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エッジAIハードウェアの世界市場

Edge AI Hardware

出版日
ページ情報
英文 89 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=146.82円
エッジAIハードウェアの世界市場
出版日: 2024年10月30日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 89 Pages
納期: 即日から翌営業日
GIIご利用のメリット
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  • 概要
  • 目次
概要

エッジAIハードウェアの世界市場は2030年に60億ユニットに達する見込み

2023年に19億ユニットと推定されるエッジAIハードウェアの世界市場は、分析期間2023-2030年にCAGR 17.5%で成長し、2030年には60億ユニットに達すると予測されます。本レポートで分析しているセグメントの1つであるCPUプロセッサは、CAGR 15.8%を記録し、分析期間終了時には21億ユニットに達すると予測されます。GPUプロセッサー分野の成長率は、分析期間でCAGR 16.9％と推定されます。

米国市場は5億3,390万ユニット、中国はCAGR 16.7%で成長予測

米国のエッジAIハードウェア市場は2023年に5億3,390万台と推定されます。世界第2位の経済大国である中国は、2023～2030年のCAGR16.7%で推移し、2030年には9億1,280万台の市場規模に達すると予測されます。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ15.2%と14.9%と予測されています。欧州では、ドイツがCAGR約12.9%で成長すると予測されています。

世界のエッジAIハードウェア市場- 主要動向と促進要因のまとめ

エッジAIハードウェアはリアルタイムアプリケーションのデータ処理をどう変革するか？

エッジAIハードウェアは、集中型のデータセンターやクラウドに情報を送信する必要性を回避し、ネットワークの「エッジ」にあるデバイスで直接データを分析できるようにすることで、リアルタイムのデータ処理に革命をもたらしました。この変革は、自律走行車、スマート監視システム、産業オートメーションなど、待ち時間が大きな問題となるアプリケーションにとって特に重要です。例えば、自律走行車では、センサーやカメラからのデータをミリ秒単位で処理するためにエッジAIハードウェアに依存しています。同様に、スマート製造業では、エッジAIハードウェアは設備や生産ラインのリアルタイムモニタリングを可能にし、コストのかかる遅延につながる前に問題を予測し対処することで、ダウンタイムを削減します。このエッジ処理へのシフトは、レイテンシーの課題を解決し、重要なオペレーションが機能性や安全性を損なう遅延なく実行されることを保証します。さらに、エッジAIハードウェアの進化により処理能力が向上し、クラウドベースのリソースに大きく依存することなく、より高度なAIアルゴリズムをデバイス上でローカルに実行できるようになりました。

また、エッジAIハードウェアは、データ処理をデバイスにローカルに保持することで、プライバシーとセキュリティを強化します。これは、ヘルスケア、金融、政府などの機密情報を扱う部門にとって特に有益です。AI計算をオンサイトで実行することにより、エッジデバイスは外部サーバーに送信されるデータ量を制限し、データ漏洩のリスクを低減し、GDPRやHIPAAなどの厳しいデータプライバシー規制へのコンプライアンスを確保します。エッジAIハードウェアのこの側面は、画像診断装置、患者監視システム、医療用ウェアラブルなどのデバイスが患者のデータをオンサイトで分析できるヘルスケア環境において特に価値が高く、リアルタイムで洞察を提供しながら機密情報を保護することができます。エッジAIハードウェアは進化を続けており、プライバシー、セキュリティ、リアルタイムの意思決定に影響を与えることから、低レイテンシーとデータ保護を優先する幅広い業界において重要なイネーブラーとして位置づけられています。

なぜ家電やIoTデバイスでエッジAIハードウェアの需要が高まっているのか？

スマートデバイスやIoTの普及により、消費者はリアルタイムでコンテキストを意識した機能を電子機器に求めるようになり、エッジAIハードウェアの需要が高まっています。エッジAIハードウェアは、スマート家電、パーソナルアシスタント、ウェアラブルテクノロジーなどのIoTデバイスが、複雑なデータ分析を実行し、ローカルで意思決定を行うことを可能にします。例えば、スマートホームエコシステムにおいて、エッジAIハードウェアは、温度設定の調整、照明の管理、セキュリティアラートの提供など、ユーザーのコマンドやインタラクションに即座に反応するデバイスを可能にします。同様に、フィットネストラッカーやスマートウォッチのようなウェアラブルデバイスは、クラウドに依存することなく、ローカルでAIアルゴリズムを実行して健康指標を監視し、洞察を提供することで、エッジAIの恩恵を受けています。IoT市場が成長するにつれ、民生用電子機器におけるコンパクトで効率的、かつ応答性の高いエッジAIハードウェアの需要は、高速で信頼性が高く、データ駆動型の体験を求める消費者の嗜好と一致し、高まることが予想されます。

