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市場調查報告書
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1662753

2030 年人工智慧增強型 HPC 市場預測:按組件、部署、組織規模、計算類型、最終用戶和地區進行的全球分析

AI Enhanced HPC Market Forecasts to 2030 - Global Analysis By Component (Hardware, Software and Services), Deployment (Cloud and On-premises), Organization Size, Computing Type, End User and By Geography

出版日期: | 出版商: Stratistics Market Research Consulting | 英文 200+ Pages | 商品交期: 2-3個工作天內

價格

根據 Stratistics MRC 的數據,全球 AI 增強 HPC 市場預計在 2024 年達到 29.5 億美元,到 2030 年將達到 56.4 億美元,預測期內的複合年成長率為 11.4%。將人工智慧整合到傳統 HPC 系統中以提高運算效率、可擴展性和高級解決問題的能力,稱為 AI 增強 HPC。透過利用 AI 演算法、機器學習模型和神經網路,AI 增強型 HPC 可以顯著加快資料處理和分析速度。它還可以實現更準確、更快速的模擬、預測建模和即時決策。這種人工智慧與高效能運算的結合在醫學、工程、金融和氣候變遷研究等大型資料集需要快速複雜運算的領域尤其有效。

根據高效能運算-人工智慧領導組織(HALO)的數據,高效能運算-人工智慧市場正在快速成長,預計到2022年全球資料中心支出將達到620億美元,其中179億美元將來自推動機器學習和深度學習的超大規模公司。

即時分析的需求

在我們快節奏的世界中,快速決策至關重要。由人工智慧驅動的 HPC 可以快速且有效率地處理大量資料,實現即時分析,因此企業可以立即對趨勢和事件做出反應。人工智慧廣泛應用於自動駕駛汽車等產業,即時處理感測器資料,確保高效、安全的導航。由人工智慧 HPC 系統進行的即時市場資料分析可幫助投資者做出明智的決策。此外,即時患者資料監測可以幫助醫療保健等行業實現更快的診斷和個人化治療。

維護和整合的複雜性

將 AI 增強型 HPC 系統融入現有IT基礎設施是一個困難且耗時的過程。除了複雜的演算法之外,這些系統還需要特定的硬體和軟體設置,而這些設置可能無法在舊系統上運行。人工智慧增強型 HPC 系統的複雜性因其管理和維護通常需要高素質人員而進一步加劇。確保跨多個部門和職能的順利整合和營運對於組織來說可能是一個挑戰。此外,缺乏技術專業知識(尤其是人工智慧和 HPC 技術)也會阻礙這些系統的部署和維護。

永續性和氣候建模的發展

人工智慧驅動的 HPC 對於解決永續性和氣候變遷等全球問題至關重要。人工智慧驅動的 HPC 系統透過模擬氣候模型和分析大量環境資料,幫助科學家了解天氣模式、預測氣候變遷並評估其對生態系統的影響。可再生能源技術的設計、能源分配的最佳化以及環境政策的評估都是使用 HPC 驅動的模擬進行的。此外,隨著政府和組織增加對人工智慧和高效能運算的投資以實現永續性目標,參與環境研究、清潔能源和永續性創新的公司將面臨許多機會。

獲得技術人才的機會有限

阻礙人工智慧 HPC 市場擴張的關鍵問題之一是人工智慧、HPC、資料科學和機器學習領域合格人才的短缺。人工智慧和高效能運算需要高階專業知識,尤其是在管理大量資料、創建演算法、訓練複雜模型和最大化運算能力方面。這些領域對專家的需求日益成長,造成了人才缺口,這不僅推高了人事費用,而且限制了企業部署和維護 AI 增強型 HPC 系統的能力。此外,大學和其他教育機構無法滿足合適的培訓課程和課程的需求,也加劇了人才短缺的情況。

COVID-19 的影響

隨著產業和研究機構尋求先進的運算能力來應對全球健康危機,COVID-19 疫情顯著加速了對人工智慧增強型高效能運算 (HPC) 的需求。快速疫苗開發、流行病學建模和醫學資料分析的需求導致人工智慧模擬和預測分析的普及度不斷提高。這使得人們越來越意識到 HPC 系統的功能。此外,各行各業向遠距工作和數位轉型的轉變導致對雲端基礎的AI 增強型 HPC 解決方案的依賴性增加。疫情促使雲端基礎的HPC 迅速普及,並增加了對人工智慧研究的投資,同時也凸顯了人工智慧在解決緊迫問題方面發揮的關鍵作用以及市場對強大基礎設施的依賴。

