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市場調查報告書
商品編碼
1494894

2030 年腦機介面市場預測:按類型、組件、技術、應用、最終用戶和地區進行的全球分析

Brain Computer Interface Market Forecasts to 2030 - Global Analysis By Type (Invasive, Non-Invasive, Partially Invasive and Other Types), Component, Technology, Application, 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預測,2024年全球腦機介面市場規模將達25億美元,預計2030年將達到80億美元,預測期內複合年成長率為21.5%。

腦機介面(BCI),也稱為腦機介面(BMI),是允許大腦與電腦或義肢等外部設備直接通訊的系統,無需肌肉控制。 BCI 通常使用多種方法來解釋大腦活動,包括腦電圖 (EEG)、侵入性神經記錄、功能性磁振造影(fMRI) 和近紅外線光譜 (NIRS)。這些系統可用於多種應用,殘障人士控制輔助技術、增強人類表現以及研究大腦功能和認知。

根據世界衛生組織報告,到2030年,大約有8,200萬人將受到失智症的影響,到2050年,這一數字將達到1.52億。這顯示了未來幾年 BCI 的潛在需求。

提高生活品質的潛力

這個市場具有改善生活品質的巨大潛力。大腦和外部設備之間的無縫互動為醫療保健、通訊和可訪問性提供了革命性的可能性。科技的進步為殘障人士帶來了更大的自主權,使操作義肢、溝通和執行日常業務比以往任何時候都更容易。隨著研究的進展,腦機介面改善生活品質的潛力不斷擴大,預示著未來思想和機器將無縫協作,以實現人類福祉。

技術挑戰

訊號擷取和處理仍然是重要的障礙,因為高精度解釋神經訊號需要複雜的演算法和硬體。確保穿戴式裝置的兼容性和舒適性也是一個障礙,因為裝置需要無縫融入使用者的日常生活。此外,提高訊號解析度和減少雜訊干擾也是效能改進的持續挑戰。克服這些挑戰需要跨學科合作和創新解決方案,並且需要釋放腦機互動技術的全部潛力。

技術進步

最近的市場進步是革命性的,訊號處理演算法的顯著進步提高了資料傳輸速度和準確性。神經回饋技術變得更加複雜,可以即時監測和調變大腦活動。硬體組件的小型化促進了穿戴式裝置的發展,提高了使用者的舒適度和可訪問性。此外,與人工智慧演算法的整合大大增強了解碼腦波訊號的能力,使其可以在從醫療保健到遊戲的廣泛應用中使用。

缺乏專業知識

BCI 開發需要多學科方法,包括神經科學、工程和電腦科學。然而,這些領域的專業知識往往仍然是孤立的,阻礙了協作創新。此外,腦波訊號的複雜性需要專業知識,進一步加劇了熟練專業人員的短缺。克服這項挑戰需要共同努力,促進跨部門合作,加強教育計劃,並鼓勵社區內的知識交流。

COVID-19 的影響:

COVID-19 的爆發對腦機介面(BCI)市場產生了重大影響,挑戰與機會並存。一方面,供應鏈中斷和研發投資減少減緩了進展。然而,對遠距醫療解決方案和虛擬通訊技術不斷成長的需求加速了 BCI 在遠端醫療和神經復健領域的採用。儘管早期遇到了挫折,但這種流行病可能會促進向遠距醫療的模式轉移,並促進 BCI 市場的長期成長。

預計災難復原部門在預測期內將是最大的

災難復原部分預計將成為預測期內最大的部分。它旨在透過先進的神經介面恢復神經系統疾病患者失去的功能或增強其能力。這些介面解釋腦波訊號並控制外部設備以協助運動、溝通和日常任務。透過不斷的研究和開發,BCI 市場的這個利基市場致力於提供全面的解決方案,促進殘障人士的獨立性並提高他們的生活品質。

預計醫療保健產業在預測期內複合年成長率最高

預計醫療保健產業在預測期內的複合年成長率最高。這些介面促進大腦和外部設備之間的直接通訊,為醫療診斷、治療和復健提供變革潛力。腦機介面擴大應用於癱瘓、癲癇和神經退化性疾病等神經系統疾病,從而實現精確的神經監測和介入。 BCI 可望用於矯正器具、診斷心理健康和增強認知治療。