コンシューマーエレクトロニクスだけでなく、エッジAIハードウェアはIoTシステムのエネルギー効率を高める上でも重要な役割を果たしています。エッジデバイスはローカルでデータ処理を行うため、常時クラウドに接続する必要性が大幅に減少し、帯域幅の要件が下がり、エネルギー消費量が削減されます。このエネルギー効率の高いアプローチは、継続的な電力が制限される可能性のある農業センサーや環境モニタリングシステムなど、遠隔地やオフグリッドのIoTアプリケーションにおいて特に魅力的です。さらに、スマートシティが交通監視、廃棄物管理、ユーティリティサービスのためにIoTデバイスの使用を拡大するにつれて、エッジAIハードウェアはこれらのシステムの自律的な運用を可能にし、集中型データセンターへの負担を軽減します。IoTエコシステムが成長し、持続可能性の重要性が高まるにつれて、エネルギー使用を最適化するように設計されたエッジAIハードウェアソリューションは、消費者と環境の要求を満たすためにさらに重要な役割を果たすでしょう。

エッジAIハードウェアを活用して業務効率を高める主な業界とは？

製造業、自動車、ヘルスケア、通信などの業界では、エッジAIハードウェアを活用して業務効率を向上させ、競争優位性を獲得しています。製造業では、エッジAIハードウェアはリアルタイムの品質管理、予知保全、プロセスの最適化を可能にします。機械や生産ラインに直接AI機能を組み込むことで、メーカーは異常を検知し、機器の故障を予測し、中断することなく生産速度を向上させることができます。自動車メーカーも、ADAS（先進運転支援システム）や自律走行車の機能を高めるために、エッジAIハードウェアを大いに活用しています。強力なAIプロセッサを搭載した自動車のエッジデバイスは、センサーやカメラからのデータを瞬時に処理し、車線ナビゲーション、障害物検知、速度調整に関する重要な判断を下します。自律走行車が進化するにつれて、エッジAIハードウェアは膨大な量のセンサーデータをリアルタイムで処理し、車両の安全性と効率性を確保するために不可欠なものとなるでしょう。

ヘルスケアでは、エッジAIハードウェアは、ポータブル超音波診断装置、スマート医療用ウェアラブル、画像診断システムなどの診断・モニタリング機器のイノベーションを推進しています。これらの機器は、エッジ処理を活用することで、データを外部サーバーに送信することなく、医療提供者に即座に実用的な洞察を提供し、患者のデータプライバシーを守ります。さらに通信分野では、エッジAIハードウェアはバーチャルリアリティ（VR）、拡張現実（AR）、遠隔ロボットなどの低遅延アプリケーションを可能にすることで、5Gネットワークの展開をサポートしています。ネットワークプロバイダーは、様々なネットワークノードにエッジAIハードウェアを組み込み、ソースに近いところでデータ処理を行うことで、遅延を減らし、ユーザーエクスペリエンスを向上させています。これらの業界では、リアルタイム分析やオンデバイスのAI機能への依存度が高まっているため、エッジAIハードウェアは効率性の向上と高水準のサービス提供の維持に不可欠なものとなっています。

エッジAIハードウェア市場の成長はいくつかの要因によってもたらされる

エッジAIハードウェア市場の成長は、技術の進歩、多様な分野での使用事例の拡大、リアルタイムデータ処理の需要の増加など、いくつかの要因によって牽引されています。半導体技術の継続的な改善により、より強力でエネルギー効率の高いプロセッサが登場し、コンパクトで低消費電力のエッジデバイスで高度なAI機能を実現できるようになった。IoTやスマートデバイスの台頭は、レイテンシ、帯域幅使用量、エネルギー消費量を削減するためのローカルデータ処理機能を産業界が求めるようになり、エッジAIハードウェアの需要に拍車をかけています。また、個人デバイスにおける高速で信頼性の高いプライベートなデータ処理に対する消費者の期待も、スマートホームシステムからウェアラブルデバイスに至るまで、家電製品におけるエッジAIハードウェアの採用を後押ししています。さらに、産業分野では、予知保全、品質管理、リアルタイムモニタリングのためにエッジAIハードウェアが採用され、自動車分野では、自律走行車や半自律走行車の安全性と性能を高めるためにエッジAIハードウェアが採用されています。