預計預測期內硬體部分將成為最大的部分。

預計預測期內硬體部分將佔據最大的市場佔有率。這主要是由於針對 AI 工作負載進行調整的專用處理器、GPU 和 TPU 等複雜硬體元件的需求不斷成長。這些硬體進步對於有效處理大型資料集、深度學習模型和複雜的人工智慧演算法至關重要。隨著人工智慧的應用不斷擴大,尤其是在醫療保健、汽車和金融服務等行業,對能夠管理運算密集型任務的高效能硬體的需求正在推動這一市場的成長。此外,硬體架構的發展和處理器中人工智慧特定功能的加入對硬體產業提出了進一步的要求。

預計雲端運算領域在預測期內將實現最高複合年成長率

預計雲端運算領域將在預測期內實現最高的成長率。這種擴展是由對雲端基礎的解決方案所提供的可擴展、適應性強且價格合理的運算能力的日益成長的需求所推動的。雲端平台透過為企業提供對高效能運算資源的按需存取來支援 AI 工作負載的運算密集型需求。對於希望將人工智慧與高效能運算結合的企業來說,雲端運算已經成為熱門選擇,因為它消除了與內部部署基礎設施相關的前期投資,並且可以根據需求快速擴大或縮小規模。

比最大的地區

預計預測期內北美地區將佔據最大的市場佔有率。該地區的優勢在於各行各業採用了尖端的高效能運算解決方案、對人工智慧研發進行了大量的投資、以及知名科技公司的強大影響力。北美憑藉其完善的IT基礎設施處於人工智慧主導創新的前沿,該基礎設施使用 HPC 處理製造業、醫療保健、金融和汽車等行業的複雜計算任務。

複合年成長率最高的地區

預計預測期內亞太地區將呈現最高的複合年成長率。中國、印度、日本和韓國等國家的快速技術進步和數位轉型正在推動這一成長。由於對人工智慧、雲端運算和超級運算基礎設施的投資不斷增加,亞太地區正在成為 HPC 市場的主要參與企業。此外,該地區製造業、醫療業和汽車業等各行業對人工智慧應用的需求日益成長,加上政府鼓勵技術創新的項目,都在加速人工智慧增強 HPC 解決方案的採用。

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訂閱此報告的客戶可以從以下免費自訂選項中進行選擇:

  • 公司簡介
    • 對其他市場參與企業(最多 3 家公司)進行全面分析
    • 主要企業的 SWOT 分析(最多 3 家公司)
  • 地理細分
    • 根據客戶興趣對主要國家進行市場估計、預測和複合年成長率(註:基於可行性檢查)
  • 競爭性基準化分析
    • 根據產品系列、地理分佈和策略聯盟對主要企業基準化分析

目錄

第1章執行摘要

第 2 章 前言

  • 概述
  • 相關利益者
  • 研究範圍
  • 調查方法
    • 資料探勘
    • 資料分析
    • 資料檢驗
    • 研究途徑
  • 研究資訊來源
    • 主要研究資訊來源
    • 二手研究資料資訊來源
    • 先決條件

第3章 市場走勢分析

  • 介紹
  • 驅動程式
  • 限制因素
  • 機會
  • 威脅
  • 最終用戶分析
  • 新興市場
  • COVID-19 的影響

第 4 章 波特五力分析

  • 供應商的議價能力
  • 買家的議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭對手之間的競爭

5.全球AI 增強型 HPC 市場(按組件分類)

  • 介紹
  • 硬體
  • 軟體
  • 服務

6.全球AI 增強型 HPC 市場(按部署)

  • 介紹
  • 本地

7.全球AI 增強型 HPC 市場(依組織規模)

  • 介紹
  • 中小企業
  • 大型企業

8.全球AI 增強型 HPC 市場(按計算類型)

  • 介紹
  • 平行計算
  • 分散式運算
  • 百萬兆級計算

9.全球AI 增強型 HPC 市場(依最終用戶分類)

  • 介紹
  • 能源和公共
  • 產業
  • 製造業
  • 藥品
  • 金融服務分析
  • 可視化與模擬
  • 生物學和醫學
  • 其他

第 10 章全球AI 增強型 HPC 市場(按區域)

  • 介紹
  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 義大利
    • 法國
    • 西班牙
    • 歐洲其他地區
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 紐西蘭
    • 韓國
    • 其他亞太地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地區
  • 中東和非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東和非洲地區

第11章 重大進展

  • 協議、夥伴關係、合作和合資企業
  • 收購與合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第12章 公司概況

  • Amazon Web Services, Inc.
  • Fujitsu Limited
  • NEC Corporation
  • Cisco Systems, Inc.
  • Google LLC
  • Arm Limited(SoftBank Group Corp.)
  • Hewlett Packard Enterprise Development LP
  • Dell Technologies Inc.
  • Samsung Electronics Co., Ltd.
  • IBM Corporation
  • Advanced Micro Devices Inc.(AMD)
  • Lenovo Group Limited
  • Huawei Technologies Co., Ltd.
  • Intel Corporation
  • Microsoft Corporation
Product Code: SMRC28614

