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Edge AI Hardware Market Research Report Information By Component (CPU, GPU, ASIC, and FPGA.), By Device (Smartphone, Camera, Robot, Automobile, Smart Speaker, Wearables, Smart Mirror, and Others), By Power Consumption (into 0-5 W, 6-10 W, and More Than 10 W), By Process (Training and Inference), By Vertical (Consumer Electronics, Smart Home, Automotive & Transportation, Healthcare, Aerospace & Defense, Government, Construction) and By Region (North America, Europe, Asia-Pacific, Middle East and Africa, South America) –Industry Forecast Till 2030
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報告摘要
Market Synopsis
During the forecast period, the Edge AI Hardware industry is anticipated to experience a compound annual growth rate (CAGR) of 21.92%. An algorithm known as Edge AI is capable of processing data on a hardware device at the local level. This capability enables a device to autonomously process data and make decisions without a connection. Edge AI hardware, which are specialized AI accelerators, improve the capacity for data-intensive deep learning inference on Edge devices, making them a desirable choice for a variety of compute-intensive tasks. As the demand for real-time deep learning applications increases, specialized Edge AI hardware that enables rapid deep learning on the device has become increasingly critical.
The Edge AI Hardware Market is presented with substantial growth opportunities as a result of the integration of 5G and 6G networks. Ultra-fast connectivity and high bandwidth have enabled the seamless deployment of real-time, low-latency Edge AI applications, thereby expanding the capabilities of AI-enabled intelligent edge devices, with the advent of 5G networks. The market can anticipate a proliferation of these devices that are capable of autonomous decision-making and complex duties in crowded and device-saturated environments as 5G networks continue to expand.
Furthermore, the anticipated post-2030 development of 6G networks, which will feature higher frequency bands, is expected to provide even quicker speeds, increased bandwidth availability, and improved network reliability. These features are essential for large-scale Edge AI applications. This establishes a favorable environment for the expansion of the Edge AI hardware market, as the demand for hardware solutions that are both potent and efficient will only continue to rise in order to support these sophisticated networks and applications.
Market segment insights
The Edge AI Hardware Market is segmented into CPU, GPU, ASIC, and FPGA based on component.
The Edge AI Hardware Market is divided into the following categories: Smartphone, Camera, Robot, Automobile, Smart Speaker, Wearables, Smart Mirror, and Others.
The Edge AI Hardware Market is divided into three categories: 0-5 W, 6-10 W, and More, based on power consumption.
The Edge AI Hardware Market is segmented into the following sectors: aerospace & defense, government, construction, healthcare, automotive & transportation, smart home, and consumer electronics, according to Vertical.
Regional Perspectives
The Edge AI Hardware market is anticipated to be primarily driven by North America. This comprises the United States, Canada, and Mexico. The regional market share is influenced by the strategic development of major companies, which concentrate on mergers, acquisitions, product launches, and partnerships to maintain a competitive edge in the market. For instance, in September 2021, Synaptics Inc. established a partnership with Edge Impulse. Synaptics' KatanaUltra Low-Power Edge AI Platform, in conjunction with the Edge Impulse software development platform, will enable thousands of embedded developers to create, train, and deploy customized models for a diverse array of AI applications as a result of this agreement.Using the Edge Impulse Embedded ML Platform, developers can generate models that are prepared for production at a faster pace and with greater efficiency. Additionally, it simplifies the process of model optimization, training, and testing in a comprehensive MLOps context.
Asia Pacific is one of the most rapidly expanding markets for Edge AI Hardware globally. The Asia Pacific region is expected to ascend to the top of the Edge AI Hardware Market growth chart as a result of the introduction of 5G in the region and the increase in IoT-integrated devices. The adoption of AI hardware is expected to increase as a result of the increasing penetration of smartphones in China, Japan, India, and South Korea. The two largest markets in the region are China and Japan. The presence of numerous significant suppliers in the automotive, electronics, and semiconductor industries is driving the expansion of the edge AI hardware market in the region, as they are making substantial investments in AI technology. China's edge AI industry has experienced explosive growth in invention over the past year for edge computing and hardware solutions, as evidenced by the number of patents filed. This growth represents the country's rapid industrial innovation.
Major Players
NVIDIA Corporation, Google (Alphabet Inc.), Intel Corporation, Huawei Technologies Co., Ltd., Apple Inc., Qualcomm Incorporated, Samsung Electronics Co., Ltd., IBM Corporation, Dell Technologies Inc., Microsoft Corporation, ARM, Hailo, MediaTek Inc., Xilinx Inc., and Micron Technology.