ヘルスケア分野では、エッジAIハードウェアは医療機器上の患者データの安全なリアルタイム分析を可能にし、規制コンプライアンスやプライバシーの懸念に対応します。さらに、5Gネットワークの登場は、通信におけるエッジAIハードウェアの新たな可能性を開き、VR、AR、モバイルゲームにおける低遅延アプリケーションをサポートしています。また、スマートシティ構想では、交通管理、監視、環境モニタリングなど、都市インフラにおけるリアルタイムのデータ処理にエッジAIの利用が促進されています。より高速で効率的なオペレーションを実現するためにエッジでデータを処理することの価値が多くの分野で認識されるにつれて、AI処理技術の革新と業界全体のリアルタイム・アプリケーションの範囲の拡大が相まって、エッジAIハードウェア市場は持続的な成長を遂げる態勢が整っています。

調査対象企業の例（全34件）

  • Adapteva, Inc.
  • Alphabet
  • Apple
  • Applied Brain Research
  • ARM
  • Cadence
  • Ceva
  • General Vision
  • Hailo
  • Horizon Robotics
  • Huawei
  • Imagination Technologies
  • Intel Corporation
  • Mediatek
  • Micron Technology
  • Microsoft Corporation
  • Mythic
  • NVIDIA Corporation
  • Qualcomm
  • Samsung Electronics
  • Securerf Corporation
  • Synopsys Inc
  • Tenstorrent
  • Thinci
  • Verisilicon
  • Videantis
  • Xilinx

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
Product Code: MCP21679

Global Edge AI Hardware Market to Reach 6.0 Billion Units by 2030

The global market for Edge AI Hardware estimated at 1.9 Billion Units in the year 2023, is expected to reach 6.0 Billion Units by 2030, growing at a CAGR of 17.5% over the analysis period 2023-2030. CPU Processor, one of the segments analyzed in the report, is expected to record a 15.8% CAGR and reach 2.1 Billion Units by the end of the analysis period. Growth in the GPU Processor segment is estimated at 16.9% CAGR over the analysis period.

The U.S. Market is Estimated at 533.9 Million Units While China is Forecast to Grow at 16.7% CAGR

The Edge AI Hardware market in the U.S. is estimated at 533.9 Million Units in the year 2023. China, the world's second largest economy, is forecast to reach a projected market size of 912.8 Million Units by the year 2030 trailing a CAGR of 16.7% over the analysis period 2023-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 15.2% and 14.9% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 12.9% CAGR.

Global Edge AI Hardware Market – Key Trends & Drivers Summarized

How Is Edge AI Hardware Transforming Data Processing in Real-Time Applications?

Edge AI hardware has revolutionized real-time data processing by enabling data to be analyzed directly on devices at the "edge" of networks, bypassing the need to send information to centralized data centers or the cloud. This transformation is especially critical for applications where latency is a major concern, such as in autonomous vehicles, smart surveillance systems, and industrial automation. Autonomous vehicles, for instance, rely on edge AI hardware to process data from sensors and cameras in milliseconds, allowing the vehicle to make split-second decisions crucial for safety. Similarly, in smart manufacturing, edge AI hardware enables real-time monitoring of equipment and production lines, reducing downtime by predicting and addressing issues before they lead to costly delays. This shift towards edge processing addresses latency challenges, ensuring that critical operations are carried out without delays that could compromise functionality or safety. Furthermore, advancements in edge AI hardware have increased processing power, allowing more sophisticated AI algorithms to run locally on devices without relying heavily on cloud-based resources.

