景気後退の影響を受けたAIセンサー市場 センサーの種類(モーション、圧力、温度、光学、位置)、用途(自動車、家電、製造)、タイプ、技術(NLP、ML、コンピュータビジョン)、地域別 - 2028年までの世界予測AI Sensor Market with Recession Impact by Sensor Type (Motion, Pressure, Temperature, Optical, Position), Application (Automotive, Consumer Electronics, Manufacturing), Type, Technology (NLP, ML, Computer Vision) and Region - Global Forecast to 2028 AIセンサー市場は、2022年の30億米ドルから2028年には221億米ドルに達すると予測され、CAGRは41.6%になります。AIセンサー市場の主な機会としては、AIセンサー対応ウェアラブルへの嗜好の高まりや、センサー技術... もっと見る
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サマリーAIセンサー市場は、2022年の30億米ドルから2028年には221億米ドルに達すると予測され、CAGRは41.6%になります。AIセンサー市場の主な機会としては、AIセンサー対応ウェアラブルへの嗜好の高まりや、センサー技術の進歩などが挙げられます。予測期間中、AIセンサー市場の市場規模は車載用超音波センサーが最大になると予想される 自動車用超音波センサーが最大の市場シェアを占めており、予測期間中もその地位を維持すると予想されます。自動車の販売と生産が増加し、顧客の支出も増えていることから、自動車部門は世界的に超音波センサの成長機会に貢献すると期待されています。超音波センサーは、駐車支援、安全アラーム、衝突回避、物体検出、自動ブレーキシステムなど、自動車分野でいくつかのアプリケーションを提供しています。運転支援や自動運転システムなどの技術開発において、重要な役割を担っています。 機械学習技術セグメントは、予測期間中に最大の市場規模を占めると予想されます。 機械学習セグメントは、予測期間中に最大の市場シェアを占めると思われます。この成長は、ビッグデータとも呼ばれるデータの膨大な利用可能性に起因しています。金融サービス、政府、ヘルスケア、小売、石油・ガスなど、さまざまな分野で機械学習の採用が進むことで、効率的な作業が可能になり、市場における競合他社に対する優位性を獲得することができます。機械学習の一般的なアプリケーションには、広告、計算金融、予測保守、詐欺検出、電子メールスパムフィルタリング、テキスト処理、ネットワークセキュリティ脅威検出、検索推奨、ビデオ解析などがあります。 欧州のドイツは、予測期間中に最も高いCAGRで成長すると予想されています。 ドイツは予測期間中、最も高い成長率で成長すると予想されています。ドイツは、AIやIoT技術の導入という点で、欧州の主要国の一つとなっています。また、ドイツ政府は、AI技術の開発と採用を支援するために、いくつかのイニシアチブを立ち上げています。例えば、ドイツ連邦経済・エネルギー省は、ヘルスケア、製造、モビリティなど様々な分野でのAIの利用を促進するため、「人工知能戦略」を立ち上げています。 二次調査によって収集したいくつかのセグメントとサブセグメントの市場規模を決定し検証する過程で、AIセンサー市場の主要関係者に広範な一次インタビューを実施した。以下は、本レポートの一次参加者のプロフィールの内訳である。 - 企業タイプ別:Tier1:40%、Tier2:40%、Tier3:20%。 - 役職別Cレベルエグゼクティブ:40%、ディレクター:40%、その他:20 - 地域別北米40%、アジア太平洋30%、欧州20%、RoW10%。 本レポートでは、AIセンサー市場の主要プレイヤーを紹介し、その市場シェアを分析しています。本レポートでプロファイルされているプレイヤーは、Teledyne Technologies Incorporated(米国)、Robert Bosch GmbH(ドイツ)、Goertek Inc.(中国)、Baidu, Inc.(中国)、横河電機株式会社(日本)、Excelitas Technologies Corp(米国)北陸電気工業株式会社(米国)、Movella Inc.(日本)、Movella Inc.(米国)、Senodia Technologies (Shanghai) Co., Ltd.(スイス)、STMicroelectronics N.V. (スイス)、Syntiant Corp. (米国)、TE Connectivity (米国)、Alif Semiconductor (米国)、Augury (米国)、Sensata Technologies, Inc. (米国)と(中国)、Sensirion AG(スイス)、Sensortek Technology Corporation(台湾)、 Silicon Sensing Systems Limited (UK) 、ソニー株式会社(日本)、MEMSIC Semiconductor Co.(Ltd.(中国)。 調査対象 当レポートでは、AIセンサー市場をタイプ、センサータイプ、テクノロジー、アプリケーション、地域に基づいて定義、説明、予測しています。AIセンサー市場の成長に影響を与える促進要因、阻害要因、機会、課題などに関する詳細情報を提供しています。また、主要企業が市場成長のために実施した製品発表、買収、拡大、契約、提携、開発などの競争展開も分析しています。 本レポートを購入する理由 本レポートは、AIセンサー市場のリーダー/新規参入企業にとって、以下の点で役立つと思われます: 1.当レポートでは、AIセンサー市場を包括的にセグメント化し、地域ごとにすべてのサブセグメントについて最も近い市場規模の推定を提供しています。 2.本レポートは、関係者が市場の鼓動を理解するのに役立ち、AIセンサー市場に関する主要なドライバー、阻害要因、課題、および機会に関する情報を提供するものです。 3.本レポートは、関係者が競合他社をよりよく理解し、AIセンサー市場での地位を向上させるための洞察を得るのに役立ちます。競争環境編では、競合他社のエコシステムを解説しています。 4.AIセンサー市場における今後の技術、研究開発活動、新製品・サービス発表に関する詳細なインサイトを掲載しています。 5.Teledyne Technologies Incorporated(米国)、Robert Bosch GmbH(ドイツ)、Goertek Inc(中国)、Baidu, Inc(中国)など、主要企業の市場シェア、成長戦略、機器提供の詳細評価。 目次1 INTRODUCTION 311.1 STUDY OBJECTIVES 31 1.2 MARKET DEFINITION 31 1.3 STUDY SCOPE 32 1.3.1 MARKETS COVERED 32 FIGURE 1 AI SENSOR MARKET SEGMENTATION 32 1.3.2 INCLUSIONS AND EXCLUSIONS 32 1.3.3 REGIONS COVERED 33 1.3.4 YEARS CONSIDERED 33 1.4 CURRENCY CONSIDERED 33 1.5 STAKEHOLDERS 34 2 RESEARCH METHODOLOGY 35 2.1 RESEARCH DATA 35 FIGURE 2 RESEARCH DESIGN 35 2.1.1 SECONDARY DATA 36 2.1.1.1 Key secondary sources 36 2.1.1.2 Key data from secondary sources 36 2.1.2 PRIMARY DATA 37 2.1.2.1 Primary interviews with experts 37 2.1.2.2 Breakdown of primary interviews 37 2.1.3 SECONDARY AND PRIMARY RESEARCH 38 2.1.3.1 Key industry insights 39 2.2 MARKET SIZE ESTIMATION 39 FIGURE 3 RESEARCH PROCESS FLOW 40 2.2.1 BOTTOM-UP APPROACH 40 2.2.1.1 Estimating market size by bottom-up approach (demand-side) 40 FIGURE 4 BOTTOM-UP APPROACH 41 FIGURE 5 DEMAND-SIDE ANALYSIS FOR MARKET SIZE ESTIMATION 41 2.2.2 TOP-DOWN APPROACH 41 2.2.2.1 Estimating market size by top-down approach (supply-side) 42 FIGURE 6 TOP-DOWN APPROACH 42 FIGURE 7 SUPPLY-SIDE ANALYSIS FOR MARKET SIZE ESTIMATION 42 2.3 DATA TRIANGULATION 43 FIGURE 8 DATA TRIANGULATION 43 2.4 RESEARCH ASSUMPTIONS 44 2.5 RESEARCH LIMITATIONS 44 2.6 RISK ASSESSMENT 45 3 EXECUTIVE SUMMARY 46 FIGURE 9 GDP GROWTH PROJECTION FOR MAJOR ECONOMIES, 2021–2023 47 FIGURE 10 IMPACT OF RECESSION ON AI SENSOR MARKET, 2019–2028 (USD MILLION) 47 FIGURE 11 MACHINE LEARNING TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 48 FIGURE 12 MOTION SENSORS TO SURPASS OTHER TYPES OF SENSORS FROM 2023 TO 2028 48 FIGURE 13 CONSUMER ELECTRONICS TO GROW AT HIGHER CAGR BY 2028 49 FIGURE 14 ASIA PACIFIC TO BE FASTEST-GROWING REGION DURING FORECAST PERIOD 49 4 PREMIUM INSIGHTS 51 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI SENSOR MARKET 51 FIGURE 15 GROWING DEMAND FOR AI SENSORS IN IOT-BASED DEVICES ACROSS CONSUMER ELECTRONICS AND AUTOMOTIVE APPLICATIONS 51 4.2 AI SENSOR MARKET, BY TECHNOLOGY 51 FIGURE 16 MACHINE LEARNING TO CAPTURE LARGEST MARKET SIZE DURING FORECAST PERIOD 51 4.3 ASIA PACIFIC AI SENSOR MARKET, BY APPLICATION AND COUNTRY 52 FIGURE 17 CONSUMER ELECTRONICS AND CHINA TO BE LARGEST SHAREHOLDERS IN 2023 52 4.4 AI SENSOR MARKET, BY SENSOR TYPE 52 FIGURE 18 OPTICAL SENSORS TO BE FASTEST-GROWING SEGMENT BY 2028 52 4.5 AI SENSOR MARKET, BY GEOGRAPHY 53 FIGURE 19 INDIA TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 53 5 MARKET OVERVIEW 54 5.1 INTRODUCTION 54 5.2 MARKET DYNAMICS 54 FIGURE 20 AI SENSOR MARKET DYNAMICS 54 5.2.1 DRIVERS 55 5.2.1.1 Growing demand for AI sensors in IoT-based devices across home automation and automotive applications 55 5.2.1.2 Smart infrastructure and digitalization to facilitate edge computing growth 55 5.2.1.3 Increased use of AI sensor-equipped wireless technologies 56 5.2.2 RESTRAINTS 56 5.2.2.1 High installation and maintenance cost 56 5.2.2.2 Lack of trust and awareness among end users 56 5.2.2.3 Complexity in data