According to Stratistics MRC, the Global AI Enhanced HPC Market is accounted for $2.95 billion in 2024 and is expected to reach $5.64 billion by 2030 growing at a CAGR of 11.4% during the forecast period. The integration of artificial intelligence with conventional HPC systems to provide increased computational efficiency, scalability, and sophisticated problem-solving capabilities is known as AI-enhanced HPC. AI-enhanced HPC can greatly speed up data processing and analysis by utilizing AI algorithms, machine learning models, and neural networks. Moreover, this allows for more accurate and faster simulations, predictive modeling, and real-time decision-making. In fields like healthcare, engineering, finance, and climate research, where large datasets necessitate quick, intricate calculations, this combination of AI and HPC has a particularly significant impact.

According to the HPC-AI Leadership Organization (HALO), The HPC-AI market has taken off, with $62 billion in worldwide data center spending in 2022, including a whopping $17.9 billion from Hyperscale companies who drive machine learning and deep learning.

Market Dynamics:

Driver:

Demand for analytics in real time

In the fast-paced world, making decisions quickly is essential. Businesses can react to trends and events as they occur owing to AI-enhanced HPC, which processes enormous volumes of data quickly and efficiently to enable real-time analytics. AI is used extensively in industries such as autonomous vehicles to process sensor data in real-time, guaranteeing efficient and safe navigation. Instantaneous market data analysis by AI-powered HPC systems aids investors in making well-informed decisions. Additionally, real-time patient data monitoring can result in more rapid diagnoses and individualized treatments in industries like healthcare.

Restraint:

Complexity of maintenance and integration

The process of incorporating AI-enhanced HPC systems into pre-existing IT infrastructures can be difficult and time-consuming. In addition to complex algorithms, these systems call for specific hardware and software setups that might not work with older systems. The complexity of AI-enhanced HPC systems is further increased by the fact that they frequently need highly qualified staff to manage and maintain them. Ensuring smooth integration and operation across multiple departments and functions can present challenges for organizations. Furthermore, deployment and maintenance of these systems may also be hampered by a lack of technical expertise, especially in AI and HPC technologies.

Opportunity:

Developments in sustainability and climate modeling

AI-enhanced HPC is essential for tackling global issues like sustainability and climate change. AI-enhanced HPC systems are assisting scientists in better understanding weather patterns, forecasting climate shifts, and evaluating the effects of climate change on ecosystems by simulating climate models and analyzing enormous volumes of environmental data. Designing renewable energy technologies, optimizing energy distribution, and evaluating environmental policies are all being done with HPC-driven simulations. Moreover, businesses engaged in environmental research, clean energy, and sustainability innovations have a plethora of opportunities as governments and organizations invest more in AI and HPC to meet sustainability goals.

Threat:

Restricted access to skilled talent

One significant issue that might impede the expansion of the AI-enhanced HPC market is the lack of qualified experts in AI, HPC, data science, and machine learning. Highly specialized knowledge is needed for AI and HPC, especially for managing massive amounts of data, creating algorithms, training intricate models, and maximizing computational power. A talent gap is being caused by the growing need for experts in these domains, which not only drives up labor expenses but also restricts an organization's capacity to implement and maintain AI-enhanced HPC systems. Additionally, the shortage is being made worse by universities and other educational institutions' inability to meet the demand for pertinent training programs and courses.

Covid-19 Impact:

The COVID-19 pandemic significantly accelerated the demand for AI-enhanced High-Performance Computing (HPC) as industries and research institutions sought advanced computational power to tackle the global health crisis. AI-driven simulations and predictive analytics have increased in popularity due to the need for quick vaccine development, epidemiological modeling, and healthcare data analysis. This has increased awareness of HPC systems' capabilities. Furthermore, reliance on cloud-based AI-enhanced HPC solutions grew as a result of the shift to remote work and digital transformation across industries. The pandemic pushed for a quicker adoption of cloud-based HPC and increased investments in AI research, while also highlighting the crucial role AI plays in solving pressing issues and the market's reliance on robust infrastructure.

The Hardware segment is expected to be the largest during the forecast period

The Hardware segment is expected to account for the largest market share during the forecast period. The main cause of this is the rising demand for sophisticated hardware elements like specialized processors that are tailored for AI workloads, GPUs, and TPUs. These hardware advancements are essential for efficiently processing large datasets, deep learning models, and intricate AI algorithms. The demand for high-performance hardware that can manage computationally demanding tasks is fueling the growth of this market as AI applications continue to expand, particularly in industries like healthcare, automotive, and financial services. Moreover, the demand in the hardware industry is also being further increased by developments in hardware architecture and the incorporation of AI-specific capabilities in processors.

