データセンターアクセラレータ市場 : 2027 年までの世界予測

出版:MarketsandMarkets(マーケッツアンドマーケッツ) 出版年月:2022年11月

データセンターアクセラレータ市場 : プロセッサのタイプ (CPU、GPU、FPGA、ASIC)、タイプ (HPC データ センター、クラウドデータ センター)、用途 (ディープラーニングトレーニング、パブリックラウド インターフェイス、エンタープライズインターフェイス)、地域別 – 2027 年までの世界予測
Data Center Accelerator Market by Processor Type (CPU, GPU, FPGA, ASIC), Type (HPC Data Center, Cloud Data Center), Application (Deep Learning Training, Public Cloud Interface, Enterprise Interface) and Region – Global Forecast to 2027

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The Data Center Accelerator market size is estimated to be USD 21.2 billion in 2022 and is projected to reach USD 64.0 billion by 2027, at a CAGR of 24.7% during the forecast period. The boom in the data center accelerator market is mostly due to the increasing number of companies offering machine learning as a service and increasing demand for FPGA-based accelerators. Moreover, technological innovations and rising investments have further accelerated the growth of the data center accelerator market. Competitive manufacturing costs, and high economic growth rates, are some of the other major factors driving the growth of the data center accelerator market.

データセンターアクセラレータ市場 : プロセッサのタイプ (CPU、GPU、FPGA、ASIC)、タイプ (HPC データ センター、クラウドデータ センター)、用途 (ディープラーニングトレーニング、パブリックラウド インターフェイス、エンタープライズインターフェイス)、地域別 - 2027 年までの世界予測

“Enterprise Inference to contribute to high growth rate during 2022 to 2027”

With businesses realizing the dynamism of what can be done with their data, they are moving on from their existing resources to well-equipped data centers to aid better data management. Data centers have become a top priority for businesses across the globe to measure up their IT infrastructure requirements. With this shift in addressing information, data centers have moved beyond being just an additional storage facility. Hence, the enterprise inference segment is expected to grow at a higher growth rate in the coming five years.

“Cloud Data Centers to hold maximum market share between 2022 and 2027”

The increasing demand for every application, like entertainment, gaming, databases, etc., has evidently increased the need for more data centers worldwide. Although data centers are required in the current scenario and will increase soon due to space constraints and increased capital for its establishment, repair, maintenance, cooling, etc., an increase in the adoption of cloud data centers has come into the picture, in which organizations lease their infrastructure to a third-party partner and access data center resources over the internet. The cloud computing market has witnessed significant growth in recent years owing to the surge in the volume of data being transferred to the cloud from consumers.

“Europe to hold a significant market share during the forecast period”

Enterprises in Europe could increase the use of cloud services in the next two years. i.e., 2022 and 2023. The region will experience the activation of cloud service-based legal methods, such as the Code of Conduct created by Cloud Infrastructure Services Providers (Europe) and OpenCloud Foundation (Brussels) regulation, to promote cloud services and create cloud data standards in Europe. The localization of data centers in Europe will play a vital role for end users in the near future. Hence, the European region will witness a significant market share during the forecast period, i.e., between 2022 to 2027.

Intel Corporation (US), NVIDIA Corporation (US), Advanced Micro Devices, Inc (US), Micron Technology, Inc., and Qualcomm Technologies, Inc. (US) are the key players in the data center accelerator market. These top players have strong portfolios of products and services and a presence in both mature and emerging markets.

The study includes an in-depth competitive analysis of these key players in the data center accelerator market, with their company profiles, recent developments, and key market strategies.

Data Center Accelerator Market by Processor Type (CPU, GPU, FPGA, ASIC), Type (HPC Data Center, Cloud Data Center), Application (Deep Learning Training, Public Cloud Interface, Enterprise Interface) and Region - Global Forecast to 2027

Research Coverage
The report covers the description, definitions, and forecasts of the data center accelerator market along with its market segmentation based on type, processor type, application, and region. A detailed description of all the factors influencing the growth or decline of the market, such as drivers, restraints, opportunities, and challenges, is provided in the report. A detailed analysis of the competitive developments such as product launches, acquisitions, expansions, contracts, partnerships, and developments carried out by the key players to grow in the market is also included in the report.