比最大的地區

預計北美在預測期內將佔據最大的市場佔有率。這是由於神經科學的進步以及醫療保健、遊戲和通訊領域應用的不斷擴大。該地區正在見證主導創新主要企業的重大投資和研究舉措。在對神經技術解決方案不斷成長的需求以及該地區支持技術發展的強大基礎設施的推動下,市場的成長預測反映了一個充滿希望的未來。北美準備好保持其作為進步和商業化關鍵中心的地位。

複合年成長率最高的地區:

由於技術進步、研發投資增加以及醫療保健應用、遊戲和娛樂需求不斷成長,預計亞太地區在預測期內將維持最高的複合年成長率。此外,亞太地區正在見證專注於為各種應用開發創新 BCI 技術的新興企業的成長趨勢。這些新興企業吸引了投資者的關注,並為該地區 BCI 市場的整體成長做出了貢獻。

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目錄

第1章執行摘要

第2章 前言

  • 概述
  • 相關利益者
  • 調查範圍
  • 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
    • 二次研究資訊來源
    • 先決條件

第3章市場趨勢分析

  • 促進因素
  • 抑制因素
  • 機會
  • 威脅
  • 技術分析
  • 應用分析
  • 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
  • 買方議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭公司之間的敵對關係

第5章全球腦機介面市場:依類型

  • 侵入性的
  • 非侵入性
  • 部分侵入性
  • 其他類型

第6章全球腦機介面市場:依組成部分

  • 硬體
    • 電極
    • 擴音器
    • 感應器
  • 軟體
    • 訊號處理演算法
    • 機器學習模型
  • 配件

第7章全球腦機介面市場:依技術分類

  • 腦電圖(EEG)
  • 功能性近紅外線光譜 (FNRIS)
  • 肌電圖(EMG)
  • 皮層電記錄 (ECoG)
  • 其他技術

第8章全球腦機介面市場:依應用分類

  • 神經復健
  • 災難復原
  • 修復大腦功能
  • 通訊與控制
  • 智慧家庭控制
  • 其他用途

第9章全球腦機介面市場:依最終用戶分類

  • 衛生保健
  • 航太和國防
  • 醫療保健
  • 研究機構
  • 遊戲
  • 其他最終用戶

第10章全球腦機介面市場:依地區

  • 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
    • 其他歐洲國家
  • 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/非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東/非洲

第11章 主要進展

  • 合約、夥伴關係、協作和合資企業
  • 收購和合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第12章 公司概況

  • Natus Medical Inc.
  • NeuroSky
  • Advanced Brain Monitoring Inc.
  • Cadwell Industries Inc.
  • Medtronic PLC
  • Emotive Incorporation
  • NextMind
  • Brain Products GmbH
  • Nihon Kohden Corporation
  • NIRx Medical Technologies
  • Ripple Neuro
  • Integra LifeSciences Corporation
  • Mind Technologies Inc.
  • Covidien, PLC
  • Compumedics, Ltd.
Product Code: SMRC26414

According to Stratistics MRC, the Global Brain Computer Interface Market is accounted for $2.5 billion in 2024 and is expected to reach $8.0 billion by 2030 growing at a CAGR of 21.5% during the forecast period. A Brain-Computer Interface (BCI), also known as a Brain-Machine Interface (BMI), is a system that enables direct communication between the brain and an external device, such as a computer or prosthetic limb, without the need for muscular control. BCIs typically use various methods to interpret brain activity, such as electroencephalography (EEG), invasive neural recordings, functional magnetic resonance imaging (fMRI), or near-infrared spectroscopy (NIRS). These systems can be used for a variety of applications, including controlling assistive technologies for individuals with disabilities, augmenting human capabilities, and studying brain function and cognition.

According to the WHO report, around 82 million people will be affected by dementia by 2030 and this number will reach 152 million by 2050. This shows the potential demand for BCI in the coming years.