storage 57 5.2.3 OPPORTUNITIES 57 5.2.3.1 Growing preference for AI sensor-enabled wearables 57 5.2.3.2 Advancements in sensor technologies 57 5.2.3.3 Increasing adoption of AI sensors in agriculture and robotics 58 5.2.3.4 Rapid growth of smart home infrastructure 58 5.2.4 CHALLENGES 59 5.2.4.1 Increasing threat of cybersecurity in AI-based devices 59 FIGURE 21 CYBER-ATTACKS PER ORGANIZATION BY INDUSTRY IN 2021 59 5.2.4.2 Lack of skilled workforce 60 5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 60 FIGURE 22 REVENUE SHIFT AND NEW REVENUE POCKETS FOR AI SENSOR MARKET 60 5.4 PRICING ANALYSIS 61 TABLE 1 AVERAGE SELLING PRICE OF AI SENSORS, BY SENSOR TYPE, 2022–2028 (USD) 61 5.5 VALUE CHAIN ANALYSIS 61 FIGURE 23 VALUE CHAIN ANALYSIS 62 5.6 ECOSYSTEM ANALYSIS 63 TABLE 2 AI SENSOR MARKET ECOSYSTEM 63 5.7 TECHNOLOGY ANALYSIS 64 5.7.1 MICRO-ELECTRO-MECHANICAL SYSTEM (MEMS) SENSOR TECHNOLOGY 64 5.7.2 SMART SENSOR TECHNOLOGY 64 5.7.3 AI SENSOR TECHNOLOGY 64 5.8 PATENT ANALYSIS 64 FIGURE 24 COMPANIES WITH HIGHEST PATENT APPLICATIONS IN PAST 10 YEARS 64 TABLE 3 LEADING PATENT OWNERS IN US IN PAST 10 YEARS 65 FIGURE 25 NUMBER OF PATENTS GRANTED PER YEAR, 2012–2022 66 TABLE 4 MAJOR PATENTS IN AI SENSOR MARKET 66 5.9 TRADE AND TARIFF DATA 71 5.9.1 TRADE DATA 71 5.9.1.1 HS Code 902690 71 FIGURE 26 IMPORT DATA, BY COUNTRY, 2017−2021 (USD MILLION) 72 FIGURE 27 EXPORT DATA, BY COUNTRY, 2017−2021 (USD MILLION) 72 5.9.2 TARIFF DATA 73 TABLE 5 TARIFF FOR PRODUCTS EXPORTED BY US UNDER HS CODE 902690 73 TABLE 6 TARIFF FOR PRODUCTS EXPORTED BY JAPAN UNDER HS CODE 902690 73 TABLE 7 TARIFF FOR PRODUCTS EXPORTED BY GERMANY UNDER HS CODE 902690 73 TABLE 8 TARIFF FOR PRODUCTS EXPORTED BY CHINA UNDER HS CODE 902690 74 TABLE 9 TARIFF FOR PRODUCTS EXPORTED BY SWITZERLAND UNDER HS CODE 902690 74 5.10 KEY CONFERENCES AND EVENTS 74 TABLE 10 CONFERENCES AND EVENTS, 2023–2024 74 5.11 REGULATORY LANDSCAPE 76 5.11.1 STANDARDS 76 5.11.1.1 IEEE 1451 76 5.11.1.2 IEEE C37.118 76 5.11.1.3 ISO 19891-1 76 5.11.1.4 International Electrotechnical Commission (IEC) 76 5.11.1.5 Atmosphere Explosible (ATEX) 77 5.11.1.6 Edison Testing Laboratories (ETL) 77 5.11.2 REGULATIONS 77 5.12 PORTER’S FIVE FORCES ANALYSIS 78 TABLE 11 IMPACT OF PORTER’S FIVE FORCES ON AI SENSOR MARKET 78 FIGURE 28 PORTER’S FIVE FORCES ANALYSIS 79 5.12.1 INTENSITY OF COMPETITIVE RIVALRY 79 5.12.2 BARGAINING POWER OF SUPPLIERS 79 5.12.3 BARGAINING POWER OF BUYERS 80 5.12.4 THREAT OF SUBSTITUTES 80 5.12.5 THREAT OF NEW ENTRANTS 80 5.13 KEY STAKEHOLDERS AND BUYING CRITERIA 80 5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 80 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 80 TABLE 12 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 81 5.13.2 BUYING CRITERIA 81 FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 81 TABLE 13 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 81 6 AI SENSOR MARKET, BY TYPE 82 6.1 INTRODUCTION 82 6.2 NEURAL NETWORK 82 6.3 CASE-BASED REASONING 82 6.4 INDUCTIVE LEARNING 82 6.5 AMBIENT INTELLIGENCE 83 7 AI SENSOR MARKET, BY SENSOR TYPE 84 7.1 INTRODUCTION 85 FIGURE 31 AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 85 TABLE 14 AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 85 TABLE 15 AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 86 TABLE 16 AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (THOUSAND UNITS) 86 TABLE 17 AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (THOUSAND UNITS) 86 7.2 PRESSURE SENSORS 87 7.2.1 ABILITY TO DEVELOP HIGH-PERFORMANCE EQUIPMENT AND REDUCE MANUFACTURING TIME 87 TABLE 18 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 87 TABLE 19 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 88 TABLE 20 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 88 TABLE 21 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 89 7.3 POSITION SENSORS 89 7.3.1 ACCURATE MOTION CONTROL AND IMPROVED PROCESS EFFICIENCY AND SAFETY 89 TABLE 22 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 89 TABLE 23 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 90 TABLE 24 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 90 TABLE 25 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 91 7.4 TEMPERATURE SENSORS 91 7.4.1 WIDE-SCALE USE IN MEASUREMENT CONTROL SYSTEMS AND INSTRUMENTATION 91 TABLE 26 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 91 TABLE 27 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 92 TABLE 28 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 92 TABLE 29 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 93 7.5 OPTICAL SENSORS 93 7.5.1 USED IN AEROSPACE & DEFENSE, OIL & GAS, HEALTHCARE, CONSTRUCTION, CONSUMER ELECTRONICS, AND AUTOMOTIVE INDUSTRIES 93 TABLE 30 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 93 TABLE 31 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 94 TABLE 32 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 94 TABLE 33 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 95 7.6 ULTRASONIC SENSORS 95 7.6.1 DEPLOYMENT IN AUTOMOBILE SELF-PARKING TECHNOLOGY AND ANTI-COLLISION SAFETY SYSTEMS 95 TABLE 34 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 95 TABLE 35 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 96 TABLE 36 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 96 TABLE 37 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 97 7.7 MOTION SENSORS 97 7.7.1 GROWING USAGE IN CONSUMER ELECTRONICS AND GAMING INDUSTRY 97 TABLE 38 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 98 TABLE 39 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 98 TABLE 40 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 98 TABLE 41 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 99 7.8 NAVIGATION SENSORS 99 7.8.1 INCREASED ADOPTION IN AUTOMOBILES, AIRCRAFT, SHIPS, SUBMARINES, DEFENSE, AND ROBOTICS 99 TABLE 42 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 