人工智慧與機器學習：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個工作天內

價格

簡介目錄

實際優勢：

預測到 2031 年 Tiny 機器學習 (TinyML)/嵌入式人工智慧 (AI) 晶片組的市場規模（出貨量和收入）。
了解 TinyML 晶片組在主要地區和架構（例如，神經處理單元 (NPU)）下的出貨量和收入成長。
根據關鍵用例、垂直產業、設備類型和架構的相對成長評估相關策略。

回答關鍵問題：

到 2031 年，嵌入式裝置採用 AI 晶片組的重要性將如何？
各地區的 AI 晶片組市場將如何發展？
這些晶片組將面向哪些 AI 用例？
到 2031 年，哪種晶片組架構將主導 TinyML？

研究亮點：

2024年至2031年TinyML市場AI晶片組出貨量與收入預測
依地區、垂直產業、架構和用例劃分的詳細數據

本報告的主要受眾：

尋求深入了解市場規模和新成長領域的晶片組供應商
服務於受AI影響的多元化市場的銷售和行銷領導者
評估TinyML成長潛力的投資者
參與嵌入式產品開發與行銷的整個AI技術堆疊的策略家

圖1：TinyML推理晶片組總出貨量（依地區劃分）架構
圖 2：依用例劃分的 TinyML 推理晶片組總出貨量
圖 3：依地區劃分的 TinyML 推理晶片組總出貨量
圖 4：以產業設備劃分的 TinyML 晶片組總出貨量
圖 5：TinyML 晶片組供應商
圖 6：依架構劃分的農業領域 TinyML 推理晶片組總出貨量
圖 7：依用例劃分的農業領域 TinyML 推理晶片組總出貨量
圖 8：依架構劃分的汽車領域 TinyML 推理晶片組出貨量
圖 9：依用例劃分的汽車領域 TinyML 推理晶片組總出貨量
圖 10：依架構劃分的蜂窩網路 TinyML 推理晶片組總出貨量
圖 11：TinyML 推理晶片組出貨用例用於蜂窩網路的晶片組
圖 12：醫療保健產業 TinyML 推理晶片組依架構劃分的總出貨量
圖 13：醫療保健產業 TinyML 推理晶片組依用例劃分的出貨量用例
圖 14：製造業 TinyML 推理晶片組依架構劃分的總出貨量
圖 15：製造業 TinyML 推理晶片依用例劃分的總出貨量
圖 16：個人與專業設備 TinyML 推理晶片組依架構劃分的總出貨量
圖 17：個人和專業設備 TinyML 推理晶片組依用例劃分的總出貨量
圖 18：零售市場 TinyML 推理晶片組依架構劃分的總出貨量
圖 19：零售業 TinyML 推理晶片組依用例劃分的總出貨量
圖 20：總出貨量依架構劃分的機器人 TinyML 推理晶片組出貨量
圖 21：機器人 TinyML 推理晶片組出貨量及應用案例
圖 22：以架構劃分的小型無人機系統 (sUAS) TinyML 推理晶片組出貨量
圖 23：依應用案例劃分的小型無人機系統 (sUAS) TinyML 推理晶片組總出貨量
圖 24：依架構劃分的智慧建築 TinyML 推理晶片組總出貨量
圖 25：依應用案例劃分的智慧建築 TinyML 推理晶片組出貨量
圖 26：以架構劃分的智慧城市 TinyML 推理晶片組總出貨量
圖 27：依應用案例劃分的智慧城市 TinyML 推理晶片組總出貨量
圖 28：以架構劃分的智慧家庭 TinyML 推理晶片組總出貨量
圖圖 29：智慧家庭 TinyML 推理晶片組的出貨量（依用例劃分）
圖 30：交通物流 TinyML 推理晶片組的總出貨量（依架構劃分）
圖 31：交通物流 TinyML 推理晶片組的總出貨量（依用例劃分）
圖 32：實用型 TinyML 推理晶片組（依架構分割）出貨量
圖 33：實用型 TinyML 推理晶片組的總出貨量（依用例劃分）
圖 34：穿戴式 TinyML 推理晶片組的總出貨量（依架構劃分）
圖 35：應用型 TinyML 推理晶片組的總出貨量（依用例劃分）
圖 36：XR TinyML 推理晶片組的總出貨量（依架構劃分）
圖 37：XR TinyML 推理晶片組的總出貨量（依用例劃分）

簡介目錄

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