Key Benefits of Buying the Report

The report will help peer competitors of this market or market leaders or new entrants regarding the information on the closest market estimation numbers of revenues in different applications and regions, as well as revenues for different market segments as a whole on a global level for market segments as well as sub-segments. Another advantage of the reports is that it will help stakeholders to understand a comprehensive scenario of the competitive landscape in order to gain more insights so that they can better position their businesses and plan suitable strategical developments to sustain in the market. The report provides the stakeholders with information related to the pulse of the market and the key market drivers, restraints, challenges, and opportunities.


目次

1 INTRODUCTION 27
1.1 STUDY OBJECTIVES 27
1.2 MARKET DEFINITION 27
1.2.1 INCLUSIONS AND EXCLUSIONS 28
1.3 STUDY SCOPE 28
1.3.1 MARKETS COVERED 28
FIGURE 1 DATA CENTER ACCELERATOR MARKET: SEGMENTATION 28
1.3.2 REGIONAL SCOPE 29
1.3.3 YEARS CONSIDERED 29
1.4 CURRENCY CONSIDERED 29
1.5 LIMITATIONS 30
1.6 STAKEHOLDERS 30
1.7 SUMMARY OF CHANGES 31
2 RESEARCH METHODOLOGY 32
2.1 RESEARCH DATA 32
FIGURE 2 DATA CENTER ACCELERATOR MARKET: PROCESS FLOW OF MARKET SIZE ESTIMATION 32
FIGURE 3 DATA CENTER ACCELERATOR MARKET: RESEARCH DESIGN 33
2.1.1 SECONDARY DATA 34
2.1.1.1 Key data from secondary sources 34
2.1.2 PRIMARY DATA 34
2.1.2.1 Key industry insights 35
2.1.2.2 Breakdown of primaries 35
2.1.3 SECONDARY AND PRIMARY DATA 36
2.2 MARKET SIZE ESTIMATION 37
2.2.1 BOTTOM-UP APPROACH 37
FIGURE 4 DATA CENTER ACCELERATOR MARKET: MARKET SIZE ESTIMATION 38
2.2.1.1 Approach for deriving market share using bottom-up analysis (demand side) 39
2.2.2 TOP-DOWN APPROACH 40
2.2.2.1 Approach for deriving market share using top-down analysis
(supply side) 40
2.3 DATA TRIANGULATION 41
FIGURE 5 DATA TRIANGULATION 41
2.4 RESEARCH ASSUMPTIONS 42
2.5 RISK ASSESSMENT 42
2.6 LIMITATIONS 43