目錄 Table of Contents
TABLE OF CONTENTS
1 EXECUTIVE SUMMARY 12
1.1 MARKET ATTRACTIVENESS ANALYSIS 15
2 MARKET INTRODUCTION 16
2.1 DEFINITION 16
2.2 SCOPE OF THE STUDY 16
2.3 RESEARCH OBJECTIVE 16
2.4 MARKET STRUCTURE 17
3 RESEARCH METHODOLOGY 18
4 MARKET DYNAMICS 25
4.1 OVERVIEW 25
4.2 DRIVERS 26
4.2.1 GROWTH IN THE UTILIZATION OF ARTIFICIAL INTELLIGENCE (AI) 26
4.2.2 GROWING ADOPTION OF EDGE AI DUE TO VARIOUS ADVANTAGE OFFERED BY EDGE AI 27
4.3 RESTRAINTS 29
4.3.1 LIMITED COMPUTATIONAL POWER AND MEMORY IN EDGE DEVICES 29
4.3.2 COMPLEXITY IN INTEGRATING DIVERSE EDGE AI HARDWARE COMPONENTS 29
4.4 OPPORTUNITIES 30
4.4.1 AVAILABILITY OF CHEAP AI HARDWARE AND COST-EFFECTIVE CONNECTIVITY 30
4.4.2 5G AND 6G NETWORKS INTEGRATION 31
4.5 CHALLENGES: 31
4.6 IMPACT ANALYSIS OF COVID-19 33
4.6.1 IMPACT ON SEMICONDUCTOR MANUFACTURERS 33
4.6.2 IMPACT ON COMPONENT MANUFACTURERS 34
4.6.3 IMPACT ON DEVICE MANUFACTURERS 34
4.6.4 IMPACT ON SUPPLY CHAIN DELAY 34
5 MARKET FACTOR ANALYSIS 35
5.1 SUPPLY CHAIN ANALYSIS 35
5.1.1 RAW MATERIAL SUPPLIERS: 35
5.1.2 COMPONENT MANUFACTURING: 36
5.1.3 ORIGINAL EQUIPMENT MANUFACTURERS (OEMS): 36
5.1.4 SOFTWARE PROVIDERS: 36
5.1.5 END USERS: 36
5.2 PORTER'S FIVE FORCES MODEL 37
5.2.1 THREAT OF NEW ENTRANTS 37
5.2.2 BARGAINING POWER OF SUPPLIERS 38
5.2.3 THREAT OF SUBSTITUTES 38
5.2.4 BARGAINING POWER OF BUYERS 38
5.2.5 INTENSITY OF RIVALRY 38
5.3 SWOT ANALYSIS OF E- HOUSE MARKET 39
5.4 PESTAL ANALYSIS OF E- HOUSE MARKET 39
5.5 CASE STUDIES DEMONSTRATING IMPLEMAENTATION OF EDGE AI IN VARIOUS FIELDS 41
6 GLOBAL EDGE AI HARDWARE MARKET, BY COMPONENT 43
6.1 OVERVIEW 43
6.2 CPU 43
6.3 GPU 43
6.4 ASIC 43
6.5 FGPA 44
7 GLOBAL EDGE AI HARDWARE MARKET, BY DEVICE 45
7.1 OVERVIEW 45
7.2 SMARTPHONE 45
7.3 CAMERA 45
7.4 ROBOT 46
7.5 AUTOMOBILE 46
7.6 SMART SPEAKER 46
7.7 WEARABLES 46
7.8 SMART MIRROR 47
7.9 OTHERS 47
8 GLOBAL EDGE AI HARDWARE MARKET, BY POWER CONSUMPTION 48
8.1 OVERVIEW 48
8.2 0-5W 48
8.3 6-10W 48
8.4 MORE THAN 10W 48
9 GLOBAL EDGE AI HARDWARE MARKET, BY PROCESS 49
9.1 OVERVIEW 49
9.2 TRAINING 49
9.3 INFERENCE 49
10 GLOBAL EDGE AI HARDWARE MARKET, BY VERTICAL 50
10.1 OVERVIEW 50
10.2 CONSUMER ELECTRONICS 50
10.3 SMART HOME 50
10.4 AUTOMOTIVE & TRANSPORTATION 50
10.5 HEALTHCARE 51
10.6 AEROSPACE & DEFENSE 51
10.7 GOVERNMENT 51
10.8 CONSTRUCTION 52
10.9 OTHERS 52
11 GLOBAL EDGE AI HARDWARE MARKET, BY REGION 53
11.1 OVERVIEW 53