Market Dynamics:

Driver:

Potential for improved quality of life

The market holds immense potential for enhancing quality of life. Through seamless interaction between the brain and external devices, it offers revolutionary possibilities in healthcare, communication, and accessibility. Advancements in technology promise greater autonomy for individuals with disabilities, enabling them to control prosthetic limbs, communicate, and perform daily tasks with unprecedented ease. As research progresses, the potential for improved quality of life through BCIs continue to expand, heralding a future where mind and machine collaborate seamlessly for human well-being.

Restraint:

Technical challenges

Signal acquisition and processing remain key hurdles, as interpreting neural signals with high accuracy requires advanced algorithms and hardware. Ensuring compatibility and comfort in wearable is another obstacle, as devices need to seamlessly integrate into users' daily lives. Additionally, enhancing signal resolution and reducing noise interference are ongoing concerns for improving the performance. Overcoming these challenges demands interdisciplinary collaboration and innovative solutions to unlock the full potential of brain-computer interaction technologies.

Opportunity:

Advancements in technology

Recent advancements in the market have been revolutionary, with notable progress in signal processing algorithms, enhancing data transmission speeds and accuracy. Neurofeedback techniques have become more refined, enabling real-time monitoring and modulation of brain activity. Miniaturization of hardware components has facilitated the development of wearable devices, improving user comfort and accessibility. Moreover, integration with artificial intelligence algorithms has led to significant enhancements in decoding brain signals for applications ranging from healthcare to gaming and beyond.

Threat:

Lack of expertise

Developing BCIs requires a multidisciplinary approach, involving neuroscience, engineering, and computer science. However, the expertise in these fields often remains siloed, hindering collaborative innovation. Additionally, the intricate nature of brain signals demands the specialized knowledge, further exacerbating the scarcity of skilled professionals. Overcoming this challenge necessitates concerted efforts to foster cross-disciplinary collaboration, enhance educational programs, and incentivize knowledge exchange within the community.

Covid-19 Impact:

The COVID-19 pandemic has influenced the Brain-Computer Interface (BCI) market significantly, prompting both challenges and opportunities. On one hand, supply chain disruptions and decreased investments in R&D slowed down advancements. However, the increased demand for remote healthcare solutions and virtual communication technologies accelerated the adoption of BCIs for telemedicine and neurorehabilitation. Despite initial setbacks, the pandemic fostered a paradigm shift towards remote healthcare, potentially bolstering the long-term growth of the BCI market.

The disabilities restoration segment is expected to be the largest during the forecast period

The disabilities restoration is expected to be the largest during the forecast period. Through advanced neural interfaces, it aims to restore lost functionalities or enhance capabilities for those with neurological impairments. These interfaces interpret brain signals to control external devices, aiding in mobility, communication, and daily tasks. With ongoing research and development, this niche of the BCI market strives to offer inclusive solutions, fostering independence and improving quality of life for people with disabilities.

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

The healthcare segment is expected to have the highest CAGR during the forecast period. These interfaces facilitate direct communication between the brain and external devices, offering transformative potential in medical diagnosis, treatment, and rehabilitation. BCI's are increasingly employed in neurological conditions like paralysis, epilepsy, and neurodegenerative diseases, enabling precise neural monitoring and intervention. They hold promise for enhancing prosthetic control, mental health diagnostics, and cognitive therapy.

Region with largest share:

North America is projected to hold the largest market share during the forecast period. driven by advancements in neuroscience and increasing applications across healthcare, gaming, and communication sectors. With prominent players leading innovation, the region witnesses significant investment and research initiatives. The market's projected growth reflects a promising future, fueled by rising demand for neurotechnology solutions and the region's robust infrastructure supporting technological development. North America stands poised to maintain its position as a key hub for advancements and commercialization efforts.

Region with highest CAGR:

Asia Pacific is projected to hold the highest CAGR over the forecast period driven by technological advancements, increasing investment in research and development, and a growing demand for healthcare applications, gaming, and entertainment. Furthermore, there was a growing trend of startups emerging in the Asia Pacific region, focused on developing innovative BCI technologies for various applications. These startups were attracting attention from investors and contributing to the overall growth of the BCI market in the region.