100 TABLE 43 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 100 TABLE 44 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 101 TABLE 45 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 101 8 AI SENSOR MARKET, BY TECHNOLOGY 102 8.1 INTRODUCTION 103 FIGURE 32 AI SENSOR MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 103 TABLE 46 AI SENSOR MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 103 TABLE 47 AI SENSOR MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 103 8.2 MACHINE LEARNING 104 8.2.1 DEEP LEARNING 104 8.2.1.1 Ability to build hierarchical representations 104 8.2.2 SUPERVISED LEARNING 105 8.2.2.1 Algorithm learns to make predictions or decisions based on labeled training data 105 8.2.3 UNSUPERVISED LEARNING 105 8.2.3.1 Includes clustering methods consisting of algorithms with unlabeled training data 105 8.2.4 REINFORCEMENT LEARNING 105 8.2.4.1 Allows systems and software to determine ideal behavior for maximizing performance of systems 105 8.2.5 OTHER MACHINE LEARNING TECHNOLOGIES 106 8.3 NATURAL LANGUAGE PROCESSING 106 8.3.1 REAL-TIME TRANSLATION AND ABILITY TO COMMUNICATE IN NATURAL LANGUAGE WITH SYSTEMS 106 8.4 CONTEXT-AWARE COMPUTING 106 8.4.1 HIGH DEMAND FOR HARD AND SOFT SENSORS 106 8.5 COMPUTER VISION 107 8.5.1 DEVELOPING ALGORITHMS AND TECHNIQUES TO ANALYZE, PROCESS, AND INTERPRET DIGITAL IMAGES AND VIDEOS 107 9 AI SENSOR MARKET, BY APPLICATION 108 9.1 INTRODUCTION 109 FIGURE 33 AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 109 TABLE 48 AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 109 TABLE 49 AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 109 9.2 AUTOMOTIVE 110 9.2.1 PRIMARY ADOPTERS OF AI SENSING TECHNOLOGY 110 TABLE 50 AUTOMOTIVE: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 111 TABLE 51 AUTOMOTIVE: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 111 TABLE 52 AUTOMOTIVE: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 112 TABLE 53 AUTOMOTIVE: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 112 TABLE 54 NORTH AMERICA AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 112 TABLE 55 NORTH AMERICA AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 112 TABLE 56 EUROPE AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 113 TABLE 57 EUROPE AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 113 TABLE 58 ASIA PACIFIC AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 113 TABLE 59 ASIA PACIFIC AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 114 TABLE 60 ROW AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 114 TABLE 61 ROW AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 114 9.3 CONSUMER ELECTRONICS 114 9.3.1 GROWING INCLINATION TOWARD SMART DEVICES 114 TABLE 62 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 115 TABLE 63 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 115 TABLE 64 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 116 TABLE 65 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 116 TABLE 66 NORTH AMERICA AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 116 TABLE 67 NORTH AMERICA AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 117 TABLE 68 EUROPE AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 117 TABLE 69 EUROPE AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 117 TABLE 70 ASIA PACIFIC AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 118 TABLE 71 ASIA PACIFIC AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 118 TABLE 72 ROW AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 118 TABLE 73 ROW AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 118 9.4 MANUFACTURING 119 9.4.1 AI INCREASES EFFICIENCY AND REDUCES COSTS ACROSS PRODUCT ASSEMBLY LINE 119 TABLE 74 MANUFACTURING: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 119 TABLE 75 MANUFACTURING: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 120 TABLE 76 MANUFACTURING: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 120 TABLE 77 MANUFACTURING: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 121 TABLE 78 NORTH AMERICA AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 121 TABLE 79 NORTH AMERICA AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 121 TABLE 80 EUROPE AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 121 TABLE 81 EUROPE AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 122 TABLE 82 ASIA PACIFIC AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 122 TABLE 83 ASIA PACIFIC AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 122 TABLE 84 ROW AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 123 TABLE 85 ROW AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 123 9.5 AEROSPACE & DEFENSE 123 9.5.1 ADOPTION OF AI SENSORS IN MISSION-CRITICAL TASKS 123 TABLE 86 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 124 TABLE 87 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 124 TABLE 88 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 125 TABLE 89 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 125 TABLE 90 NORTH AMERICA AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 125 TABLE 91 NORTH AMERICA AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 126 TABLE 92 EUROPE AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 126 TABLE 93 EUROPE AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 126 TABLE 94 ASIA PACIFIC AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 127 TABLE 95 ASIA PACIFIC AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 127 TABLE 96 ROW AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 127 TABLE 97 ROW AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 128 9.6 SMART HOME AUTOMATION 128 9.6.1 NEED TO IMPROVE HOME SECURITY 128 TABLE 98 SMART HOME AUTOMATION: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 128 TABLE 99 SMART HOME AUTOMATION: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 