3 EXECUTIVE SUMMARY 44
FIGURE 6 DATA CENTER ACCELERATOR MARKET, 2018–2027 44
FIGURE 7 ASIC SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, DURING FORECAST PERIOD 45
FIGURE 8 DEEP LEARNING TRAINING SEGMENT TO HOLD LARGEST SHARE OF DATA CENTER ACCELERATOR MARKET, BY APPLICATION, DURING FORECAST PERIOD 45
FIGURE 9 CLOUD DATA CENTER SEGMENT TO HOLD LARGER SHARE OF DATA CENTER ACCELERATOR MARKET, BY TYPE, DURING REVIEW PERIOD 46
FIGURE 10 ASIA PACIFIC TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING REVIEW PERIOD 47
4 PREMIUM INSIGHTS 48
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS OPERATING IN DATA CENTER ACCELERATOR MARKET 48
FIGURE 11 EXPANDING FPGA-BASED ACCELERATOR MARKET 48
4.2 DATA CENTER ACCELERATOR MARKET, BY TYPE 48
FIGURE 12 CLOUD DATA CENTER ACCELERATOR SEGMENT TO ACCOUNT FOR HIGHER MARKET SHARE DURING FORECAST PERIOD 48
4.3 ASIA PACIFIC DATA CENTER ACCELERATOR MARKET, BY TYPE AND COUNTRY 49
FIGURE 13 CLOUD DATA CENTER SEGMENT AND CHINA HELD LARGEST SHARES OF ASIA PACIFIC DATA CENTER ACCELERATOR MARKET IN 2021 49
4.4 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 49
FIGURE 14 ASIC SEGMENT TO REGISTER HIGHEST CAGR DURING REVIEW PERIOD 49
4.5 DATA CENTER ACCELERATOR MARKET, BY COUNTRY 50
FIGURE 15 INDIA TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 50
5 MARKET OVERVIEW 51
5.1 INTRODUCTION 51
5.2 MARKET DYNAMICS 51
FIGURE 16 DATA CENTER ACCELERATOR MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 51
5.2.1 DRIVERS 52
FIGURE 17 DATA CENTER ACCELERATOR MARKET: DRIVERS AND THEIR IMPACT 52
5.2.1.1 Expanding cloud-based service market 52
TABLE 1 COMPANIES OFFERING CLOUD SERVICES FOR DEEP/MACHINE LEARNING 53
5.2.1.2 Rising focus on parallel computing in artificial intelligence (AI) data centers 53
5.2.1.3 Growing use of deep learning technology in big data analytics 54
5.2.1.4 Rising adoption of data center accelerators in enterprises 54
5.2.2 RESTRAINTS 54
FIGURE 18 DATA CENTER ACCELERATOR MARKET: RESTRAINTS AND THEIR IMPACT 54
5.2.2.1 Premium pricing of accelerators 55
5.2.2.2 Limited availability of artificial intelligence (AI) hardware experts 55
5.2.2.3 Need for specialized infrastructure 55
5.2.3 OPPORTUNITIES 56
FIGURE 19 DATA CENTER ACCELERATOR MARKET: OPPORTUNITIES AND THEIR IMPACT 56
5.2.3.1 Increasing demand for field programmable gate array (FPGA)-based accelerators 56
5.2.3.2 Rising need for co-processors with slowdown in Moore’s Law 57
FIGURE 20 SLOWDOWN IN MOORE’S LAW 57
5.2.3.3 Increasing number of companies offering Machine Learning-as-a-Service (MLaaS) 57
5.2.4 CHALLENGES 58
FIGURE 21 DATA CENTER ACCELERATOR MARKET: CHALLENGES AND THEIR IMPACT 58
5.2.4.1 Unreliability of artificial intelligence (AI) algorithms 58
5.2.4.2 Complex artificial intelligence (AI) mechanisms 58
5.2.4.3 High electricity consumption by data centers 59
5.3 VALUE CHAIN ANALYSIS 59
FIGURE 22 DATA CENTER ACCELERATOR MARKET: VALUE CHAIN ANALYSIS 60
5.4 ECOSYSTEM ANALYSIS 61
TABLE 2 DATA CENTER ACCELERATOR MARKET: ECOSYSTEM ANALYSIS 61
5.5 AVERAGE SELLING PRICE (ASP) ANALYSIS 63
TABLE 3 AVERAGE SELLING PRICE OF DATA CENTER ACCELERATOR CARDS, 2021 63
TABLE 4 AVERAGE SELLING PRICE OF PROCESSOR TYPES, 2018–2021 (USD) 64
5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 64
