神經形態硬體市場按組件、部署類型、應用和地區分類

預計到 2025 年，神經形態硬體市場價值將達到 28 億美元，到 2032 年將達到 149 億美元，2025 年至 2032 年的複合年成長率為 25.5%。

全球神經形態硬體市場代表著運算技術的革命性模式轉移，其靈感來自人腦的神經網路，旨在建構高效、適應性強且智慧化的處理系統。

神經形態硬體包括專門的晶片、處理器和運算架構，它們模仿生物神經網路的結構和功能，與傳統運算系統相比，能夠以顯著降低的電力消耗實現即時學習、模式識別和決策能力。

市場動態

全球神經形態硬體市場的主要驅動力來自人工智慧應用的指數級成長、對節能運算解決方案日益成長的需求，以及傳統馮諾依曼架構在處理複雜人工智慧工作負載方面的限制。邊緣運算、自主系統和即時處理應用在跨產業的日益普及也推動了市場擴張。神經形態硬體的電力消耗傳統處理器，同時在模式識別、感知處理和自適應學習任務中表現出卓越的效能。政府對類腦運算研究的投入、創投對神經形態Start-Ups的持續成長，以及科技公司與研究機構之間合作的加強，都在推動市場的發展。

然而，市場限制因素包括高昂的開發成本、複雜的製造流程、缺乏標準化以及神經形態演算法和軟體生態系統的不成熟。缺乏具備神經形態計算專業知識的熟練人才、與現有計算基礎設施整合方面的挑戰以及性能基準和評估指標的不確定性，都進一步阻礙了其廣泛應用。儲存設備的差異性、可擴展性挑戰以及對專用程式範式的需求等技術限制也進一步限制了市場成長。

本次調查的主要特點

• 本報告對全球神經形態硬體市場進行了詳細分析，以 2024 年為基準年，給出了預測期（2025-2032 年）內的市場規模（十億美元）和復合年成長率（%）。
• 它還重點介紹了各個細分市場的潛在商機，並概述了該市場具有吸引力的投資提案矩陣。
• 該研究還提供了有關市場促進因素、限制因素、機會、新產品發布或核准、市場趨勢、區域展望以及主要參與者採取的競爭策略的重要見解。
• 該報告根據以下參數對全球神經形態硬體市場的主要參與者進行了分析：公司概況、產品系列、主要亮點、財務表現和策略。
• 本報告的研究結果將幫助負責人和經營團隊就未來的產品推出、型號升級、市場擴張和行銷策略做出明智的決策。
• 這份全球神經形態硬體市場報告的目標受眾是該行業的各類相關人員，包括投資者、供應商、產品製造商、經銷商、新參與企業和金融分析師。
• 相關人員可以透過各種用於分析全球神經形態硬體市場的策略矩陣輕鬆做出決策。

目錄

第1章 研究目標與前提條件

• 調查目的
• 先決條件
• 簡稱

第2章 市場範圍

• 報告概述
  • 市場定義和範圍
• 執行摘要

第3章 市場動態、監管與趨勢分析

• 市場動態
• 促進要素
• 抑制因素
• 機會
• 影響分析
• 重大進展
• 法規環境
• 產品上市及核准
• PEST分析
• 波特分析
• 併購趨勢
• 產業趨勢

4. 2020-2032年全球神經形態硬體市場（依組件分類）

• 處理器
• 內存/存儲
• 感測器支援硬體
• 軟體工具

5. 2020-2032年全球神經形態硬體市場（依部署類型分類）

• 邊緣設備
• 本地資料中心
• 基於雲端的平台

6. 2020-2032年全球神經形態硬體市場（依應用領域分類）

• 影像和訊號處理
• 自然語言處理
• 機器人與自主系統
• 網路安全邊緣人工智慧
• 醫學/醫學影像
• 工業自動化
• 其他

7. 2020-2032年全球神經形態硬體市場（按地區分類）

• 北美洲
  • 美國
  • 加拿大
• 拉丁美洲
  • 巴西
  • 阿根廷
  • 墨西哥
  • 其他拉丁美洲國家
• 歐洲
  • 德國
  • 英國
  • 西班牙
  • 法國
  • 義大利
  • 俄羅斯
  • 其他歐洲
• 亞太地區
  • 中國
  • 印度
  • 日本
  • 澳洲
  • 韓國
  • ASEAN
  • 其他亞太地區
• 中東
  • 海灣合作理事會國家
  • 以色列
  • 其他中東國家
• 非洲
  • 南非
  • 北非
  • 中非

第8章 競爭情勢

• Applied Brain Research Inc
• BrainChip Holdings Ltd
• General Vision Inc
• GrAI Matter Labs
• Hewlett Packard
• HRL Laboratories LLC
• IBM Corporation
• Innatera Nanosystems BV
• Intel Corporation
• Knowm Inc
• Micron Technology Inc
• Nepes Corporation
• Numenta Inc
• Prophesee SA
• Qualcomm Technologies Inc

第9章 分析師建議

• 機會
• 分析師觀點
• Coherent Opportunity Map

第10章 參考文獻與調查方法

• 參考
• 調查方法
• 關於本公司

Neuromorphic Hardware Market is estimated to be valued at USD 2.80 Bn in 2025 and is expected to reach USD 14.90 Bn by 2032, growing at a compound annual growth rate (CAGR) of 25.5% from 2025 to 2032.