129 TABLE 100 SMART HOME AUTOMATION: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 129 TABLE 101 SMART HOME AUTOMATION: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 130 TABLE 102 NORTH AMERICA AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 130 TABLE 103 NORTH AMERICA AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 130 TABLE 104 EUROPE AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 131 TABLE 105 EUROPE AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 131 TABLE 106 ASIA PACIFIC AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 131 TABLE 107 ASIA PACIFIC AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 132 TABLE 108 ROW AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 132 TABLE 109 ROW AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 132 9.7 ROBOTICS 132 9.7.1 DEMAND FROM HEALTHCARE MONITORING, SPACE AND UNDERWATER EXPLORATION, AND OTHER INDUSTRIES 132 TABLE 110 ROBOTICS: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 133 TABLE 111 ROBOTICS: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 133 TABLE 112 ROBOTICS: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 134 TABLE 113 ROBOTICS: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 134 TABLE 114 NORTH AMERICA AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 134 TABLE 115 NORTH AMERICA AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 135 TABLE 116 EUROPE AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 135 TABLE 117 EUROPE AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 135 TABLE 118 ASIA PACIFIC AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 136 TABLE 119 ASIA PACIFIC AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 136 TABLE 120 ROW AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 136 TABLE 121 ROW AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 137 9.8 AGRICULTURE 137 9.8.1 USE OF AI SENSORS IN CROP AND SOIL ANALYSIS 137 TABLE 122 AGRICULTURE: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 138 TABLE 123 AGRICULTURE: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 138 TABLE 124 AGRICULTURE: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 138 TABLE 125 AGRICULTURE: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 139 TABLE 126 NORTH AMERICA AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 139 TABLE 127 NORTH AMERICA AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 139 TABLE 128 EUROPE AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 140 TABLE 129 EUROPE AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 140 TABLE 130 ASIA PACIFIC AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 140 TABLE 131 ASIA PACIFIC AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 141 TABLE 132 ROW AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 141 TABLE 133 ROW AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 141 10 AI SENSOR MARKET, BY REGION 142 10.1 INTRODUCTION 143 FIGURE 34 AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 143 TABLE 134 AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 143 TABLE 135 AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 144 10.2 NORTH AMERICA 144 FIGURE 35 NORTH AMERICA: AI SENSOR MARKET SNAPSHOT 145 TABLE 136 NORTH AMERICA: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 145 TABLE 137 NORTH AMERICA: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146 TABLE 138 NORTH AMERICA AI SENSOR MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146 TABLE 139 NORTH AMERICA AI SENSOR MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146 10.2.1 US 147 10.2.1.1 Prominence of leading AI sensor manufacturers 147 10.2.2 CANADA 147 10.2.2.1 Growing automation in automotive and manufacturing sectors 147 10.2.3 MEXICO 147 10.2.3.1 Increasing demand for temperature sensors for medical equipment 147 10.3 EUROPE 148 FIGURE 36 EUROPE: AI SENSOR MARKET SNAPSHOT 149 TABLE 140 EUROPE: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 149 TABLE 141 EUROPE: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150 TABLE 142 EUROPE AI SENSOR MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 150 TABLE 143 EUROPE AI SENSOR MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 150 10.3.1 GERMANY 151 10.3.1.1 Government initiatives for promoting implementation of industry 4.0 151 10.3.2 UK 151 10.3.2.1 Consumer electronics sector to create new market opportunities 151 10.3.3 FRANCE 151 10.3.3.1 Prominence of automotive and manufacturing industries 151 10.3.4 REST OF EUROPE 152 10.4 ASIA PACIFIC 152 FIGURE 37 ASIA PACIFIC: AI SENSOR MARKET SNAPSHOT 153 TABLE 144 ASIA PACIFIC: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 154 TABLE 145 ASIA PACIFIC: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 154 TABLE 146 ASIA PACIFIC AI SENSOR MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 154 TABLE 147 ASIA PACIFIC AI SENSOR MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 155 10.4.1 CHINA 155 10.4.1.1 Presence of prominent automotive, aerospace & defense, and electronics companies 155 10.4.2 JAPAN 155 10.4.2.1 Presence of leading sensor manufacturing companies 155 10.4.3 INDIA 156 10.4.3.1 Strong government support for adoption of industrial automation 156 10.4.4 SOUTH KOREA 157 10.4.4.1 Increasing demand for advanced sensors from electronics and automotive industries 157 10.4.5 REST OF ASIA PACIFIC 157 10.5 ROW 158 TABLE 148 ROW: AI SENSOR MARKET, BY APPLICATION TYPE, 2019–2022 (USD MILLION) 158 TABLE 149 ROW: AI SENSOR MARKET, BY APPLICATION TYPE, 2023–2028 (USD MILLION) 158 TABLE 150 ROW AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 159 TABLE 151 ROW AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 159 10.5.1 MIDDLE EAST & AFRICA 159 10.5.1.1 Use of AI sensors in oil refining industries for continuous measuring and monitoring applications 159 10.5.2 SOUTH AMERICA 160 