Edge AI hardware also enhances privacy and security by keeping data processing local to the device, which is especially beneficial for sectors handling sensitive information, such as healthcare, finance, and government. By performing AI computations on-site, edge devices limit the amount of data sent to external servers, reducing the risk of data breaches and ensuring compliance with stringent data privacy regulations like GDPR and HIPAA. This aspect of edge AI hardware is particularly valuable in healthcare settings where devices such as diagnostic imaging equipment, patient monitoring systems, and medical wearables can analyze patient data on-site, thus protecting sensitive information while delivering real-time insights. As edge AI hardware continues to evolve, its impact on privacy, security, and real-time decision-making is positioning it as a key enabler across a wide range of industries that prioritize low latency and data protection.

Why Is There Growing Demand for Edge AI Hardware in Consumer Electronics and IoT Devices?

The proliferation of smart devices and IoT has fueled demand for edge AI hardware, as consumers increasingly expect real-time, context-aware functionality from their electronics. Edge AI hardware allows IoT devices, including smart home appliances, personal assistants, and wearable technology, to perform complex data analysis and make decisions locally. For instance, in a smart home ecosystem, edge AI hardware enables devices to respond instantly to user commands and interactions, such as adjusting temperature settings, managing lighting, and providing security alerts. Similarly, wearable devices like fitness trackers and smartwatches benefit from edge AI by running AI algorithms locally to monitor health metrics and deliver insights without depending on the cloud. As the IoT market grows, the demand for compact, efficient, and responsive edge AI hardware in consumer electronics is expected to increase, aligning with consumer preferences for fast, reliable, and data-driven experiences.

Beyond consumer electronics, edge AI hardware also plays a crucial role in enhancing energy efficiency in IoT systems. Since edge devices handle data processing locally, they significantly reduce the need for constant cloud connectivity, which lowers bandwidth requirements and reduces energy consumption. This energy-efficient approach is particularly appealing in remote or off-grid IoT applications, such as agricultural sensors or environmental monitoring systems, where continuous power may be limited. Additionally, as smart cities expand their use of IoT devices for traffic monitoring, waste management, and utility services, edge AI hardware enables these systems to operate autonomously, reducing strain on centralized data centers. As the IoT ecosystem grows and the importance of sustainability increases, edge AI hardware solutions designed to optimize energy usage will play an even more significant role in meeting consumer and environmental demands.

What Are the Major Industries Leveraging Edge AI Hardware for Enhanced Operational Efficiency?

Industries such as manufacturing, automotive, healthcare, and telecommunications are leveraging edge AI hardware to enhance operational efficiency and gain a competitive advantage. In manufacturing, edge AI hardware enables real-time quality control, predictive maintenance, and process optimization. By embedding AI capabilities directly within machinery or production lines, manufacturers can detect anomalies, predict equipment failures, and improve production speed without interruptions. Automotive manufacturers are also relying heavily on edge AI hardware to advance driver-assistance systems and autonomous vehicle capabilities. Equipped with powerful AI processors, edge devices in vehicles process data from sensors and cameras instantaneously, making critical decisions related to lane navigation, obstacle detection, and speed adjustments. As autonomous vehicles evolve, edge AI hardware will be essential for processing vast amounts of sensor data in real time to ensure vehicle safety and efficiency.

In healthcare, edge AI hardware is driving innovations in diagnostic and monitoring devices, including portable ultrasound machines, smart medical wearables, and diagnostic imaging systems. These devices leverage edge processing to provide immediate, actionable insights to healthcare providers without sending data to external servers, thus safeguarding patient data privacy. Additionally, in telecommunications, edge AI hardware is supporting 5G network deployments by enabling low-latency applications like virtual reality (VR), augmented reality (AR), and remote robotics. Network providers are incorporating edge AI hardware at various network nodes to handle data processing close to the source, reducing lag and enhancing the user experience. As these industries increasingly rely on real-time analytics and on-device AI capabilities, edge AI hardware is becoming indispensable for improving efficiency and maintaining high standards of service delivery.

