Revenue of TinyML Inference Chipsets in Agriculture by Architecture
Table 6 Total Shipments of TinyML Inference Chipsets in Agriculture by Use Case
Table 7 Total Shipments and Revenue of TinyML Inference Chipsets in Automotive by Architecture
Table 8 Total Shipments of TinyML Inference Chipsets in Automotive by Use Case
Table 9 Total Shipments and Revenue of TinyML Inference Chipsets in Cellular Network by Architecture
Table 10 Total Shipments of TinyML Inference Chipsets in Cellular Network by Use Case
Table 11 Total Shipments and Revenue of TinyML Inference Chipsets in Healthcare by Architecture
Table 12 Total Shipments of TinyML Inference Chipsets in Healthcare by Use Case
Table 13 Total Shipments and Revenue of TinyML Inference Chipsets in Manufacturing by Architecture
Table 14 Total Shipments of TinyML Inference Chipsets in Manufacturing by Use Case
Table 15 Total Shipments and Revenue of TinyML Inference Chipsets in Personal Work Devices by Architecture
Table 16 Total Shipments of TinyML Inference Chipsets in Personal Work Devices by Use Case
Table 17 Total Shipments and Revenue of TinyML Inference Chipsets in Retail by Architecture
Table 18 Total Shipments of TinyML Inference Chipsets in Retail by Use Case
Table 19 Total Shipments and Revenue of TinyML Inference Chipsets in Robot by Architecture
Table 20 Total Shipments of TinyML Inference Chipsets in Robot by Use Case
Table 21 Total Shipments and Revenue of TinyML Inference Chipsets in sUAS by Architecture
Table 22 Total Shipments of TinyML Inference Chipsets in sUAS by Use Case
Table 23 Total Shipments and Revenue of TinyML Inference Chipsets in Smart Buildings by Architecture
Table 24 Total Shipments of TinyML Inference Chipsets in Smart Buildings by Use Case
Table 25 Total Shipments and Revenue of TinyML Inference Chipsets in Smart City by Architecture
Table 26 Total Shipments of TinyML Inference Chipsets in Smart City by Use Case
Table 27 Total Shipments and Revenue of TinyML Inference Chipsets in Smart Homes by Architecture
Table 28 Total Shipments of TinyML Inference Chipsets in Smart Homes by Use Case
Table 29 Total Shipments and Revenue of TinyML Inference Chipsets in Transport Logistics by Architecture
Table 30 Total Shipments of TinyML Inference Chipsets in Transport Logistics by Use Case
Table 31 Total Shipments and Revenue of TinyML Inference Chipsets in Utilities by Architecture
Table 32 Total Shipments of TinyML Inference Chipsets in Utilities by Use Case
Table 33 Total Shipments and Revenue of TinyML Inference Chipsets in Wearables by Architecture
Table 34 Total Shipments of TinyML Inference Chipsets in Wearables by Use Case
Table 35 Total Shipments and Revenue of TinyML Inference Chipsets in XR by Architecture
Table 36 Total Shipments of TinyML Inference Chipsets in XR by Use Case

Charts

Chart 1 Total Shipments of TinyML Inference Chipsets by Architecture
Chart 2 Total Shipments of TinyML Inference Chipsets by Use Case
Chart 3 Total Shipments of TinyML Inference Chipsets by Region
Chart 4 Total Shipments of TinyML Chipsets by VerticalDevice
Chart 5 Vendor Shares of TinyML Chipset Vendors
Chart 6 Total Shipments of TinyML Inference Chipsets in Agriculture by Architecture
Chart 7 Total Shipments of TinyML Inference Chipsets in Agriculture by Use Case
Chart 8 Total Shipments of TinyML Inference Chipsets in Automotive by Architecture
Chart 9 Total Shipments of TinyML Inference Chipsets in Automotive by Use Case
Chart 10 Total Shipments of TinyML Inference Chipsets in Cellular Network by Architecture
Chart 11 Total Shipments of TinyML Inference Chipsets in Cellular Network by Use Case
Chart 12 Total Shipments of TinyML Inference Chipsets in Healthcare by Architecture
Chart 13 Total Shipments of TinyML Inference Chipsets in Healthcare by Use Case
Chart 14 Total Shipments of TinyML Inference Chipsets in Manufacturing by Architecture
Chart 15 Total Shipments of TinyML Inference Chipsets in Manufacturing by Use Case
Chart 16 Total Shipments of TinyML Inference Chipsets in Personal Work Devices by Architecture
Chart 17 Total Shipments of TinyML Inference Chipsets in Personal Work Devices by Use Case
Chart 18 Total Shipments of TinyML Inference Chipsets in Retail by Architecture
Chart 19 Total Shipments of TinyML Inference Chipsets in Retail by Use Case
Chart 20 Total Shipments of TinyML Inference Chipsets in Robot by Architecture
Chart 21 Total Shipments of TinyML Inference Chipsets in Robot by Use Case
Chart 22 Total Shipments of TinyML Inference Chipsets in sUAS by Architecture
Chart 23 Total Shipments of TinyML Inference Chipsets in sUAS by Use Case
Chart 24 Total Shipments of TinyML Inference Chipsets in Smart Buildings by Architecture
Chart 25 Total Shipments of TinyML Inference Chipsets in Smart Buildings by Use Case
Chart 26 Total Shipments of TinyML Inference Chipsets in Smart City by Architecture
Chart 27 Total Shipments of TinyML Inference Chipsets in Smart City by Use Case
Chart 28 Total Shipments of TinyML Inference Chipsets in Smart Homes by Architecture
Chart 29 Total Shipments of TinyML Inference Chipsets in Smart Homes by Use Case
Chart 30 Total Shipments of TinyML Inference Chipsets in Transport Logistics by Architecture
Chart 31 Total Shipments of TinyML Inference Chipsets in Transport Logistics by Use Case
Chart 32 Total Shipments of TinyML Inference Chipsets in Utilities by Architecture
Chart 33 Total Shipments of TinyML Inference Chipsets in Utilities by Use Case
Chart 34 Total Shipments of TinyML Inference Chipsets in Wearables by Architecture
Chart 35 Total Shipments of TinyML Inference Chipsets in Wearables by Use Case
Chart 36 Total Shipments of TinyML Inference Chipsets in XR by Architecture
Chart 37 Total Shipments of TinyML Inference Chipsets in XR by Use Case