FIGURE 23 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES RELATED TO DATA CENTER ACCELERATOR MARKET 64
5.7 TECHNOLOGY ANALYSIS 65
5.7.1 CLOUD GRAPHICS PROCESSING UNIT (GPU) 65
5.7.2 ARTIFICIAL INTELLIGENCE (AI) 65
5.7.3 DEEP LEARNING IN BIG DATA ANALYTICS 66
5.7.4 PARALLEL COMPUTING IN DATA CENTERS 66
5.8 PORTER’S FIVE FORCES ANALYSIS 66
TABLE 5 DATA CENTER ACCELERATOR MARKET: PORTER’S FIVE FORCES ANALYSIS 67
FIGURE 24 DATA CENTER ACCELERATOR MARKET: PORTER’S FIVE FORCE ANALYSIS 67
5.8.1 BARGAINING POWER OF SUPPLIERS 67
5.8.2 BARGAINING POWER OF BUYERS 67
5.8.3 THREAT OF NEW ENTRANTS 68
5.8.4 THREAT OF SUBSTITUTES 68
5.8.5 INTENSITY OF COMPETITIVE RIVALRY 68
5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 69
5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 69
FIGURE 25 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY APPLICATION 69
TABLE 6 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS, BY APPLICATION (%) 69
5.9.2 BUYING CRITERIA 70
FIGURE 26 KEY BUYING CRITERIA, BY APPLICATION 70
TABLE 7 KEY BUYING CRITERIA, BY APPLICATION 70
5.10 CASE STUDY ANALYSIS 71
5.10.1 TWITCH USES XILINX’S ULTRASCALE+ FPGA ACCELERATION AND NGCODEC’S VP9 ENCODER IP TRANSCODING SOLUTIONS FOR LIVE VIDEO STREAMING 71
5.10.2 XILINX POWERS ALIBABA CLOUD FAAS WITH AI ACCELERATION SOLUTION FOR E-COMMERCE BUSINESS 71
5.10.3 ACCELERATION OF DARK MATTER SEARCH USING ARTIFICIAL INTELLIGENCE 72
5.10.4 ACCELERATION OF CFD USING XILINX ALVEO FPGA 72
5.10.5 OTHER USE CASES 73
5.10.5.1 Development of FPGA-accelerated deep neural network by Myrtle 73
5.10.5.2 Intel’s deep learning solutions help Somatic’s robots 74
5.10.5.3 Operational improvements in smart cities using artificial intelligence (AI) 74
5.10.5.4 Use of artificial intelligence (AI) in diagnostic radiology 74
5.10.5.5 Development of Global Accelerator by Atlassian 74
5.10.5.6 Adoption of Zymer’s CloudTech by Cisco 74
5.10.5.7 Adoption of DSI’s Prefabricated Modular Data Center solution by University of California 75
5.10.5.8 Adoption of SCMA’s SAP technology 75
5.11 TRADE DATA ANALYSIS 76
TABLE 8 IMPORT DATA OF PARTS AND ACCESSORIES OF MACHINES, BY COUNTRY, 2017–2021 (USD MILLION) 76
TABLE 9 EXPORT DATA OF PARTS AND ACCESSORIES OF MACHINES, BY COUNTRY, 2017–2021 (USD MILLION) 76
5.12 PATENT ANALYSIS 77
TABLE 10 NOTABLE PATENTS RELATED TO DATA CENTER ACCELERATOR MARKET 77
TABLE 11 NUMBER OF PATENTS RELATED TO DATA CENTER ACCELERATOR MARKET IN LAST 10 YEARS 79
FIGURE 27 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 80
FIGURE 28 NUMBER OF PATENTS GRANTED PER YEAR, 2012–2021 81
5.13 KEY CONFERENCES AND EVENTS, 2022–2023 81
TABLE 12 DATA CENTER ACCELERATOR MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 81
5.14 STANDARDS AND GUIDELINES FOR DATA CENTER ACCELERATOR MARKET 84
5.14.1 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) 84
5.14.2 TELECOMMUNICATION INFRASTRUCTURE STANDARD FOR DATA CENTERS 84
5.14.3 DISTRIBUTED MANAGEMENT TASK FORCE (DMTF) STANDARD 84
5.14.4 ELECTRONICS INDUSTRY ASSOCIATION (EIA) 84
5.14.5 TELECOMMUNICATION INDUSTRY ASSOCIATION (TIA) 84
5.14.6 DATA CENTER SITE INFRASTRUCTURE TIER STANDARD (UPTIME INSTITUTE) 84
5.14.7 STORAGE NETWORKING INDUSTRY ASSOCIATION (SNIA) AND CLOUD DATA MANAGEMENT INFERENCE (CDMI) 85