11.2 NORTH AMERICA 53
11.3 EUROPE 53
11.4 ASIA-PACIFIC 54
11.5 REST OF THE WORLD 54
12 COMPETITVE LANDSCAPE 55
12.1 COMPETITIVE BENCHMARKING 56
12.2 VENDOR SHARE ANALYSIS 57
12.3 RECENT DEVELOPMENTS 58
12.3.1 PRODUCT DEVELOPMENT 58
13 COMPANY PROFILE 61
13.1 INTEL CORPORATION 61
13.1.1 COMPANY OVERVIEW 61
13.1.2 FINANCIAL OVERVIEW 62
13.1.3 PRODUCTS/SOLUTIONS/SERVICES OFFERED 62
13.1.4 KEY DEVELOPMENTS 63
13.1.5 SWOT ANALYSIS 64
13.1.6 KEY STRATEGIES 64
13.2 ARM LIMITED 65
13.2.1 COMPANY OVERVIEW 65
13.2.2 FINANCIAL OVERVIEW 66
13.2.3 PRODUCTS/SOLUTIONS/SERVICES OFFERED 66
13.2.4 KEY DEVELOPMENTS 67
13.2.5 SWOT ANALYSIS 68
13.2.6 KEY STRATEGIES 68
13.3 HUAWEI TECHNOLOGIES CO. LTD. 69
13.3.1 COMPANY OVERVIEW 69
13.3.2 FINANCIAL OVERVIEW 70
13.3.3 PRODUCTS/SOLUTIONS/SERVICES OFFERED 70
13.3.4 KEY DEVELOPMENTS 70
13.3.5 SWOT ANALYSIS 71
13.3.6 KEY STRATEGIES 71
13.4 MICROSOFT 72
13.4.1 COMPANY OVERVIEW 72
13.4.2 FINANCIAL OVERVIEW 73
13.4.3 PRODUCTS/SOLUTIONS/SERVICES OFFERED 73
13.4.4 KEY DEVELOPMENTS 74
13.4.5 SWOT ANALYSIS 74
13.4.6 KEY STRATEGIES 75
13.5 SAMSUNG ELECTRONICS CO., LTD. 76
13.5.1 COMPANY OVERVIEW 76
13.5.2 FINANCIAL OVERVIEW 77
13.5.3 PRODUCTS OFFERED 77
13.5.4 KEY DEVELOPMENTS 78
13.5.5 SWOT ANALYSIS 78
13.5.6 KEY STRATEGIES 78
13.6 GOOGLE INC. (ALPHABET INC.) 79
13.6.1 COMPANY OVERVIEW 79
13.6.2 FINANCIAL OVERVIEW 80
13.6.3 PRODUCTS OFFERED 80
13.6.4 KEY DEVELOPMENTS 81
13.6.5 SWOT ANALYSIS 81
13.6.6 KEY STRATEGIES 81
13.7 NVIDIA CORPORATION 82
13.7.1 COMPANY OVERVIEW 82
13.7.2 FINANCIAL OVERVIEW 83
13.7.3 PRODUCTS OFFERED 83
13.7.4 KEY DEVELOPMENTS 84
13.7.5 SWOT ANALYSIS 84
13.7.6 KEY STRATEGIES 84
13.8 QUALCOMM 85
13.8.1 COMPANY OVERVIEW 85
13.8.2 FINANCIAL OVERVIEW 86
13.8.3 PRODUCTS OFFERED 86
13.8.4 KEY DEVELOPMENTS 87
13.8.5 SWOT ANALYSIS 87
13.8.6 KEY STRATEGIES 87
13.9 MEDIATEK INC. 88
13.9.1 COMPANY OVERVIEW 88
13.9.2 FINANCIAL OVERVIEW 89
13.9.3 PRODUCTS OFFERED 89
13.9.4 KEY DEVELOPMENTS 90
13.9.5 SWOT ANALYSIS 90
13.9.6 KEY STRATEGIES 90
13.10 XILINX INC. 91
13.10.1 COMPANY OVERVIEW 91
13.10.2 FINANCIAL OVERVIEW 92
13.10.3 PRODUCTS OFFERED 93
13.10.4 KEY DEVELOPMENTS 93
13.10.5 SWOT ANALYSIS 94
13.10.6 KEY STRATEGIES 94
13.11 APPLE INC. 95
13.11.1 COMPANY OVERVIEW 95
13.11.2 FINANCIAL OVERVIEW 96
13.11.3 PRODUCTS OFFERED 97
13.11.4 KEY DEVELOPMENTS 97
13.11.5 SWOT ANALYSIS 98
13.11.6 KEY STRATEGIES 98