Key players in the market

Some of the key players in Brain Computer Interface market include Natus Medical Inc., NeuroSky, Advanced Brain Monitoring Inc., Cadwell Industries Inc., Medtronic PLC, Emotive Incorporation, NextMind, Brain Products GmbH, Nihon Kohden Corporation, NIRx Medical Technologies, Ripple Neuro, Integra LifeSciences Corporation, Mind Technologies Inc., Covidien, PLC and Compumedics, Ltd.

Key Developments:

In April 2024, Medtronic plc announced the latest advancements in artificial intelligence (AI) for endoscopic care by unveiling ColonPRO(TM), the latest generation software for the GI Genius(TM) intelligent endoscopy system, along with a strategic collaboration designed to enhance patient care.

In January 2024, Medtronic plc announced the U.S. Food and Drug Administration (FDA) approval of its Percept(TM) RC Deep Brain Stimulation (DBS) system. The rechargeable neurostimulator is the latest innovation in the Medtronic Percept(TM) family, which includes the Percept(TM) PC neurostimulator, BrainSense(TM) technology+, and SenSight(TM) directional leads.

Types Covered:

  • Invasive
  • Non-Invasive
  • Partially Invasive
  • Other Types

Components Covered:

  • Hardware
  • Software
  • Accessories

Technologies Covered:

  • Electroencephalography (EEG)
  • Functional Near-Infrared Spectroscopy (FNRIS)
  • Electromyography (EMG)
  • Electrocorticography (ECoG)
  • Other Technologies

Applications Covered:

  • Neurorehabilitation
  • Disabilities Restoration
  • Brain Function Repair
  • Communication & Control
  • Smart Home Control
  • Other Applications

End Users Covered:

  • Healthcare
  • Aerospace and Defense
  • Medical
  • Research Institutions
  • Gaming
  • 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 Technology Analysis
  • 3.7 Application Analysis
  • 3.8 End User Analysis
  • 3.9 Emerging Markets
  • 3.10 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 Brain Computer Interface Market, By Type

  • 5.1 Introduction
  • 5.2 Invasive
  • 5.3 Non-Invasive
  • 5.4 Partially Invasive
  • 5.5 Other Types

6 Global Brain Computer Interface Market, By Component

  • 6.1 Introduction
  • 6.2 Hardware
    • 6.2.1 Electrodes
    • 6.2.2 Amplifiers
    • 6.2.3 Sensors
  • 6.3 Software
    • 6.3.1 Signal Processing Algorithms
    • 6.3.2 Machine Learning Models
  • 6.4 Accessories

7 Global Brain Computer Interface Market, By Technology

  • 7.1 Introduction
  • 7.2 Electroencephalography (EEG)
  • 7.3 Functional Near-Infrared Spectroscopy (FNRIS)
  • 7.4 Electromyography (EMG)
  • 7.5 Electrocorticography (ECoG)
  • 7.6 Other Technologies

8 Global Brain Computer Interface Market, By Application

  • 8.1 Introduction
  • 8.2 Neurorehabilitation
  • 8.3 Disabilities Restoration
  • 8.4 Brain Function Repair
  • 8.5 Communication & Control
  • 8.6 Smart Home Control
  • 8.7 Other Applications

9 Global Brain Computer Interface Market, By End User

  • 9.1 Introduction
  • 9.2 Healthcare
  • 9.3 Aerospace and Defense
  • 9.4 Medical
  • 9.5 Research Institutions
  • 9.6 Gaming
  • 9.7 Other End Users

10 Global Brain Computer Interface 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 Natus Medical Inc.
  • 12.2 NeuroSky
  • 12.3 Advanced Brain Monitoring Inc.
  • 12.4 Cadwell Industries Inc.
  • 12.5 Medtronic PLC
  • 12.6 Emotive Incorporation
  • 12.7 NextMind
  • 12.8 Brain Products GmbH
  • 12.9 Nihon Kohden Corporation
  • 12.10 NIRx Medical Technologies
  • 12.11 Ripple Neuro
  • 12.12 Integra LifeSciences Corporation
  • 12.13 Mind Technologies Inc.
  • 12.14 Covidien, PLC
  • 12.15 Compumedics, Ltd.