The global neuromorphic hardware market represents a revolutionary paradigm shift in computing technology, drawing inspiration from the human brain's neural networks to create highly efficient, adaptive, and intelligent processing systems.

Neuromorphic hardware encompasses specialized chips, processors, and computing architectures that mimic the structure and functionality of biological neural networks, enabling real-time learning, pattern recognition, and decision-making capabilities with significantly lower power consumption compared to traditional computing systems.

Market Dynamics

The global neuromorphic hardware market is primarily driven by the exponential growth in artificial intelligence applications, increasing demand for energy-efficient computing solutions, and the limitations of traditional von Neumann architecture in handling complex AI workloads. The rising adoption of edge computing, autonomous systems, and real-time processing applications across industries is fueling market expansion, as neuromorphic hardware offers superior performance in pattern recognition, sensory processing, and adaptive learning tasks while consuming significantly less power than conventional processors. Government investments in brain-inspired computing research, growing venture capital funding for neuromorphic startups, and increasing collaboration between technology companies and research institutions are accelerating market development.

However, the market faces significant restraints including high development costs, complex manufacturing processes, limited standardization, and the nascent stage of neuromorphic algorithms and software ecosystems. The lack of skilled professionals with expertise in neuromorphic computing, challenges in integrating neuromorphic hardware with existing computing infrastructure, and uncertainty regarding performance benchmarks and evaluation metrics pose additional barriers to widespread adoption. Technical limitations such as variability in memory devices, scalability challenges, and the need for specialized programming paradigms further constrain market growth.

Key Features of the Study

• This report provides in-depth analysis of the global neuromorphic hardware market, and provides market size (USD Billion) and compound annual growth rate (CAGR%) for the forecast period (2025-2032), considering 2024 as the base year
• It elucidates potential revenue opportunities across different segments and explains attractive investment proposition matrices for this market
• This study also provides key insights about market drivers, restraints, opportunities, new product launches or approvals, market trends, regional outlook, and competitive strategies adopted by key players
• It profiles key players in the global neuromorphic hardware market based on the following parameters - company highlights, products portfolio, key highlights, financial performance, and strategies
• Key companies covered as a part of this study include Applied Brain Research Inc, BrainChip Holdings Ltd, General Vision Inc, GrAI Matter Labs, Hewlett Packard, HRL Laboratories LLC, IBM Corporation, Innatera Nanosystems B.V, Intel Corporation, Knowm Inc, Micron Technology Inc, Nepes Corporation, Numenta Inc, Prophesee SA, and Qualcomm Technologies Inc
• Insights from this report would allow marketers and the management authorities of the companies to make informed decisions regarding their future product launches, type up-gradation, market expansion, and marketing tactics
• The global neuromorphic hardware market report caters to various stakeholders in this industry including investors, suppliers, product manufacturers, distributors, new entrants, and financial analysts
• Stakeholders would have ease in decision-making through various strategy matrices used in analyzing the global neuromorphic hardware market

Market Segmentation

• Component Insights (Revenue, USD Billion, 2020 - 2032)
  • Processors
  • Memory and Storage
  • Sensors and Supporting Hardware
  • Software and Tools
• Deployment Mode Insights (Revenue, USD Billion, 2020 - 2032)
  • Edge Devices
  • On-Premises Data Centers
  • Cloud-Based Platforms
• Application Insights (Revenue, USD Billion, 2020 - 2032)
  • Image and Signal Processing
  • Natural Language Processing
  • Robotics and Autonomous Systems
  • Cybersecurity and Edge AI
  • Healthcare and Medical Imaging
  • Industrial Automation
  • Others
• Regional Insights (Revenue, USD Billion, 2020 - 2032)
  • North America
  • U.S.
  • Canada
  • Latin America
  • Brazil
  • Argentina
  • Mexico
  • Rest of Latin America
  • Europe
  • Germany
  • U.K.
  • Spain
  • France
  • Italy
  • Russia
  • Rest of Europe
  • Asia Pacific
  • China
  • India
  • Japan
  • Australia
  • South Korea
  • ASEAN
  • Rest of Asia Pacific
  • Middle East
  • GCC Countries
  • Israel
  • Rest of Middle East
  • Africa
  • South Africa
  • North Africa
  • Central Africa
• Key Players Insights
  • Applied Brain Research Inc
  • BrainChip Holdings Ltd
  • General Vision Inc
  • GrAI Matter Labs
  • Hewlett Packard
  • HRL Laboratories LLC
  • IBM Corporation
  • Innatera Nanosystems B.V
  • Intel Corporation
  • Knowm Inc
  • Micron Technology Inc
  • Nepes Corporation
  • Numenta Inc
  • Prophesee SA
  • Qualcomm Technologies Inc