The Cloud segment is expected to have the highest CAGR during the forecast period

Over the forecast period, the Cloud segment is predicted to witness the highest growth rate. The growing need for scalable, adaptable, and reasonably priced computing power-all of which cloud-based solutions offer-is what is driving this expansion. Cloud platforms support the computationally demanding requirements of AI workloads by giving businesses on-demand access to high-performance computing resources. The cloud is a popular option for businesses wishing to combine AI with high-performance computing because it can quickly scale up and down in response to demands without requiring the upfront capital investment associated with on-premises infrastructure.

Region with largest share:

During the forecast period, the North America region is expected to hold the largest market share. The region's dominance can be ascribed to the adoption of state-of-the-art high-performance computing solutions across a range of industries, the substantial investments made in AI research and development, and the strong presence of prominent technology companies. North America is at the forefront of AI-driven innovations owing to its well-established IT infrastructure, which uses HPC to handle complex computational tasks in industries like manufacturing, healthcare, finance, and automotive.

Region with highest CAGR:

Over the forecast period, the Asia Pacific region is anticipated to exhibit the highest CAGR. Rapid technological advancements and digital transformation in nations like China, India, Japan, and South Korea are driving this growth. The APAC region is becoming a major player in the HPC market as a result of rising investments in AI, cloud computing, and supercomputing infrastructure. Moreover, the region is adopting AI-enhanced HPC solutions more quickly due to the growing need for AI applications in a variety of industries, such as manufacturing, healthcare, and automotive, as well as government programs to encourage technological innovation.

Key players in the market

Some of the key players in AI Enhanced HPC market include Amazon Web Services, Inc., Fujitsu Limited, NEC Corporation, Cisco Systems, Inc., Google LLC, Arm Limited (SoftBank Group Corp.), Hewlett Packard Enterprise Development LP, Dell Technologies Inc., Samsung Electronics Co., Ltd., IBM Corporation, Advanced Micro Devices Inc. (AMD), Lenovo Group Limited, Huawei Technologies Co., Ltd., Intel Corporation and Microsoft Corporation.

Key Developments:

In February 2025, Amazon Web Services (AWS) has entered into a new Whole-of-Government agreement with the Australian Government's Digital Transformation Agency (DTA) to offer access to cloud and emerging technologies. The agreement, initially set for a term of three years, builds on a previous arrangement signed in 2019, which aided in streamlining access to AWS services for all levels of government including local councils and public sector entities.

In September 2024, Fujitsu Limited and Stellar Science Foundation have entered into a partnership focused on discovering and supporting the next generation of scientific researchers and fostering the creation of cutting-edge research topics. Through this partnership, Fujitsu will contribute funds to SS-F to support the creation of a unique scientific research ecosystem that promotes collaboration and interaction among researchers.

In August 2024, NEC Corporation and Spectro Cloud have signed a strategic agreement to advance cloud-native innovation for organisations. With the exponential growth of modern, containerised applications inclusive of AI/ML workloads, real-time analytics and databases with various use cases across multiple industries, organisations need enterprise-grade capabilities to run these applications efficiently and securely.

Components Covered:

  • Hardware
  • Software
  • Services

Deployments Covered:

  • Cloud
  • On-premises

Organization Sizes Covered:

  • Small & Medium Enterprises (SMEs)
  • Large Enterprises

Computing Types Covered:

  • Parallel Computing
  • Distributed Computing
  • Exascale Computing

End Users Covered:

  • Energy and Utilities
  • Industrial
  • Manufacturing
  • Pharmaceuticals
  • Analytics for Financial Services
  • Visualization and Simulation
  • Biological and Medical
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2022, 2023, 2024, 2026, and 2030
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 End User Analysis
  • 3.7 Emerging Markets
  • 3.8 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global AI Enhanced HPC Market, By Component

  • 5.1 Introduction
  • 5.2 Hardware
  • 5.3 Software
  • 5.4 Services

6 Global AI Enhanced HPC Market, By Deployment

  • 6.1 Introduction
  • 6.2 Cloud
  • 6.3 On-premises

7 Global AI Enhanced HPC Market, By Organization Size

  • 7.1 Introduction
  • 7.2 Small & Medium Enterprises (SMEs)
  • 7.3 Large Enterprises

8 Global AI Enhanced HPC Market, By Computing Type

  • 8.1 Introduction
  • 8.2 Parallel Computing
  • 8.3 Distributed Computing
  • 8.4 Exascale Computing