Growth in the Edge AI Hardware Market Is Driven by Several Factors

Growth in the edge AI hardware market is driven by several factors, including technological advancements, expanding use cases across diverse sectors, and the increasing demand for real-time data processing. Continuous improvements in semiconductor technology have led to more powerful and energy-efficient processors, enabling advanced AI functionalities on compact, low-power edge devices. The rise of IoT and smart devices has fueled demand for edge AI hardware, as industries seek local data processing capabilities to reduce latency, bandwidth usage, and energy consumption. Consumer expectations for fast, reliable, and private data processing on personal devices are also driving the adoption of edge AI hardware in consumer electronics, from smart home systems to wearable devices. Furthermore, the industrial sector is embracing edge AI hardware for predictive maintenance, quality control, and real-time monitoring, while the automotive sector relies on it to enhance safety and performance in autonomous and semi-autonomous vehicles.

In healthcare, edge AI hardware enables the secure, real-time analysis of patient data on medical devices, which aligns with regulatory compliance and privacy concerns. Additionally, the advent of 5G networks has opened new opportunities for edge AI hardware in telecommunications, supporting low-latency applications in VR, AR, and mobile gaming. Smart city initiatives are also promoting the use of edge AI for real-time data processing in urban infrastructure, such as traffic management, surveillance, and environmental monitoring. As more sectors recognize the value of processing data at the edge for faster, more efficient operations, the edge AI hardware market is poised for sustained growth, driven by a combination of innovation in AI processing technology and the expanding scope of real-time applications across industries.

Select Competitors (Total 34 Featured) -

  • Adapteva, Inc.
  • Alphabet
  • Apple
  • Applied Brain Research
  • ARM
  • Cadence
  • Ceva
  • General Vision
  • Hailo
  • Horizon Robotics
  • Huawei
  • Imagination Technologies
  • Intel Corporation
  • Mediatek
  • Micron Technology
  • Microsoft Corporation
  • Mythic
  • NVIDIA Corporation
  • Qualcomm
  • Samsung Electronics
  • Securerf Corporation
  • Synopsys Inc
  • Tenstorrent
  • Thinci
  • Verisilicon
  • Videantis
  • Xilinx