10.5.2.1 Increased technological advancements in automotive, manufacturing, and consumer electronics sectors 160 11 COMPETITIVE LANDSCAPE 161 11.1 OVERVIEW 161 11.2 KEY PLAYER STRATEGIES 161 TABLE 152 STRATEGIES ADOPTED BY KEY PLAYERS IN AI SENSOR MARKET 161 11.3 REVENUE ANALYSIS 163 FIGURE 38 3-YEAR REVENUE ANALYSIS OF TOP PLAYERS IN AI SENSOR MARKET, 2019–2021 163 11.4 MARKET SHARE ANALYSIS 164 FIGURE 39 MARKET SHARE ANALYSIS OF KEY PLAYERS IN AI SENSOR MARKET IN 2022 164 TABLE 153 AI SENSOR MARKET: DEGREE OF COMPETITION 164 11.5 RANKING ANALYSIS 165 TABLE 154 AI SENSOR MARKET: RANKING ANALYSIS 165 11.6 COMPANY EVALUATION QUADRANT, 2022 166 11.6.1 STARS 166 11.6.2 EMERGING LEADERS 166 11.6.3 PERVASIVE PLAYERS 167 11.6.4 PARTICIPANTS 167 FIGURE 40 COMPANY EVALUATION QUADRANT, 2022 167 11.7 COMPETITIVE BENCHMARKING 168 11.7.1 COMPANY FOOTPRINT, BY SENSOR TYPE 168 11.7.2 COMPANY FOOTPRINT, BY APPLICATION 169 11.7.3 COMPANY FOOTPRINT, BY REGION 170 11.7.4 COMPANY PRODUCT FOOTPRINT 171 11.8 STARTUP/SME EVALUATION QUADRANT, 2022 172 11.8.1 PROGRESSIVE COMPANIES 172 11.8.2 RESPONSIVE COMPANIES 172 11.8.3 DYNAMIC COMPANIES 172 11.8.4 STARTING BLOCKS 172 FIGURE 41 STARTUP/SME EVALUATION QUADRANT, 2022 173 TABLE 155 STARTUP MATRIX: KEY STARTUP/SMES 174 TABLE 156 AI SENSOR MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUP/SMES 174 11.9 COMPETITIVE SCENARIO AND TRENDS 175 11.9.1 PRODUCT LAUNCHES/DEVELOPMENTS 175 TABLE 157 PRODUCT LAUNCHES/DEVELOPMENTS, 2020–2022 175 11.9.2 DEALS 176 TABLE 158 DEALS, 2020–2022 176 12 COMPANY PROFILES 177 (Business Overview, Products/Services/Solutions Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))* 12.1 INTRODUCTION 177 12.2 KEY PLAYERS 177 12.2.1 TELEDYNE TECHNOLOGIES INCORPORATED 177 TABLE 159 TELEDYNE TECHNOLOGIES INCORPORATED: BUSINESS OVERVIEW 178 FIGURE 42 TELEDYNE TECHNOLOGIES INCORPORATED: COMPANY SNAPSHOT 178 TABLE 160 TELEDYNE TECHNOLOGIES INCORPORATED: PRODUCTS/SERVICES/SOLUTIONS OFFERED 179 TABLE 161 TELEDYNE TECHNOLOGIES INCORPORATED: PRODUCT LAUNCHES 180 TABLE 162 TELEDYNE TECHNOLOGIES INCORPORATED: DEALS 180 12.2.2 ROBERT BOSCH GMBH 182 TABLE 163 ROBERT BOSCH GMBH: BUSINESS OVERVIEW 182 FIGURE 43 ROBERT BOSCH GMBH: COMPANY SNAPSHOT 183 TABLE 164 ROBERT BOSCH GMBH: PRODUCTS/SERVICES/SOLUTIONS OFFERED 183 TABLE 165 ROBERT BOSCH GMBH: DEALS 184 12.2.3 GOERTEK INC. 187 TABLE 166 GOERTEK INC.: BUSINESS OVERVIEW 187 FIGURE 44 GOERTEK INC.: COMPANY SNAPSHOT 188 TABLE 167 GOERTEK INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 188 TABLE 168 GOERTEK INC.: DEALS 189 12.2.4 SENSATA TECHNOLOGIES, INC. 190 TABLE 169 SENSATA TECHNOLOGIES, INC.: BUSINESS OVERVIEW 190 FIGURE 45 SENSATA TECHNOLOGIES, INC.: COMPANY SNAPSHOT 191 TABLE 170 SENSATA TECHNOLOGIES, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 191 TABLE 171 SENSATA TECHNOLOGIES, INC.: PRODUCT LAUNCHES 192 TABLE 172 SENSATA TECHNOLOGIES, INC.: DEALS 192 12.2.5 SENSIRION AG 195 TABLE 173 SENSIRION AG: BUSINESS OVERVIEW 195 FIGURE 46 SENSIRION AG: COMPANY SNAPSHOT 196 TABLE 174 SENSIRION AG: PRODUCTS/SERVICES/SOLUTIONS OFFERED 197 TABLE 175 SENSIRION AG: PRODUCT LAUNCHES 197 TABLE 176 SENSIRION AG: DEALS 198 12.2.6 SENSORTEK TECHNOLOGY CORPORATION 200 TABLE 177 SENSORTEK TECHNOLOGY CORPORATION: BUSINESS OVERVIEW 200 FIGURE 47 SENSORTEK TECHNOLOGY CORPORATION: COMPANY SNAPSHOT 200 TABLE 178 SENSORTEK TECHNOLOGY CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED 201 12.2.7 HOKURIKU ELECTRIC INDUSTRY CO., LTD. 202 TABLE 179 HOKURIKU ELECTRIC INDUSTRY CO., LTD.: BUSINESS OVERVIEW 202 FIGURE 48 HOKURIKU ELECTRIC INDUSTRY CO., LTD.: COMPANY SNAPSHOT 202 TABLE 180 HOKURIKU ELECTRIC INDUSTRY CO., LTD.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 203 12.2.8 BAIDU, INC. 204 TABLE 181 BAIDU, INC.: BUSINESS OVERVIEW 204 FIGURE 49 BAIDU, INC.: COMPANY SNAPSHOT 204 TABLE 182 BAIDU, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 205 TABLE 183 BAIDU, INC.: PRODUCT LAUNCHES 205 TABLE 184 BAIDU, INC.: DEALS 205 12.2.9 YOKOGAWA ELECTRIC CORPORATION 206 TABLE 185 YOKOGAWA ELECTRIC CORPORATION: BUSINESS OVERVIEW 206 FIGURE 50 YOKOGAWA ELECTRIC CORPORATION: COMPANY SNAPSHOT 207 TABLE 186 YOKOGAWA ELECTRIC CORPORATION: PRODUCT LAUNCHES 208 TABLE 187 YOKOGAWA ELECTRIC CORPORATION: DEALS 209 12.2.10 EXCELITAS TECHNOLOGIES CORP. 210 TABLE 188 EXCELITAS TECHNOLOGIES CORP.: BUSINESS OVERVIEW 210 TABLE 189 EXCELITAS TECHNOLOGIES CORP.: PRODUCT LAUNCHES 211 TABLE 190 EXCELITAS TECHNOLOGIES CORP.: DEALS 211 12.3 OTHER PLAYERS 212 12.3.1 SILICON SENSING SYSTEMS LIMITED 212 TABLE 191 SILICON SENSING SYSTEMS LIMITED: COMPANY OVERVIEW 212 12.3.2 SONY CORPORATION 213 TABLE 192 SONY CORPORATION: COMPANY OVERVIEW 213 12.3.3 STMICROELECTRONICS N.V. 214 TABLE 193 STMICROELECTRONICS N.V.: COMPANY OVERVIEW 214 12.3.4 SYNTIANT CORP. 215 TABLE 194 SYNTIANT CORP.: COMPANY OVERVIEW 215 12.3.5 TE CONNECTIVITY 216 TABLE 195 TE CONNECTIVITY: COMPANY OVERVIEW 216 12.3.6 ALIF SEMICONDUCTOR 217 TABLE 196 ALIF SEMICONDUCTOR: COMPANY OVERVIEW 217 12.3.7 AUGURY 218 TABLE 197 AUGURY: COMPANY OVERVIEW 218 12.3.8 KEYENCE CORPORATION 219 TABLE 198 KEYENCE CORPORATION: COMPANY OVERVIEW 219 12.3.9 SK HYNIX INC. 220 TABLE 199 SK HYNIX INC.: COMPANY OVERVIEW 220 12.3.10 ELLIPTIC LABORATORIES ASA 221 TABLE 200 ELLIPTIC LABORATORIES ASA: COMPANY OVERVIEW 221 12.3.11 EMZA VISUAL SENSE LTD. 222 TABLE 201 EMZA VISUAL SENSE LTD: COMPANY OVERVIEW 222 12.3.12 AISTORM, INC. 223 TABLE 202 AISTORM, INC.: COMPANY OVERVIEW 223 12.3.13 MEMSIC SEMICONDUCTOR CO., LTD. 224 TABLE 203 MEMSIC SEMICONDUCTOR CO., LTD: COMPANY OVERVIEW 224 12.3.14 MOVELLA INC. 225 TABLE 204 MOVELLA INC.: COMPANY OVERVIEW 225 12.3.15 SENODIA TECHNOLOGIES (SHANGHAI) CO., LTD. 226 TABLE 205 SENODIA TECHNOLOGIES (SHANGHAI) CO., LTD.: COMPANY OVERVIEW 226 *Details on Business Overview, Products/Services/Solutions 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. 13 APPENDIX 227 13.1 DISCUSSION GUIDE 227 13.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 230 13.3 CUSTOMIZATION OPTIONS 232 13.4 RELATED REPORTS 232 13.5 AUTHOR DETAILS 233