9 Global AI Enhanced HPC Market, By End User

  • 9.1 Introduction
  • 9.2 Energy and Utilities
  • 9.3 Industrial
  • 9.4 Manufacturing
  • 9.5 Pharmaceuticals
  • 9.6 Analytics for Financial Services
  • 9.7 Visualization and Simulation
  • 9.8 Biological and Medical
  • 9.9 Other End Users

10 Global AI Enhanced HPC Market, By Geography

  • 10.1 Introduction
  • 10.2 North America
    • 10.2.1 US
    • 10.2.2 Canada
    • 10.2.3 Mexico
  • 10.3 Europe
    • 10.3.1 Germany
    • 10.3.2 UK
    • 10.3.3 Italy
    • 10.3.4 France
    • 10.3.5 Spain
    • 10.3.6 Rest of Europe
  • 10.4 Asia Pacific
    • 10.4.1 Japan
    • 10.4.2 China
    • 10.4.3 India
    • 10.4.4 Australia
    • 10.4.5 New Zealand
    • 10.4.6 South Korea
    • 10.4.7 Rest of Asia Pacific
  • 10.5 South America
    • 10.5.1 Argentina
    • 10.5.2 Brazil
    • 10.5.3 Chile
    • 10.5.4 Rest of South America
  • 10.6 Middle East & Africa
    • 10.6.1 Saudi Arabia
    • 10.6.2 UAE
    • 10.6.3 Qatar
    • 10.6.4 South Africa
    • 10.6.5 Rest of Middle East & Africa

11 Key Developments

  • 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 11.2 Acquisitions & Mergers
  • 11.3 New Product Launch
  • 11.4 Expansions
  • 11.5 Other Key Strategies

12 Company Profiling

  • 12.1 Amazon Web Services, Inc.
  • 12.2 Fujitsu Limited
  • 12.3 NEC Corporation
  • 12.4 Cisco Systems, Inc.
  • 12.5 Google LLC
  • 12.6 Arm Limited (SoftBank Group Corp.)
  • 12.7 Hewlett Packard Enterprise Development LP
  • 12.8 Dell Technologies Inc.
  • 12.9 Samsung Electronics Co., Ltd.
  • 12.10 IBM Corporation
  • 12.11 Advanced Micro Devices Inc. (AMD)
  • 12.12 Lenovo Group Limited
  • 12.13 Huawei Technologies Co., Ltd.
  • 12.14 Intel Corporation
  • 12.15 Microsoft Corporation

