AI和機器學習：TinyML

Artificial Intelligence and Machine Learning: TinyML

出版日期: 2026年05月11日 | 出版商:

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

價格

簡介目錄

本報告調查TinyML (Tiny Machine Learning)及嵌入式設備用AI 晶片組的趨勢，總結出貨趨勢和預測，依架構、應用、行業和地區等各種類別的詳細分析，及TinyML 晶片組供應商的市場佔有率。

實際益處：

可確定到2031年嵌入式設備的微型機器學習（TinyML）和人工智慧晶片組的市場規模（出貨量和收入）。
可以查看 TinyML 晶片組的出貨量和銷售額如何依主要地區和架構（例如，神經處理單元（NPU））成長。
可以根據關鍵應用、產業、設備類型和架構的相對成長率來評估策略。

主要問題解答：

到2031年，人工智慧晶片組在嵌入式設備的應用將有多重要？
未來各地區的AI晶片市場將如何發展？
這些晶片組主要針對哪些人工智慧應用？
到2031年，哪種晶片組架構將主導 TinyML 市場？

研究亮點：

TinyML 市場人工智慧晶片組出貨量和收入預測（2024年至2031年）
依地區、產業、架構和人工智慧應用進行詳細分類。

TinyML推理晶片組總出貨量：依架構分類
TinyML推理晶片組總出貨量：依應用程式分類
TinyML推理晶片組總出貨量：依地區分類
TinyML晶片組總出貨量：依行業和設備分類
TinyML晶片組供應商市場佔有率
TinyML 農業推理晶片組總出貨量：依架構分類
TinyML 推理晶片組在農業領域的總出貨量：依應用領域分類
用於汽車應用的TinyML 推理晶片組總出貨量：依架構分類
TinyML 推理晶片組在汽車應用領域的總出貨量：依應用領域分類。
TinyML推理晶片組在蜂巢式網路中的總出貨量：依架構分類
TinyML推理晶片組在蜂巢式網路中的總出貨量：依應用領域分類
TinyML推理晶片組在醫療保健領域的總出貨量：依架構分類
TinyML推理晶片組在醫療保健領域的總出貨量：依應用領域分類
製造業的TinyML 推理晶片組總出貨量：依架構分類
TinyML 推理晶片組在製造業的總出貨量：依應用領域分類。
個人和商業設備導向的TinyML 推理晶片組總出貨量：依架構分類
TinyML推理晶片組在個人和商業裝置上的總出貨量：依應用領域分類。
TinyML 推理晶片組零售總出貨量：依架構分類
TinyML推理晶片組零售總出貨量：依應用分類
TinyML機器人推理晶片組總出貨量：依架構分類
TinyML機器人推理晶片組總出貨量：依應用領域分類
小型無人機（sUAS）TinyML推理晶片組總出貨量：依架構分類
TinyML推理晶片組在小型無人機（sUAS）中的總出貨量：依應用領域分類。
智慧建築用 TinyML 推理晶片組總出貨量：依架構分類
TinyML 推理晶片組在智慧建築領域的總出貨量：依應用領域分類。
智慧城市的TinyML 推理晶片組總出貨量：依架構分類
智慧城市的TinyML 推理晶片組總出貨量：依應用領域分類
智慧家庭用 TinyML 推理晶片組總出貨量：依架構分類
TinyML推理晶片組在智慧家庭領域的總出貨量：依應用領域分類
TinyML推理晶片組在交通運輸和物流領域的總出貨量：依架構分類
TinyML 推理晶片組在運輸和物流領域的總出貨量：依應用領域分類。
公共產業的TinyML 推理晶片組總出貨量：依架構分類
TinyML推理晶片組在公共產業的總出貨量：依應用領域分類。
用於穿戴式裝置的TinyML 推理晶片組總出貨量：依架構分類
TinyML 推理晶片組在穿戴式裝置中的總出貨量：依應用領域分類。
用於 XR（擴增實境）裝置的TinyML 推理晶片組總出貨量：依架構分類
用於 XR（擴增實境）裝置的TinyML 推理晶片組總出貨量：依應用領域分類。

簡介目錄

Product Code: MD-AIMLT-104

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