Table of Contents

1. Research Objectives and Assumptions

• Research Objectives
• Assumptions
• Abbreviations

2. Market Purview

• Report Description
  • Market Definition and Scope
• Executive Summary
  • Global Neuromorphic Hardware Market, By Component
  • Global Neuromorphic Hardware Market, By Deployment Mode
  • Global Neuromorphic Hardware Market, By Application
  • Global Neuromorphic Hardware Market, By Region

3. Market Dynamics, Regulations, and Trends Analysis

• Market Dynamics
• Driver
• Restraint
• Opportunity
• Impact Analysis
• Key Developments
• Regulatory Scenario
• Product Launches/Approvals
• PEST Analysis
• PORTER's Analysis
• Merger and Acquisition Scenario
• Industry Trends

4. Global Neuromorphic Hardware Market, By Component, 2020-2032, (USD Billion)

• Introduction
  • Market Share Analysis, 2025 and 2032 (%)
  • Y-o-Y Growth Analysis, 2021 - 2032
  • Segment Trends
• Processors
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Memory and Storage
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Sensors and Supporting Hardware
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Software and Tools
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)

5. Global Neuromorphic Hardware Market, By Deployment Mode, 2020-2032, (USD Billion)

• Introduction
  • Market Share Analysis, 2025 and 2032 (%)
  • Y-o-Y Growth Analysis, 2021 - 2032
  • Segment Trends
• Edge Devices
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• On-Premises Data Centers
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Cloud-Based Platforms
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)

6. Global Neuromorphic Hardware Market, By Application, 2020-2032, (USD Billion)

• Introduction
  • Market Share Analysis, 2025 and 2032 (%)
  • Y-o-Y Growth Analysis, 2021 - 2032
  • Segment Trends
• Image and Signal Processing
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Natural Language Processing
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Robotics and Autonomous Systems
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Cybersecurity and Edge AI
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Healthcare and Medical Imaging
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Industrial Automation
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)
• Others
  • Introduction
  • Market Size and Forecast, and Y-o-Y Growth, 2020-2032, (USD Billion)

7. Global Neuromorphic Hardware Market, By Region, 2020 - 2032, Value (USD Billion)

• Introduction
  • Market Share (%) Analysis, 2025, 2028 & 2032, Value (USD Billion)
  • Market Y-o-Y Growth Analysis (%), 2021 - 2032, Value (USD Billion)
  • Regional Trends
• North America
  • Introduction
  • Market Size and Forecast, By Component, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Deployment Mode, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Application, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Billion)
    • U.S.
    • Canada
• Latin America
  • Introduction
  • Market Size and Forecast, By Component, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Deployment Mode, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Application, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Billion)
    • Brazil
    • Argentina
    • Mexico
    • Rest of Latin America
• Europe
  • Introduction
  • Market Size and Forecast, By Component, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Deployment Mode, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Application, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Billion)
    • Germany
    • U.K.
    • Spain
    • France
    • Italy
    • Russia
    • Rest of Europe
• Asia Pacific
  • Introduction
  • Market Size and Forecast, By Component, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Deployment Mode, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Application, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Billion)
    • China
    • India
    • Japan
    • Australia
    • South Korea
    • ASEAN
    • Rest of Asia Pacific
• Middle East
  • Introduction
  • Market Size and Forecast, By Component, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Deployment Mode, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Application, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Country, 2020 - 2032, Value (USD Billion)
    • GCC Countries
    • Israel
    • Rest of Middle East
• Africa
  • Introduction
  • Market Size and Forecast, By Component, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Deployment Mode, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Application, 2020 - 2032, Value (USD Billion)
  • Market Size and Forecast, By Country/Region, 2020 - 2032, Value (USD Billion)
    • South Africa
    • North Africa
    • Central Africa

8. Competitive Landscape

• Applied Brain Research Inc
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• BrainChip Holdings Ltd
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• General Vision Inc
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• GrAI Matter Labs
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Hewlett Packard
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• HRL Laboratories LLC
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• IBM Corporation
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Innatera Nanosystems B.V
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Intel Corporation
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Knowm Inc
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Micron Technology Inc
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Nepes Corporation
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Numenta Inc
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Prophesee SA
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies
• Qualcomm Technologies Inc
  • Company Highlights
  • Product Portfolio
  • Key Developments
  • Financial Performance
  • Strategies

9. Analyst Recommendations

• Wheel of Fortune
• Analyst View
• Coherent Opportunity Map

10. References and Research Methodology

• References
• Research Methodology
• About us