List of Tables

  • Table 1 Global AI Enhanced HPC Market Outlook, By Region (2022-2030) ($MN)
  • Table 2 Global AI Enhanced HPC Market Outlook, By Component (2022-2030) ($MN)
  • Table 3 Global AI Enhanced HPC Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 4 Global AI Enhanced HPC Market Outlook, By Software (2022-2030) ($MN)
  • Table 5 Global AI Enhanced HPC Market Outlook, By Services (2022-2030) ($MN)
  • Table 6 Global AI Enhanced HPC Market Outlook, By Deployment (2022-2030) ($MN)
  • Table 7 Global AI Enhanced HPC Market Outlook, By Cloud (2022-2030) ($MN)
  • Table 8 Global AI Enhanced HPC Market Outlook, By On-premises (2022-2030) ($MN)
  • Table 9 Global AI Enhanced HPC Market Outlook, By Organization Size (2022-2030) ($MN)
  • Table 10 Global AI Enhanced HPC Market Outlook, By Small & Medium Enterprises (SMEs) (2022-2030) ($MN)
  • Table 11 Global AI Enhanced HPC Market Outlook, By Large Enterprises (2022-2030) ($MN)
  • Table 12 Global AI Enhanced HPC Market Outlook, By Computing Type (2022-2030) ($MN)
  • Table 13 Global AI Enhanced HPC Market Outlook, By Parallel Computing (2022-2030) ($MN)
  • Table 14 Global AI Enhanced HPC Market Outlook, By Distributed Computing (2022-2030) ($MN)
  • Table 15 Global AI Enhanced HPC Market Outlook, By Exascale Computing (2022-2030) ($MN)
  • Table 16 Global AI Enhanced HPC Market Outlook, By End User (2022-2030) ($MN)
  • Table 17 Global AI Enhanced HPC Market Outlook, By Energy and Utilities (2022-2030) ($MN)
  • Table 18 Global AI Enhanced HPC Market Outlook, By Industrial (2022-2030) ($MN)
  • Table 19 Global AI Enhanced HPC Market Outlook, By Manufacturing (2022-2030) ($MN)
  • Table 20 Global AI Enhanced HPC Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 21 Global AI Enhanced HPC Market Outlook, By Analytics for Financial Services (2022-2030) ($MN)
  • Table 22 Global AI Enhanced HPC Market Outlook, By Visualization and Simulation (2022-2030) ($MN)
  • Table 23 Global AI Enhanced HPC Market Outlook, By Biological and Medical (2022-2030) ($MN)
  • Table 24 Global AI Enhanced HPC Market Outlook, By Other End Users (2022-2030) ($MN)
  • Table 25 North America AI Enhanced HPC Market Outlook, By Country (2022-2030) ($MN)
  • Table 26 North America AI Enhanced HPC Market Outlook, By Component (2022-2030) ($MN)
  • Table 27 North America AI Enhanced HPC Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 28 North America AI Enhanced HPC Market Outlook, By Software (2022-2030) ($MN)
  • Table 29 North America AI Enhanced HPC Market Outlook, By Services (2022-2030) ($MN)
  • Table 30 North America AI Enhanced HPC Market Outlook, By Deployment (2022-2030) ($MN)
  • Table 31 North America AI Enhanced HPC Market Outlook, By Cloud (2022-2030) ($MN)
  • Table 32 North America AI Enhanced HPC Market Outlook, By On-premises (2022-2030) ($MN)
  • Table 33 North America AI Enhanced HPC Market Outlook, By Organization Size (2022-2030) ($MN)
  • Table 34 North America AI Enhanced HPC Market Outlook, By Small & Medium Enterprises (SMEs) (2022-2030) ($MN)
  • Table 35 North America AI Enhanced HPC Market Outlook, By Large Enterprises (2022-2030) ($MN)
  • Table 36 North America AI Enhanced HPC Market Outlook, By Computing Type (2022-2030) ($MN)
  • Table 37 North America AI Enhanced HPC Market Outlook, By Parallel Computing (2022-2030) ($MN)
  • Table 38 North America AI Enhanced HPC Market Outlook, By Distributed Computing (2022-2030) ($MN)
  • Table 39 North America AI Enhanced HPC Market Outlook, By Exascale Computing (2022-2030) ($MN)
  • Table 40 North America AI Enhanced HPC Market Outlook, By End User (2022-2030) ($MN)
  • Table 41 North America AI Enhanced HPC Market Outlook, By Energy and Utilities (2022-2030) ($MN)
  • Table 42 North America AI Enhanced HPC Market Outlook, By Industrial (2022-2030) ($MN)
  • Table 43 North America AI Enhanced HPC Market Outlook, By Manufacturing (2022-2030) ($MN)
  • Table 44 North America AI Enhanced HPC Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 45 North America AI Enhanced HPC Market Outlook, By Analytics for Financial Services (2022-2030) ($MN)
  • Table 46 North America AI Enhanced HPC Market Outlook, By Visualization and Simulation (2022-2030) ($MN)
  • Table 47 North America AI Enhanced HPC Market Outlook, By Biological and Medical (2022-2030) ($MN)
  • Table 48 North America AI Enhanced HPC Market Outlook, By Other End Users (2022-2030) ($MN)
  • Table 49 Europe AI Enhanced HPC Market Outlook, By Country (2022-2030) ($MN)