13.12 DELL TECHNOLOGIES INC. 99
13.12.1 COMPANY OVERVIEW 99
13.12.2 FINANCIAL OVERVIEW 100
13.12.3 PRODUCTS OFFERED 100
13.12.4 KEY DEVELOPMENTS 101
13.12.5 SWOT ANALYSIS 101
13.12.6 KEY STRATEGIES 101
13.13 MICRON TECHNOLOGY 102
13.13.1 COMPANY OVERVIEW 102
13.13.2 FINANCIAL OVERVIEW 103
13.13.3 PRODUCTS OFFERED 103
13.13.4 KEY DEVELOPMENTS 104
13.13.5 SWOT ANALYSIS 104
13.13.6 KEY STRATEGIES 104
13.14 IMAGINATION TECHNOLOGIES LIMITED 105
13.14.1 COMPANY OVERVIEW 105
13.14.2 PRODUCTS OFFERED 105
13.14.3 KEY DEVELOPMENTS 105
13.14.4 SWOT ANALYSIS 106
13.14.5 KEY STRATEGIES 106
13.15 HAILO 107
13.15.1 COMPANY OVERVIEW 107
13.15.2 PRODUCTS OFFERED 107
13.15.3 KEY DEVELOPMENTS 107
13.15.4 SWOT ANALYSIS 108
13.15.5 KEY STRATEGIES 108
圖表清單 List of Tables & Figures
LIST OF TABLES
TABLE 1 PRODUCT DEVELOPMENT 58
TABLE 2 PARTNERSHIP 59
TABLE 3 INTEL CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED 62
TABLE 4 INTEL CORPORATION: KEY DEVELOPMENTS 63
TABLE 5 ARM LIMITED: PRODUCTS/SOLUTIONS/SERVICES OFFERED 66
TABLE 6 ARM LIMITED: KEY DEVELOPMENTS 67
TABLE 7 HUAWEI TECHNOLOGIES CO. LTD.: PRODUCT/SOLUTION/SERVICE OFFERED 70
TABLE 8 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 73
TABLE 9 MICROSOFT: KEY DEVELOPMENTS 74
TABLE 10 SAMSUNG ELECTRONICS CO., LTD.: PRODUCTS OFFERED 77
TABLE 11 SAMSUNG ELECTRONICS CO., LTD.: KEY DEVELOPMENTS 78
TABLE 12 GOOGLE INC (ALPHABET INC.): PRODUCTS OFFERED 80
TABLE 13 GOOGLE INC (ALPHABET INC.): KEY DEVELOPMENTS 81
TABLE 14 NVIDIA CORPORATION: PRODUCTS OFFERED 83
TABLE 15 NVIDIA CORPORATION: KEY DEVELOPMENTS 84
TABLE 16 QUALCOMM: PRODUCTS OFFERED 86
TABLE 17 QUALCOMM: KEY DEVELOPMENTS 87
TABLE 18 MEDIATEK INC.: PRODUCTS OFFERED 89
TABLE 19 MEDIATEK INC.: KEY DEVELOPMENTS 90
TABLE 20 XILINX INC.: PRODUCTS OFFERED 93
TABLE 21 XILINX INC.: KEY DEVELOPMENTS 93
TABLE 22 APPLE INC.: PRODUCTS OFFERED 97
TABLE 23 APPLE INC.: KEY DEVELOPMENTS 97
TABLE 24 DELL TECHNOLOGIES INC.: PRODUCTS OFFERED 100
TABLE 25 MICRON TECHNOLOGY: PRODUCTS OFFERED 103
TABLE 26 MICRON TECHNOLOGY: KEY DEVELOPMENTS 104
TABLE 27 IMAGINATION TECHNOLOGIES LIMITED: PRODUCTS OFFERED 105
TABLE 28 IMAGINATION TECHNOLOGIES LIMITED: KEY DEVELOPMENTS 105
TABLE 29 HAILO: PRODUCTS OFFERED 107
TABLE 30 HAILO: KEY DEVELOPMENTS 107
LIST OF FIGURES
FIGURE 1 MARKET SYNOPSIS 14
FIGURE 2 MARKET ATTRACTIVENESS ANALYSIS: GLOBAL EDGE AI HARDWARE MARKET 15