SummaryThe AI sensor market is projected to reach USD 22.1 billion by 2028, from USD 3.0 billion in 2022, at a CAGR of 41.6%. The major opportunities for the AI sensor market includes growing preference for AI sensor-enabled wearables, and advancements in sensor technologies. Table of Contents1 INTRODUCTION 311.1 STUDY OBJECTIVES 31 1.2 MARKET DEFINITION 31 1.3 STUDY SCOPE 32 1.3.1 MARKETS COVERED 32 FIGURE 1 AI SENSOR MARKET SEGMENTATION 32 1.3.2 INCLUSIONS AND EXCLUSIONS 32 1.3.3 REGIONS COVERED 33 1.3.4 YEARS CONSIDERED 33 1.4 CURRENCY CONSIDERED 33 1.5 STAKEHOLDERS 34 2 RESEARCH METHODOLOGY 35 2.1 RESEARCH DATA 35 FIGURE 2 RESEARCH DESIGN 35 2.1.1 SECONDARY DATA 36 2.1.1.1 Key secondary sources 36 2.1.1.2 Key data from secondary sources 36 2.1.2 PRIMARY DATA 37 2.1.2.1 Primary interviews with experts 37 2.1.2.2 Breakdown of primary interviews 37 2.1.3 SECONDARY AND PRIMARY RESEARCH 38 2.1.3.1 Key industry insights 39 2.2 MARKET SIZE ESTIMATION 39 FIGURE 3 RESEARCH PROCESS FLOW 40 2.2.1 BOTTOM-UP APPROACH 40 2.2.1.1 Estimating market size by bottom-up approach (demand-side) 40 FIGURE 4 BOTTOM-UP APPROACH 41 FIGURE 5 DEMAND-SIDE ANALYSIS FOR MARKET SIZE ESTIMATION 41 2.2.2 TOP-DOWN APPROACH 41 2.2.2.1 Estimating market size by top-down approach (supply-side) 42 FIGURE 6 TOP-DOWN APPROACH 42 FIGURE 7 SUPPLY-SIDE ANALYSIS FOR MARKET SIZE ESTIMATION 42 2.3 DATA TRIANGULATION 43 FIGURE 8 DATA TRIANGULATION 43 2.4 RESEARCH ASSUMPTIONS 44 2.5 RESEARCH LIMITATIONS 44 2.6 RISK ASSESSMENT 45 3 EXECUTIVE SUMMARY 46 FIGURE 9 GDP GROWTH PROJECTION FOR MAJOR ECONOMIES, 2021–2023 47 FIGURE 10 IMPACT OF RECESSION ON AI SENSOR MARKET, 2019–2028 (USD MILLION) 47 FIGURE 11 MACHINE LEARNING TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD 48 FIGURE 12 MOTION SENSORS TO SURPASS OTHER TYPES OF SENSORS FROM 2023 TO 2028 48 FIGURE 13 CONSUMER ELECTRONICS TO GROW AT HIGHER CAGR BY 2028 49 FIGURE 14 ASIA PACIFIC TO BE FASTEST-GROWING REGION DURING FORECAST PERIOD 49 4 PREMIUM INSIGHTS 51 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI SENSOR MARKET 51 FIGURE 15 GROWING DEMAND FOR AI SENSORS IN IOT-BASED DEVICES ACROSS CONSUMER ELECTRONICS AND AUTOMOTIVE APPLICATIONS 51 4.2 AI SENSOR MARKET, BY TECHNOLOGY 51 FIGURE 16 MACHINE LEARNING TO CAPTURE LARGEST MARKET SIZE DURING FORECAST PERIOD 51 4.3 ASIA PACIFIC AI SENSOR MARKET, BY APPLICATION AND COUNTRY 52 FIGURE 17 CONSUMER ELECTRONICS AND CHINA TO BE LARGEST SHAREHOLDERS IN 2023 52 4.4 AI SENSOR MARKET, BY SENSOR TYPE 52 FIGURE 18 OPTICAL SENSORS TO BE FASTEST-GROWING SEGMENT BY 2028 52 4.5 AI SENSOR MARKET, BY GEOGRAPHY 53 FIGURE 19 INDIA TO RECORD HIGHEST CAGR DURING FORECAST PERIOD 53 5 MARKET OVERVIEW 54 5.1 INTRODUCTION 54 5.2 MARKET DYNAMICS 54 FIGURE 20 AI SENSOR MARKET DYNAMICS 54 5.2.1 DRIVERS 55 5.2.1.1 Growing demand for AI sensors in IoT-based devices across home automation and automotive applications 55 5.2.1.2 Smart infrastructure and digitalization to facilitate edge computing growth 55 5.2.1.3 Increased use of AI sensor-equipped wireless technologies 56 5.2.2 RESTRAINTS 56 5.2.2.1 High installation and maintenance cost 56 5.2.2.2 Lack of trust and awareness among end users 56 5.2.2.3 Complexity in data storage 57 5.2.3 OPPORTUNITIES 57 5.2.3.1 Growing preference for AI sensor-enabled wearables 57 5.2.3.2 Advancements in sensor technologies 57 5.2.3.3 Increasing adoption of AI sensors in agriculture and robotics 58 5.2.3.4 Rapid growth of smart home infrastructure 58 5.2.4 CHALLENGES 59 5.2.4.1 Increasing threat of cybersecurity in AI-based devices 59 FIGURE 21 CYBER-ATTACKS PER ORGANIZATION BY INDUSTRY IN 2021 59 5.2.4.2 Lack of skilled workforce 60 5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 60 FIGURE 22 REVENUE SHIFT AND NEW REVENUE POCKETS FOR AI SENSOR MARKET 60 5.4 PRICING ANALYSIS 61 TABLE 1 AVERAGE SELLING PRICE OF AI SENSORS, BY SENSOR TYPE, 2022–2028 (USD) 61 5.5 VALUE CHAIN ANALYSIS 61 FIGURE 23 VALUE CHAIN ANALYSIS 62 5.6 ECOSYSTEM ANALYSIS 63 TABLE 2 AI SENSOR MARKET ECOSYSTEM 63 5.7 TECHNOLOGY ANALYSIS 64 5.7.1 MICRO-ELECTRO-MECHANICAL SYSTEM (MEMS) SENSOR TECHNOLOGY 64 5.7.2 SMART SENSOR TECHNOLOGY 64 5.7.3 AI SENSOR TECHNOLOGY 64 5.8 PATENT ANALYSIS 64 FIGURE 24 COMPANIES WITH HIGHEST PATENT APPLICATIONS IN PAST 10 YEARS 64 TABLE 3 LEADING PATENT OWNERS IN US IN PAST 10 YEARS 65 FIGURE 25 NUMBER OF PATENTS GRANTED PER YEAR, 2012–2022 66 TABLE 4 MAJOR PATENTS IN AI SENSOR MARKET 66 5.9 TRADE AND TARIFF DATA 71 5.9.1 TRADE DATA 71 5.9.1.1 HS Code 902690 71 FIGURE 26 IMPORT DATA, BY COUNTRY, 2017−2021 (USD MILLION) 72 FIGURE 27 EXPORT DATA, BY COUNTRY, 2017−2021 (USD MILLION) 72 5.9.2 TARIFF DATA 73 TABLE 5 TARIFF FOR PRODUCTS EXPORTED BY US UNDER HS CODE 902690 73 TABLE 6 TARIFF FOR PRODUCTS EXPORTED BY JAPAN UNDER HS CODE 902690 73 TABLE 7 TARIFF FOR PRODUCTS EXPORTED BY GERMANY UNDER HS CODE 902690 73 TABLE 8 TARIFF FOR PRODUCTS EXPORTED BY CHINA UNDER HS CODE 902690 74 TABLE 9 TARIFF FOR PRODUCTS EXPORTED BY SWITZERLAND UNDER HS CODE 902690 74 5.10 KEY CONFERENCES AND EVENTS 74 TABLE 10 CONFERENCES AND EVENTS, 2023–2024 74 5.11 REGULATORY LANDSCAPE 76 5.11.1 STANDARDS 76 5.11.1.1 IEEE 1451 76 5.11.1.2 IEEE C37.118 76 5.11.1.3 ISO 19891-1 76 5.11.1.4 International Electrotechnical Commission (IEC) 76 5.11.1.5 Atmosphere Explosible (ATEX) 77 5.11.1.6 Edison Testing Laboratories (ETL) 77 5.11.2 REGULATIONS 77 5.12 PORTER’S FIVE FORCES ANALYSIS 78 TABLE 11 IMPACT OF PORTER’S FIVE FORCES ON AI SENSOR MARKET 78 FIGURE 28 PORTER’S FIVE FORCES ANALYSIS 79 5.12.1 INTENSITY OF COMPETITIVE RIVALRY 79 5.12.2 BARGAINING POWER OF SUPPLIERS 79 5.12.3 BARGAINING POWER OF BUYERS 80 5.12.4 THREAT OF