  • Table 50 Europe AI Enhanced HPC Market Outlook, By Component (2022-2030) ($MN)
  • Table 51 Europe AI Enhanced HPC Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 52 Europe AI Enhanced HPC Market Outlook, By Software (2022-2030) ($MN)
  • Table 53 Europe AI Enhanced HPC Market Outlook, By Services (2022-2030) ($MN)
  • Table 54 Europe AI Enhanced HPC Market Outlook, By Deployment (2022-2030) ($MN)
  • Table 55 Europe AI Enhanced HPC Market Outlook, By Cloud (2022-2030) ($MN)
  • Table 56 Europe AI Enhanced HPC Market Outlook, By On-premises (2022-2030) ($MN)
  • Table 57 Europe AI Enhanced HPC Market Outlook, By Organization Size (2022-2030) ($MN)
  • Table 58 Europe AI Enhanced HPC Market Outlook, By Small & Medium Enterprises (SMEs) (2022-2030) ($MN)
  • Table 59 Europe AI Enhanced HPC Market Outlook, By Large Enterprises (2022-2030) ($MN)
  • Table 60 Europe AI Enhanced HPC Market Outlook, By Computing Type (2022-2030) ($MN)
  • Table 61 Europe AI Enhanced HPC Market Outlook, By Parallel Computing (2022-2030) ($MN)
  • Table 62 Europe AI Enhanced HPC Market Outlook, By Distributed Computing (2022-2030) ($MN)
  • Table 63 Europe AI Enhanced HPC Market Outlook, By Exascale Computing (2022-2030) ($MN)
  • Table 64 Europe AI Enhanced HPC Market Outlook, By End User (2022-2030) ($MN)
  • Table 65 Europe AI Enhanced HPC Market Outlook, By Energy and Utilities (2022-2030) ($MN)
  • Table 66 Europe AI Enhanced HPC Market Outlook, By Industrial (2022-2030) ($MN)
  • Table 67 Europe AI Enhanced HPC Market Outlook, By Manufacturing (2022-2030) ($MN)
  • Table 68 Europe AI Enhanced HPC Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 69 Europe AI Enhanced HPC Market Outlook, By Analytics for Financial Services (2022-2030) ($MN)
  • Table 70 Europe AI Enhanced HPC Market Outlook, By Visualization and Simulation (2022-2030) ($MN)
  • Table 71 Europe AI Enhanced HPC Market Outlook, By Biological and Medical (2022-2030) ($MN)
  • Table 72 Europe AI Enhanced HPC Market Outlook, By Other End Users (2022-2030) ($MN)
  • Table 73 Asia Pacific AI Enhanced HPC Market Outlook, By Country (2022-2030) ($MN)
  • Table 74 Asia Pacific AI Enhanced HPC Market Outlook, By Component (2022-2030) ($MN)
  • Table 75 Asia Pacific AI Enhanced HPC Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 76 Asia Pacific AI Enhanced HPC Market Outlook, By Software (2022-2030) ($MN)
  • Table 77 Asia Pacific AI Enhanced HPC Market Outlook, By Services (2022-2030) ($MN)
  • Table 78 Asia Pacific AI Enhanced HPC Market Outlook, By Deployment (2022-2030) ($MN)
  • Table 79 Asia Pacific AI Enhanced HPC Market Outlook, By Cloud (2022-2030) ($MN)
  • Table 80 Asia Pacific AI Enhanced HPC Market Outlook, By On-premises (2022-2030) ($MN)
  • Table 81 Asia Pacific AI Enhanced HPC Market Outlook, By Organization Size (2022-2030) ($MN)
  • Table 82 Asia Pacific AI Enhanced HPC Market Outlook, By Small & Medium Enterprises (SMEs) (2022-2030) ($MN)
  • Table 83 Asia Pacific AI Enhanced HPC Market Outlook, By Large Enterprises (2022-2030) ($MN)
  • Table 84 Asia Pacific AI Enhanced HPC Market Outlook, By Computing Type (2022-2030) ($MN)
  • Table 85 Asia Pacific AI Enhanced HPC Market Outlook, By Parallel Computing (2022-2030) ($MN)
  • Table 86 Asia Pacific AI Enhanced HPC Market Outlook, By Distributed Computing (2022-2030) ($MN)
  • Table 87 Asia Pacific AI Enhanced HPC Market Outlook, By Exascale Computing (2022-2030) ($MN)
  • Table 88 Asia Pacific AI Enhanced HPC Market Outlook, By End User (2022-2030) ($MN)
  • Table 89 Asia Pacific AI Enhanced HPC Market Outlook, By Energy and Utilities (2022-2030) ($MN)
  • Table 90 Asia Pacific AI Enhanced HPC Market Outlook, By Industrial (2022-2030) ($MN)
  • Table 91 Asia Pacific AI Enhanced HPC Market Outlook, By Manufacturing (2022-2030) ($MN)
  • Table 92 Asia Pacific AI Enhanced HPC Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 93 Asia Pacific AI Enhanced HPC Market Outlook, By Analytics for Financial Services (2022-2030) ($MN)
  • Table 94 Asia Pacific AI Enhanced HPC Market Outlook, By Visualization and Simulation (2022-2030) ($MN)
  • Table 95 Asia Pacific AI Enhanced HPC Market Outlook, By Biological and Medical (2022-2030) ($MN)
  • Table 96 Asia Pacific AI Enhanced HPC Market Outlook, By Other End Users (2022-2030) ($MN)
  • Table 97 South America AI Enhanced HPC Market Outlook, By Country (2022-2030) ($MN)
  • Table 98 South America AI Enhanced HPC Market Outlook, By Component (2022-2030) ($MN)