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Global Economic Update
    • Edge AI Hardware - Global Key Competitors Percentage Market Share in 2024 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2024 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Growing Demand for Real-Time Data Processing at the Edge Drives Adoption of High-Performance Edge AI Hardware Solutions
    • Expansion of Industrial Automation and IoT Fuels Demand for Edge AI Hardware in Smart Factories and Manufacturing
    • Increasing Use of Edge AI Hardware in Autonomous Vehicles for Real-Time Navigation and Object Detection Supports Market Growth
    • Advancements in Semiconductor Technology Enhance Processing Capabilities and Efficiency of Edge AI Hardware
    • Rising Focus on Reducing Latency in IoT Applications Drives Demand for Edge AI Hardware with Fast Data Processing
    • Growing Deployment of Edge AI Hardware in Smart Cities for Traffic Management, Surveillance, and Environmental Monitoring
    • Increasing Use of Edge AI Hardware in Healthcare for Real-Time Patient Monitoring and Diagnostic Imaging Expands Market
    • Focus on Energy Efficiency in Edge Devices Supports Development of Low-Power Edge AI Hardware Solutions
    • Growing Popularity of Wearable and Portable Edge AI Devices Fuels Market for Compact, High-Performance Hardware
    • Expansion of Edge AI Hardware in Retail for Customer Insights, Inventory Management, and Automated Checkouts
    • Rising Adoption of Edge AI Hardware in Agriculture for Precision Farming and Real-Time Crop Monitoring
    • Growing Demand for Enhanced Security in Financial and Retail Sectors Drives Adoption of Edge AI Hardware for Fraud Detection
    • Increasing Adoption of Edge AI Hardware in Telecommunications for Network Optimization and Infrastructure Management
    • Growing Application of Edge AI Hardware in Robotics for Autonomous Navigation and Real-Time Decision-Making
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Recent Past, Current & Future Analysis for Edge AI Hardware by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 2: World 7-Year Perspective for Edge AI Hardware by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2024 & 2030
    • TABLE 3: World Recent Past, Current & Future Analysis for CPU by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 4: World 7-Year Perspective for CPU by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for GPU by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 6: World 7-Year Perspective for GPU by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 7: World Recent Past, Current & Future Analysis for ASIC by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 8: World 7-Year Perspective for ASIC by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 9: World Recent Past, Current & Future Analysis for Other Processors by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 10: World 7-Year Perspective for Other Processors by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Government by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 12: World 7-Year Perspective for Government by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 13: World Recent Past, Current & Future Analysis for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 14: World 7-Year Perspective for Healthcare by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 15: World Recent Past, Current & Future Analysis for Industrial by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 16: World 7-Year Perspective for Industrial by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 18: World 7-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 19: World Recent Past, Current & Future Analysis for Consumer Electronics by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 20: World 7-Year Perspective for Consumer Electronics by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 21: World Recent Past, Current & Future Analysis for Smart Home by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 22: World 7-Year Perspective for Smart Home by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 23: World Recent Past, Current & Future Analysis for Automotive & Transportation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 24: World 7-Year Perspective for Automotive & Transportation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 25: World Recent Past, Current & Future Analysis for Inference by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 26: World 7-Year Perspective for Inference by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 27: World Recent Past, Current & Future Analysis for Training by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 28: World 7-Year Perspective for Training by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2024 & 2030
    • TABLE 29: World Edge AI Hardware Market Analysis of Annual Sales in Thousand units for Years 2014 through 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2024 (E)
    • TABLE 30: USA Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 31: USA 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 32: USA Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 33: USA 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 34: USA Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 35: USA 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • CANADA
    • TABLE 36: Canada Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 37: Canada 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 38: Canada Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 39: Canada 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 40: Canada Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 41: Canada 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • JAPAN
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2024 (E)
    • TABLE 42: Japan Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 43: Japan 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 44: Japan Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 45: Japan 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 46: Japan Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 47: Japan 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • CHINA
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2024 (E)
    • TABLE 48: China Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 49: China 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 50: China Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 51: China 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 52: China Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 53: China 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • EUROPE
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2024 (E)
    • TABLE 54: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in Thousand units for Years 2023 through 2030 and % CAGR
    • TABLE 55: Europe 7-Year Perspective for Edge AI Hardware by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2024 & 2030
    • TABLE 56: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 57: Europe 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 58: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 59: Europe 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 60: Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 61: Europe 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • FRANCE
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2024 (E)
    • TABLE 62: France Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 63: France 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 64: France Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 65: France 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 66: France Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 67: France 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • GERMANY
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2024 (E)
    • TABLE 68: Germany Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 69: Germany 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 70: Germany Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 71: Germany 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 72: Germany Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 73: Germany 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • ITALY
    • TABLE 74: Italy Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 75: Italy 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 76: Italy Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 77: Italy 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 78: Italy Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 79: Italy 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • UNITED KINGDOM
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2024 (E)
    • TABLE 80: UK Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 81: UK 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 82: UK Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 83: UK 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 84: UK Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 85: UK 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • REST OF EUROPE
    • TABLE 86: Rest of Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 87: Rest of Europe 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 88: Rest of Europe Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 89: Rest of Europe 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 90: Rest of Europe Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 91: Rest of Europe 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • ASIA-PACIFIC
    • Edge AI Hardware Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2024 (E)
    • TABLE 92: Asia-Pacific Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 93: Asia-Pacific 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 94: Asia-Pacific Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 95: Asia-Pacific 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 96: Asia-Pacific Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 97: Asia-Pacific 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030
  • REST OF WORLD
    • TABLE 98: Rest of World Recent Past, Current & Future Analysis for Edge AI Hardware by Processors - CPU, GPU, ASIC and Other Processors - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 99: Rest of World 7-Year Perspective for Edge AI Hardware by Processors - Percentage Breakdown of Value Sales for CPU, GPU, ASIC and Other Processors for the Years 2024 & 2030
    • TABLE 100: Rest of World Recent Past, Current & Future Analysis for Edge AI Hardware by End-Use - Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 101: Rest of World 7-Year Perspective for Edge AI Hardware by End-Use - Percentage Breakdown of Value Sales for Government, Healthcare, Industrial, Other End-Uses, Consumer Electronics, Smart Home and Automotive & Transportation for the Years 2024 & 2030
    • TABLE 102: Rest of World Recent Past, Current & Future Analysis for Edge AI Hardware by Process - Inference and Training - Independent Analysis of Annual Sales in Thousand units for the Years 2023 through 2030 and % CAGR
    • TABLE 103: Rest of World 7-Year Perspective for Edge AI Hardware by Process - Percentage Breakdown of Value Sales for Inference and Training for the Years 2024 & 2030

IV. COMPETITION