5.15 REGULATORY LANDSCAPE 85
5.15.1 NORTH AMERICA 85
5.15.1.1 Export–Import regulations 85
5.15.2 EUROPE 85
5.15.2.1 Restriction of Hazardous Substances (ROHS) and Waste Electrical and Electronic Equipment (WEEE) Directives 85
5.15.2.2 Registration, Evaluation, Authorization, and Restriction of Chemicals (REACH) 86
5.15.2.3 General Data Protection Regulation (GDPR) 86
6 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 87
6.1 INTRODUCTION 88
FIGURE 29 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 88
FIGURE 30 ASIC SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 89
TABLE 13 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 89
TABLE 14 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 89
TABLE 15 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (THOUSAND UNITS) 90
TABLE 16 DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (THOUSAND UNITS) 90
6.2 CENTRAL PROCESSING UNIT (CPU) 90
6.2.1 CENTRAL PROCESSING UNIT (CPU) CONSISTS OF FEW CORES THAT OPTIMIZE SEQUENTIAL SERIAL PROCESSING 90
TABLE 17 CPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 91
TABLE 18 CPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 91
TABLE 19 CPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 92
TABLE 20 CPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 92
6.3 GRAPHICS PROCESSING UNIT (GPU) 92
6.3.1 GRAPHICS PROCESSING UNIT (GPU) DEVELOPED TO DELIVER HIGH-PERFORMANCE TO DATA CENTERS 92
TABLE 21 GPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 93
TABLE 22 GPU: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 94
TABLE 23 GPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 94
TABLE 24 GPU: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 94