  • Table 99 South America AI Enhanced HPC Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 100 South America AI Enhanced HPC Market Outlook, By Software (2022-2030) ($MN)
  • Table 101 South America AI Enhanced HPC Market Outlook, By Services (2022-2030) ($MN)
  • Table 102 South America AI Enhanced HPC Market Outlook, By Deployment (2022-2030) ($MN)
  • Table 103 South America AI Enhanced HPC Market Outlook, By Cloud (2022-2030) ($MN)
  • Table 104 South America AI Enhanced HPC Market Outlook, By On-premises (2022-2030) ($MN)
  • Table 105 South America AI Enhanced HPC Market Outlook, By Organization Size (2022-2030) ($MN)
  • Table 106 South America AI Enhanced HPC Market Outlook, By Small & Medium Enterprises (SMEs) (2022-2030) ($MN)
  • Table 107 South America AI Enhanced HPC Market Outlook, By Large Enterprises (2022-2030) ($MN)
  • Table 108 South America AI Enhanced HPC Market Outlook, By Computing Type (2022-2030) ($MN)
  • Table 109 South America AI Enhanced HPC Market Outlook, By Parallel Computing (2022-2030) ($MN)
  • Table 110 South America AI Enhanced HPC Market Outlook, By Distributed Computing (2022-2030) ($MN)
  • Table 111 South America AI Enhanced HPC Market Outlook, By Exascale Computing (2022-2030) ($MN)
  • Table 112 South America AI Enhanced HPC Market Outlook, By End User (2022-2030) ($MN)
  • Table 113 South America AI Enhanced HPC Market Outlook, By Energy and Utilities (2022-2030) ($MN)
  • Table 114 South America AI Enhanced HPC Market Outlook, By Industrial (2022-2030) ($MN)
  • Table 115 South America AI Enhanced HPC Market Outlook, By Manufacturing (2022-2030) ($MN)
  • Table 116 South America AI Enhanced HPC Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 117 South America AI Enhanced HPC Market Outlook, By Analytics for Financial Services (2022-2030) ($MN)
  • Table 118 South America AI Enhanced HPC Market Outlook, By Visualization and Simulation (2022-2030) ($MN)
  • Table 119 South America AI Enhanced HPC Market Outlook, By Biological and Medical (2022-2030) ($MN)
  • Table 120 South America AI Enhanced HPC Market Outlook, By Other End Users (2022-2030) ($MN)
  • Table 121 Middle East & Africa AI Enhanced HPC Market Outlook, By Country (2022-2030) ($MN)
  • Table 122 Middle East & Africa AI Enhanced HPC Market Outlook, By Component (2022-2030) ($MN)
  • Table 123 Middle East & Africa AI Enhanced HPC Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 124 Middle East & Africa AI Enhanced HPC Market Outlook, By Software (2022-2030) ($MN)
  • Table 125 Middle East & Africa AI Enhanced HPC Market Outlook, By Services (2022-2030) ($MN)
  • Table 126 Middle East & Africa AI Enhanced HPC Market Outlook, By Deployment (2022-2030) ($MN)
  • Table 127 Middle East & Africa AI Enhanced HPC Market Outlook, By Cloud (2022-2030) ($MN)
  • Table 128 Middle East & Africa AI Enhanced HPC Market Outlook, By On-premises (2022-2030) ($MN)
  • Table 129 Middle East & Africa AI Enhanced HPC Market Outlook, By Organization Size (2022-2030) ($MN)
  • Table 130 Middle East & Africa AI Enhanced HPC Market Outlook, By Small & Medium Enterprises (SMEs) (2022-2030) ($MN)
  • Table 131 Middle East & Africa AI Enhanced HPC Market Outlook, By Large Enterprises (2022-2030) ($MN)
  • Table 132 Middle East & Africa AI Enhanced HPC Market Outlook, By Computing Type (2022-2030) ($MN)
  • Table 133 Middle East & Africa AI Enhanced HPC Market Outlook, By Parallel Computing (2022-2030) ($MN)
  • Table 134 Middle East & Africa AI Enhanced HPC Market Outlook, By Distributed Computing (2022-2030) ($MN)
  • Table 135 Middle East & Africa AI Enhanced HPC Market Outlook, By Exascale Computing (2022-2030) ($MN)
  • Table 136 Middle East & Africa AI Enhanced HPC Market Outlook, By End User (2022-2030) ($MN)
  • Table 137 Middle East & Africa AI Enhanced HPC Market Outlook, By Energy and Utilities (2022-2030) ($MN)
  • Table 138 Middle East & Africa AI Enhanced HPC Market Outlook, By Industrial (2022-2030) ($MN)
  • Table 139 Middle East & Africa AI Enhanced HPC Market Outlook, By Manufacturing (2022-2030) ($MN)
  • Table 140 Middle East & Africa AI Enhanced HPC Market Outlook, By Pharmaceuticals (2022-2030) ($MN)
  • Table 141 Middle East & Africa AI Enhanced HPC Market Outlook, By Analytics for Financial Services (2022-2030) ($MN)
  • Table 142 Middle East & Africa AI Enhanced HPC Market Outlook, By Visualization and Simulation (2022-2030) ($MN)
  • Table 143 Middle East & Africa AI Enhanced HPC Market Outlook, By Biological and Medical (2022-2030) ($MN)
  • Table 144 Middle East & Africa AI Enhanced HPC Market Outlook, By Other End Users (2022-2030) ($MN)