FIGURE 3 GLOBAL EDGE AI HARDWARE MARKET: STRUCTURE 17
FIGURE 4 BOTTOM-UP AND TOP-DOWN APPROACHES 22
FIGURE 5 MARKET DYNAMICS: GLOBAL EDGE AI HARDWARE MARKET 25
FIGURE 6 ADVANATAGES OF EDGE AI 27
FIGURE 7 DRIVERS: IMPACT ANALYSIS 28
FIGURE 8 RESTRAINT: IMPACT ANALYSIS 30
FIGURE 9 GLOBAL E- HOUSE MARKET: VALUE CHAIN 35
FIGURE 10 PORTER'S FIVE FORCES ANALYSIS OF GLOBAL EDGE AI HARDWARE MARKET 37
FIGURE 11 GLOBAL EDGE AI HARDWARE MARKET – SWOT ANALYSIS 39
FIGURE 12 GLOBAL EDGE AI HARDWARE MARKET: COMPETITIVE BENCHMARKING 56
FIGURE 13 VENDOR SHARE ANALYSIS (2022, %) 57
FIGURE 14 INTEL CORPORATION: FINANCIAL OVERVIEW SNAPSHOT 62
FIGURE 15 INTEL CORPORATION: SWOT ANALYSIS 64
FIGURE 16 ARM LIMITED (PART OF SOFTBANK GROUP): FINANCIAL OVERVIEW SNAPSHOT 66
FIGURE 17 ARM LIMITED: SWOT ANALYSIS 68
FIGURE 18 HUAWEI TECHNOLOGIES CO. LTD.: FINANCIAL OVERVIEW SNAPSHOT 70
FIGURE 19 HUAWEI TECHNOLOGIES CO. LTD.: SWOT ANALYSIS 71
FIGURE 20 MICROSOFT: FINANCIAL OVERVIEW SNAPSHOT 73
FIGURE 21 MICROSOFT: SWOT ANALYSIS 74
FIGURE 22 SAMSUNG ELECTRONICS CO., LTD.: FINANCIAL OVERVIEW SNAPSHOT 77
FIGURE 23 SAMSUNG ELECTRONICS CO., LTD.: SWOT ANALYSIS 78
FIGURE 24 GOOGLE INC (ALPHABET INC.): FINANCIAL OVERVIEW SNAPSHOT 80
FIGURE 25 GOOGLE INC (ALPHABET INC.): SWOT ANALYSIS 81
FIGURE 26 NVIDIA CORPORATION: FINANCIAL OVERVIEW SNAPSHOT 83
FIGURE 27 NVIDIA CORPORATION: SWOT ANALYSIS 84
FIGURE 28 QUALCOMM: FINANCIAL OVERVIEW SNAPSHOT 86
FIGURE 29 QUALCOMM: SWOT ANALYSIS 87
FIGURE 30 MEDIATEK INC.: FINANCIAL OVERVIEW SNAPSHOT 89
FIGURE 31 MEDIATEK INC.: SWOT ANALYSIS 90
FIGURE 32 XILINX INC.: FINANCIAL OVERVIEW SNAPSHOT 92
FIGURE 33 XILINX INC.: SWOT ANALYSIS 94
FIGURE 34 APPLE INC.: FINANCIAL OVERVIEW SNAPSHOT 96
FIGURE 35 APPLE INC.: SWOT ANALYSIS 98
FIGURE 36 DELL TECHNOLOGIES INC.: FINANCIAL OVERVIEW SNAPSHOT 100
FIGURE 37 DELL TECHNOLOGIES INC.: SWOT ANALYSIS 101
FIGURE 38 MICRON TECHNOLOGY: FINANCIAL OVERVIEW SNAPSHOT 103
FIGURE 39 MICRON TECHNOLOGY: SWOT ANALYSIS 104
FIGURE 40 IMAGINATION TECHNOLOGIES LIMITED: SWOT ANALYSIS 106
FIGURE 41 HAILO: SWOT ANALYSIS 108
提及公司
NVIDIA CorporationGoogle (Alphabet Inc.)Intel CorporationHuawei Technologies Co.Ltd.Apple Inc.Qualcomm IncorporatedSamsung Electronics Co.Ltd.IBM CorporationDell Technologies Inc.Microsoft CorporationARMHailoMediaTek Inc.Xilinx Inc. and Micron Technology.
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