List of Tables

  • Table 1 Global Brain Computer Interface Market Outlook, By Region (2022-2030) ($MN)
  • Table 2 Global Brain Computer Interface Market Outlook, By Type (2022-2030) ($MN)
  • Table 3 Global Brain Computer Interface Market Outlook, By Invasive (2022-2030) ($MN)
  • Table 4 Global Brain Computer Interface Market Outlook, By Non-Invasive (2022-2030) ($MN)
  • Table 5 Global Brain Computer Interface Market Outlook, By Partially Invasive (2022-2030) ($MN)
  • Table 6 Global Brain Computer Interface Market Outlook, By Other Types (2022-2030) ($MN)
  • Table 7 Global Brain Computer Interface Market Outlook, By Component (2022-2030) ($MN)
  • Table 8 Global Brain Computer Interface Market Outlook, By Hardware (2022-2030) ($MN)
  • Table 9 Global Brain Computer Interface Market Outlook, By Electrodes (2022-2030) ($MN)
  • Table 10 Global Brain Computer Interface Market Outlook, By Amplifiers (2022-2030) ($MN)
  • Table 11 Global Brain Computer Interface Market Outlook, By Sensors (2022-2030) ($MN)
  • Table 12 Global Brain Computer Interface Market Outlook, By Software (2022-2030) ($MN)
  • Table 13 Global Brain Computer Interface Market Outlook, By Signal Processing Algorithms (2022-2030) ($MN)
  • Table 14 Global Brain Computer Interface Market Outlook, By Machine Learning Models (2022-2030) ($MN)
  • Table 15 Global Brain Computer Interface Market Outlook, By Accessories (2022-2030) ($MN)
  • Table 16 Global Brain Computer Interface Market Outlook, By Technology (2022-2030) ($MN)
  • Table 17 Global Brain Computer Interface Market Outlook, By Electroencephalography (EEG) (2022-2030) ($MN)
  • Table 18 Global Brain Computer Interface Market Outlook, By Functional Near-Infrared Spectroscopy (FNRIS) (2022-2030) ($MN)
  • Table 19 Global Brain Computer Interface Market Outlook, By Electromyography (EMG) (2022-2030) ($MN)
  • Table 20 Global Brain Computer Interface Market Outlook, By Electrocorticography (ECoG) (2022-2030) ($MN)
  • Table 21 Global Brain Computer Interface Market Outlook, By Other Technologies (2022-2030) ($MN)
  • Table 22 Global Brain Computer Interface Market Outlook, By Application (2022-2030) ($MN)
  • Table 23 Global Brain Computer Interface Market Outlook, By Neurorehabilitation (2022-2030) ($MN)
  • Table 24 Global Brain Computer Interface Market Outlook, By Disabilities Restoration (2022-2030) ($MN)
  • Table 25 Global Brain Computer Interface Market Outlook, By Brain Function Repair (2022-2030) ($MN)
  • Table 26 Global Brain Computer Interface Market Outlook, By Communication & Control (2022-2030) ($MN)
  • Table 27 Global Brain Computer Interface Market Outlook, By Smart Home Control (2022-2030) ($MN)
  • Table 28 Global Brain Computer Interface Market Outlook, By Other Applications (2022-2030) ($MN)
  • Table 29 Global Brain Computer Interface Market Outlook, By End User (2022-2030) ($MN)
  • Table 30 Global Brain Computer Interface Market Outlook, By Healthcare (2022-2030) ($MN)
  • Table 31 Global Brain Computer Interface Market Outlook, By Aerospace and Defense (2022-2030) ($MN)
  • Table 32 Global Brain Computer Interface Market Outlook, By Medical (2022-2030) ($MN)
  • Table 33 Global Brain Computer Interface Market Outlook, By Research Institutions (2022-2030) ($MN)
  • Table 34 Global Brain Computer Interface Market Outlook, By Gaming (2022-2030) ($MN)
  • Table 35 Global Brain Computer Interface Market Outlook, By Other End Users (2022-2030) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.