SUBSTITUTES 80 5.12.5 THREAT OF NEW ENTRANTS 80 5.13 KEY STAKEHOLDERS AND BUYING CRITERIA 80 5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 80 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 80 TABLE 12 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 81 5.13.2 BUYING CRITERIA 81 FIGURE 30 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 81 TABLE 13 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 81 6 AI SENSOR MARKET, BY TYPE 82 6.1 INTRODUCTION 82 6.2 NEURAL NETWORK 82 6.3 CASE-BASED REASONING 82 6.4 INDUCTIVE LEARNING 82 6.5 AMBIENT INTELLIGENCE 83 7 AI SENSOR MARKET, BY SENSOR TYPE 84 7.1 INTRODUCTION 85 FIGURE 31 AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 85 TABLE 14 AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 85 TABLE 15 AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 86 TABLE 16 AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (THOUSAND UNITS) 86 TABLE 17 AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (THOUSAND UNITS) 86 7.2 PRESSURE SENSORS 87 7.2.1 ABILITY TO DEVELOP HIGH-PERFORMANCE EQUIPMENT AND REDUCE MANUFACTURING TIME 87 TABLE 18 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 87 TABLE 19 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 88 TABLE 20 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 88 TABLE 21 PRESSURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 89 7.3 POSITION SENSORS 89 7.3.1 ACCURATE MOTION CONTROL AND IMPROVED PROCESS EFFICIENCY AND SAFETY 89 TABLE 22 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 89 TABLE 23 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 90 TABLE 24 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 90 TABLE 25 POSITION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 91 7.4 TEMPERATURE SENSORS 91 7.4.1 WIDE-SCALE USE IN MEASUREMENT CONTROL SYSTEMS AND INSTRUMENTATION 91 TABLE 26 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 91 TABLE 27 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 92 TABLE 28 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 92 TABLE 29 TEMPERATURE SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 93 7.5 OPTICAL SENSORS 93 7.5.1 USED IN AEROSPACE & DEFENSE, OIL & GAS, HEALTHCARE, CONSTRUCTION, CONSUMER ELECTRONICS, AND AUTOMOTIVE INDUSTRIES 93 TABLE 30 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 93 TABLE 31 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 94 TABLE 32 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 94 TABLE 33 OPTICAL SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 95 7.6 ULTRASONIC SENSORS 95 7.6.1 DEPLOYMENT IN AUTOMOBILE SELF-PARKING TECHNOLOGY AND ANTI-COLLISION SAFETY SYSTEMS 95 TABLE 34 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 95 TABLE 35 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 96 TABLE 36 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 96 TABLE 37 ULTRASONIC SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 97 7.7 MOTION SENSORS 97 7.7.1 GROWING USAGE IN CONSUMER ELECTRONICS AND GAMING INDUSTRY 97 TABLE 38 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 98 TABLE 39 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 98 TABLE 40 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 98 TABLE 41 MOTION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 99 7.8 NAVIGATION SENSORS 99 7.8.1 INCREASED ADOPTION IN AUTOMOBILES, AIRCRAFT, SHIPS, SUBMARINES, DEFENSE, AND ROBOTICS 99 TABLE 42 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 100 TABLE 43 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 100 TABLE 44 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (THOUSAND UNITS) 101 TABLE 45 NAVIGATION SENSORS: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (THOUSAND UNITS) 101 8 AI SENSOR MARKET, BY TECHNOLOGY 102 8.1 INTRODUCTION 103 FIGURE 32 AI SENSOR MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 103 TABLE 46 AI SENSOR MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 103 TABLE 47 AI SENSOR MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 103 8.2 MACHINE LEARNING 104 8.2.1 DEEP LEARNING 104 8.2.1.1 Ability to build hierarchical representations 104 8.2.2 SUPERVISED LEARNING 105 8.2.2.1 Algorithm learns to make predictions or decisions based on labeled training data 105 8.2.3 UNSUPERVISED LEARNING 105 8.2.3.1 Includes clustering methods consisting of algorithms with unlabeled training data 105 8.2.4 REINFORCEMENT LEARNING 105 8.2.4.1 Allows systems and software to determine ideal behavior for maximizing performance of systems 105 8.2.5 OTHER MACHINE LEARNING TECHNOLOGIES 106 8.3 NATURAL LANGUAGE PROCESSING 106 8.3.1 REAL-TIME TRANSLATION AND ABILITY TO COMMUNICATE IN NATURAL LANGUAGE WITH SYSTEMS 106 8.4 CONTEXT-AWARE COMPUTING 106 8.4.1 HIGH DEMAND FOR HARD AND SOFT SENSORS 106 8.5 COMPUTER VISION 107 8.5.1 DEVELOPING ALGORITHMS AND TECHNIQUES TO ANALYZE, PROCESS, AND INTERPRET DIGITAL IMAGES AND VIDEOS 107 9 AI SENSOR MARKET, BY APPLICATION 108 9.1 INTRODUCTION 109 FIGURE 33 AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 109 TABLE 48 AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 109 TABLE 49 AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 109 9.2 AUTOMOTIVE 110 9.2.1 PRIMARY ADOPTERS OF AI SENSING TECHNOLOGY 110 TABLE 50 AUTOMOTIVE: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 111 TABLE 51 AUTOMOTIVE: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 111 TABLE 52 AUTOMOTIVE: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 112 TABLE 53 AUTOMOTIVE: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 112 TABLE 54 NORTH AMERICA AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 112 TABLE 55 NORTH AMERICA AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 112 TABLE 56 EUROPE AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 113 TABLE 57 EUROPE AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 