6.4 FIELD PROGRAMMABLE GATE ARRAY (FPGA) 94
6.4.1 FIELD PROGRAMMABLE GATE ARRAY (FPGA) USED PRIMARILY IN MACHINE LEARNING INFERENCE, VIDEO ALGORITHMS, AND SMALL-VOLUME SPECIALIZED APPLICATIONS 94
TABLE 25 FPGA: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 96
TABLE 26 FPGA: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 96
TABLE 27 FPGA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 96
TABLE 28 FPGA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 96
6.5 APPLICATION-SPECIFIC INTEGRATED CIRCUIT (ASIC) 97
6.5.1 APPLICATION-SPECIFIC INTEGRATED CIRCUIT (ASIC) OFFERS MAXIMUM PERFORMANCE AT GIVEN POWER 97
TABLE 29 ASIC: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 98
TABLE 30 ASIC: DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 98
TABLE 31 ASIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 98
TABLE 32 ASIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 98
7 DATA CENTER ACCELERATOR MARKET, BY TYPE 99
7.1 INTRODUCTION 100
FIGURE 31 DATA CENTER ACCELERATOR MARKET, BY TYPE 100
FIGURE 32 CLOUD DATA CENTER ACCELERATOR MARKET TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 100
TABLE 33 DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 100
TABLE 34 DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 101
7.2 CLOUD DATA CENTER 101
7.2.1 RISING DEMAND FOR CO-PROCESSORS WITH INCREASE IN DATA TRANSFER TO CLOUD 101
TABLE 35 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 102
TABLE 36 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 102
TABLE 37 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 102
TABLE 38 CLOUD DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 103
7.3 HIGH-PERFORMANCE COMPUTING (HPC) DATA CENTER 103
7.3.1 RISING USE OF HIGH-PERFORMANCE COMPUTING (HPC) TO RUN HIGH-LEVEL COMPUTATIONAL ALGORITHMS THAT REQUIRE COMPLEX ANALYTICS 103
TABLE 39 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 104
TABLE 40 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 104
TABLE 41 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 105
TABLE 42 HPC DATA CENTER: DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 105
8 DATA CENTER ACCELERATOR MARKET, BY APPLICATION 106
8.1 INTRODUCTION 107
FIGURE 33 DATA CENTER ACCELERATOR MARKET, BY APPLICATION 107
FIGURE 34 ENTERPRISE INFERENCE SEGMENT TO REGISTER HIGHEST CAGR IN DATA CENTER ACCELERATOR MARKET DURING FORECAST PERIOD 108
TABLE 43 DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2018–2021 (USD MILLION) 108
TABLE 44 DATA CENTER ACCELERATOR MARKET, BY APPLICATION, 2022–2027 (USD MILLION) 108
8.2 DEEP LEARNING TRAINING 109
8.2.1 DEEP LEARNING USES ARTIFICIAL NEURAL NETWORKS TO LEARN MULTIPLE LEVELS OF DATA 109
TABLE 45 DEEP LEARNING TRAINING: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE 2018–2021 (USD MILLION) 109
TABLE 46 DEEP LEARNING TRAINING: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 110
8.3 PUBLIC CLOUD INFERENCE 110
8.3.1 PUBLIC CLOUD INFERENCE REDUCES INFRASTRUCTURE COSTS 110
TABLE 47 PUBLIC CLOUD INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 111
TABLE 48 PUBLIC CLOUD INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 111
8.4 ENTERPRISE INFERENCE 112
8.4.1 HYBRID CLOUD ARCHITECTURES ENABLE APPLICATIONS TO OPERATE WITH HIGH PERFORMANCE ON AMAZON WEB SERVICES 112
TABLE 49 ENTERPRISE INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION) 113
TABLE 50 ENTERPRISE INFERENCE: DATA CENTER ACCELERATOR MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION) 113
9 DATA CENTER ACCELERATOR MARKET, BY REGION 114
9.1 INTRODUCTION 115
FIGURE 35 DATA CENTER ACCELERATOR MARKET, BY REGION 115
FIGURE 36 DATA CENTER ACCELERATOR MARKET: REGIONAL SNAPSHOT 115
TABLE 51 DATA CENTER ACCELERATOR MARKET, BY REGION, 2018–2021 (USD MILLION) 116
TABLE 52 DATA CENTER ACCELERATOR MARKET, BY REGION, 2022–2027 (USD MILLION) 116
9.2 NORTH AMERICA 116
FIGURE 37 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET SNAPSHOT 117
TABLE 53 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 117
TABLE 54 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 118
TABLE 55 NORTH AMERICA: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 118
TABLE 56 NORTH AMERICA: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 118
TABLE 57 NORTH AMERICA: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 119
TABLE 58 NORTH AMERICA: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 119
TABLE 59 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 119
TABLE 60 NORTH AMERICA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 119
9.2.1 US 120
9.2.1.1 Large-scale deployment of modular and co-location facilities 120
TABLE 61 US: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 121
TABLE 62 US: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 121
9.2.2 CANADA 121
9.2.2.1 Growing requirement for research and development (R&D) to create need for high-processing data 121
TABLE 63 CANADA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 123
TABLE 64 CANADA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 123
9.2.3 MEXICO 123
9.2.3.1 Rising investments by tech companies to tap data center-related business opportunities 123
TABLE 65 MEXICO: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 124
TABLE 66 MEXICO: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 124
9.3 EUROPE 125
FIGURE 38 EUROPE: DATA CENTER ACCELERATOR MARKET SNAPSHOT 126
TABLE 67 EUROPE: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 126
TABLE 68 EUROPE: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 127
TABLE 69 EUROPE: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 127
TABLE 70 EUROPE: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 127
TABLE 71 EUROPE: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 128
TABLE 72 EUROPE: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 128
TABLE 73 EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 128
TABLE 74 EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 128
9.3.1 UK 129
9.3.1.1 Increasing demand for artificial intelligence (AI)-based solutions 129
TABLE 75 UK: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 130
TABLE 76 UK: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 130
9.3.2 GERMANY 130
9.3.2.1 Increased demand for data centers and co-location operators with growth in adoption of cloud computing and Industry 4.0 technologies 130
TABLE 77 GERMANY: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 131
TABLE 78 GERMANY: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 131
9.3.3 NETHERLANDS 131
9.3.3.1 Increasing enhancements in digital infrastructures 131
TABLE 79 NETHERLANDS: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 132
TABLE 80 NETHERLANDS: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 132
9.3.4 REST OF EUROPE 132
TABLE 81 REST OF EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 133
TABLE 82 REST OF EUROPE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 134
9.4 ASIA PACIFIC 134
FIGURE 39 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET SNAPSHOT 135
TABLE 83 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 136
TABLE 84 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 136
TABLE 85 ASIA PACIFIC: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 137
TABLE 86 ASIA PACIFIC: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 137
TABLE 87 ASIA PACIFIC: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 137
TABLE 88 ASIA PACIFIC: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 138
TABLE 89 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 138
TABLE 90 ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 138
9.4.1 CHINA 139
9.4.1.1 Increasing investments in technological advancements 139
TABLE 91 CHINA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 139
TABLE 92 CHINA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 139
9.4.2 JAPAN 140
9.4.2.1 Rising adoption of artificial intelligence (AI) by multinational companies across different industries 140
TABLE 93 JAPAN: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 141
TABLE 94 JAPAN: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 141
9.4.3 SINGAPORE 141
9.4.3.1 Increasing use of data center cloud services by small and mid-sized companies 141
TABLE 95 SINGAPORE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 142
TABLE 96 SINGAPORE: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 142
9.4.4 INDIA 142
9.4.4.1 Rising data center operations with high demand for IT services from domestic and international markets 142
TABLE 97 INDIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 143
TABLE 98 INDIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 143
9.4.5 AUSTRALIA 143
9.4.5.1 Rising number of modular data centers 143
TABLE 99 AUSTRALIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 144
TABLE 100 AUSTRALIA: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 144
9.4.6 REST OF ASIA PACIFIC 144
TABLE 101 REST OF ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 145
TABLE 102 REST OF ASIA PACIFIC: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 145
9.5 ROW 145
TABLE 103 ROW: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 145
TABLE 104 ROW: DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 146
TABLE 105 ROW: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 146
TABLE 106 ROW: HPC DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 146
TABLE 107 ROW: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2018–2021 (USD MILLION) 147
TABLE 108 ROW: CLOUD DATA CENTER ACCELERATOR MARKET, BY COUNTRY, 2022–2027 (USD MILLION) 147
TABLE 109 ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 147
TABLE 110 ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 147
9.5.1 BRAZIL 148
9.5.1.1 Expanding computing services market 148
TABLE 111 BRAZIL: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 148
TABLE 112 BRAZIL: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 148
9.5.2 OTHERS IN ROW 149
TABLE 113 OTHERS IN ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2018–2021 (USD MILLION) 149
TABLE 114 OTHERS IN ROW: DATA CENTER ACCELERATOR MARKET, BY TYPE, 2022–2027 (USD MILLION) 150
10 COMPETITIVE LANDSCAPE 151
10.1 INTRODUCTION 151
10.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN 151
TABLE 115 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN THE DATA CENTER ACCELERATOR MARKET 151
10.2.1 PRODUCT PORTFOLIO 152
10.2.2 REGIONAL FOCUS 152
10.2.3 MANUFACTURING FOOTPRINT 152
10.2.4 ORGANIC/INORGANIC GROWTH STRATEGIES 153
10.3 MARKET SHARE ANALYSIS, 2021 153
TABLE 116 DATA CENTER ACCELERATOR MARKET: DEGREE OF COMPETITION, 2021 153
10.4 FIVE-YEAR COMPANY REVENUE ANALYSIS 153
FIGURE 40 FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF TOP FIVE MARKET PLAYERS 154
10.5 COMPANY EVALUATION QUADRANT 155
10.5.1 STARS 155
10.5.2 EMERGING LEADERS 155
10.5.3 PERVASIVE PLAYERS 156
10.5.4 PARTICIPANTS 156
FIGURE 41 COMPANY EVALUATION QUADRANT: DATA CENTER ACCELERATOR MARKET, 2021 156
10.6 COMPANY FOOTPRINT 157
TABLE 117 OVERALL COMPANY FOOTPRINT 157
TABLE 118 APPLICATION: COMPANY FOOTPRINT 158
TABLE 119 REGION: COMPANY FOOTPRINT 159

10.7 COMPETITIVE BENCHMARKING 160
10.7.1 STARTUP EVALUATION MATRIX: DATA CENTER ACCELERATOR MARKET 160
TABLE 120 DATA CENTER ACCELERATOR MARKET: LIST OF KEY STARTUPS/SMES 160
TABLE 121 DATA CENTER ACCELERATOR MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES 162
10.8 SMALL AND MEDIUM-SIZED ENTERPRISES (SMES) EVALUATION QUADRANT 162
10.8.1 PROGRESSIVE COMPANIES 162
10.8.2 RESPONSIVE COMPANIES 162
10.8.3 DYNAMIC COMPANIES 162
10.8.4 STARTING BLOCKS 162
FIGURE 42 SME EVALUATION QUADRANT: DATA CENTER ACCELERATOR MARKET, 2021 163
10.9 COMPETITIVE SCENARIOS AND TRENDS 164
10.9.1 DATA CENTER ACCELERATOR MARKET: PRODUCT LAUNCHES, JANUARY 2020–AUGUST 2022 164
10.9.2 DATA CENTER ACCELERATOR MARKET: DEALS, JANUARY 2020–AUGUST 2022 167
11 COMPANY PROFILES 173
(Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))*
11.1 INTRODUCTION 173
11.2 KEY PLAYERS 173
11.2.1 INTEL CORPORATION 173
TABLE 122 INTEL CORPORATION: COMPANY OVERVIEW 173
FIGURE 43 INTEL CORPORATION: COMPANY SNAPSHOT 174
11.2.2 NVIDIA CORPORATION 179
TABLE 123 NVIDIA CORPORATION: COMPANY OVERVIEW 179
FIGURE 44 NVIDIA CORPORATION: COMPANY SNAPSHOT 180
11.2.3 ADVANCED MICRO DEVICES, INC 186
TABLE 124 ADVANCED MICRO DEVICES, INC: COMPANY OVERVIEW 187
FIGURE 45 ADVANCED MICRO DEVICES, INC: COMPANY SNAPSHOT 187
11.2.4 MICRON TECHNOLOGY, INC. 194
TABLE 125 MICRON TECHNOLOGY, INC.: COMPANY OVERVIEW 194
FIGURE 46 MICRON TECHNOLOGY, INC.: COMPANY SNAPSHOT 195
11.2.5 QUALCOMM TECHNOLOGIES, INC. 201
TABLE 126 QUALCOMM TECHNOLOGIES, INC.: COMPANY OVERVIEW 201
FIGURE 47 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 202
11.2.6 IBM CORPORATION 207
TABLE 127 IBM CORPORATION: COMPANY OVERVIEW 207
FIGURE 48 IBM CORPORATION: COMPANY SNAPSHOT 208
11.2.7 GOOGLE 212
TABLE 128 GOOGLE: COMPANY OVERVIEW 212
FIGURE 49 GOOGLE: COMPANY SNAPSHOT 213
11.2.8 MARVELL 217
TABLE 129 MARVELL: COMPANY OVERVIEW 217
FIGURE 50 MARVELL: COMPANY SNAPSHOT 218
11.2.9 ACHRONIX SEMICONDUCTOR CORPORATION 222
TABLE 130 ACHRONIX SEMICONDUCTOR CORPORATION: COMPANY OVERVIEW 222
11.2.10 DELL INC. 225
TABLE 131 DELL INC.: COMPANY OVERVIEW 225
FIGURE 51 DELL INC.: COMPANY SNAPSHOT 226
11.3 OTHER PLAYERS 228
11.3.1 GRAPHCORE 228
11.3.2 HUAWEI TECHNOLOGIES 229
11.3.3 FUJITSU 230
11.3.4 WAVE COMPUTING 231
11.3.5 SAMBANOVA SYSTEMS, INC. 232
11.3.6 GYRFALCON TECHNOLOGY INC. 232
11.3.7 NEC CORPORATION 233
11.3.8 LATTICE SEMICONDUCTOR 233
11.3.9 ENFLAME TECHNOLOGY 234
11.3.10 MICROCHIP TECHNOLOGY INC. 234
11.3.11 LEAPMIND INC. 235
11.3.12 QNAP SYSTEMS, INC. 235
11.3.13 ADVANTECH CO., LTD. 236
11.3.14 SEMPTIAN 236
11.3.15 CISCO SYSTEMS, INC. 237
*Details on Business Overview, Products/Solutions/Services Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats) might not be captured in case of unlisted companies.
12 APPENDIX 238
12.1 DISCUSSION GUIDE 238
12.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 241
12.3 CUSTOMIZATION OPTIONS 243
12.4 RELATED REPORTS 243
12.5 AUTHOR DETAILS 244


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