113 TABLE 58 ASIA PACIFIC AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 113 TABLE 59 ASIA PACIFIC AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 114 TABLE 60 ROW AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2019–2022 (USD MILLION) 114 TABLE 61 ROW AI SENSOR MARKET FOR AUTOMOTIVE, BY COUNTRY, 2023–2028 (USD MILLION) 114 9.3 CONSUMER ELECTRONICS 114 9.3.1 GROWING INCLINATION TOWARD SMART DEVICES 114 TABLE 62 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 115 TABLE 63 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 115 TABLE 64 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 116 TABLE 65 CONSUMER ELECTRONICS: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 116 TABLE 66 NORTH AMERICA AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 116 TABLE 67 NORTH AMERICA AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 117 TABLE 68 EUROPE AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 117 TABLE 69 EUROPE AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 117 TABLE 70 ASIA PACIFIC AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 118 TABLE 71 ASIA PACIFIC AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 118 TABLE 72 ROW AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2019–2022 (USD MILLION) 118 TABLE 73 ROW AI SENSOR MARKET FOR CONSUMER ELECTRONICS, BY COUNTRY, 2023–2028 (USD MILLION) 118 9.4 MANUFACTURING 119 9.4.1 AI INCREASES EFFICIENCY AND REDUCES COSTS ACROSS PRODUCT ASSEMBLY LINE 119 TABLE 74 MANUFACTURING: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 119 TABLE 75 MANUFACTURING: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 120 TABLE 76 MANUFACTURING: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 120 TABLE 77 MANUFACTURING: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 121 TABLE 78 NORTH AMERICA AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 121 TABLE 79 NORTH AMERICA AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 121 TABLE 80 EUROPE AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 121 TABLE 81 EUROPE AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 122 TABLE 82 ASIA PACIFIC AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 122 TABLE 83 ASIA PACIFIC AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 122 TABLE 84 ROW AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2019–2022 (USD MILLION) 123 TABLE 85 ROW AI SENSOR MARKET FOR MANUFACTURING, BY COUNTRY, 2023–2028 (USD MILLION) 123 9.5 AEROSPACE & DEFENSE 123 9.5.1 ADOPTION OF AI SENSORS IN MISSION-CRITICAL TASKS 123 TABLE 86 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 124 TABLE 87 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 124 TABLE 88 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 125 TABLE 89 AEROSPACE & DEFENSE: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 125 TABLE 90 NORTH AMERICA AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 125 TABLE 91 NORTH AMERICA AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 126 TABLE 92 EUROPE AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 126 TABLE 93 EUROPE AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 126 TABLE 94 ASIA PACIFIC AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 127 TABLE 95 ASIA PACIFIC AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 127 TABLE 96 ROW AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2019–2022 (USD MILLION) 127 TABLE 97 ROW AI SENSOR MARKET FOR AEROSPACE & DEFENSE, BY COUNTRY, 2023–2028 (USD MILLION) 128 9.6 SMART HOME AUTOMATION 128 9.6.1 NEED TO IMPROVE HOME SECURITY 128 TABLE 98 SMART HOME AUTOMATION: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 128 TABLE 99 SMART HOME AUTOMATION: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 129 TABLE 100 SMART HOME AUTOMATION: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 129 TABLE 101 SMART HOME AUTOMATION: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 130 TABLE 102 NORTH AMERICA AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 130 TABLE 103 NORTH AMERICA AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 130 TABLE 104 EUROPE AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 131 TABLE 105 EUROPE AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 131 TABLE 106 ASIA PACIFIC AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 131 TABLE 107 ASIA PACIFIC AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 132 TABLE 108 ROW AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2019–2022 (USD MILLION) 132 TABLE 109 ROW AI SENSOR MARKET FOR SMART HOME AUTOMATION, BY COUNTRY, 2023–2028 (USD MILLION) 132 9.7 ROBOTICS 132 9.7.1 DEMAND FROM HEALTHCARE MONITORING, SPACE AND UNDERWATER EXPLORATION, AND OTHER INDUSTRIES 132 TABLE 110 ROBOTICS: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 133 TABLE 111 ROBOTICS: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 133 TABLE 112 ROBOTICS: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 134 TABLE 113 ROBOTICS: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 134 TABLE 114 NORTH AMERICA AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 134 TABLE 115 NORTH AMERICA AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 135 TABLE 116 EUROPE AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 135 TABLE 117 EUROPE AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 135 TABLE 118 ASIA PACIFIC AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 136 TABLE 119 ASIA PACIFIC AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 136 TABLE 120 ROW AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2019–2022 (USD MILLION) 136 TABLE 121 ROW AI SENSOR MARKET FOR ROBOTICS, BY COUNTRY, 2023–2028 (USD MILLION) 137 9.8 AGRICULTURE 137 9.8.1 USE OF AI SENSORS IN CROP AND SOIL ANALYSIS 137 TABLE 122 AGRICULTURE: AI SENSOR MARKET, BY SENSOR TYPE, 2019–2022 (USD MILLION) 138 TABLE 123 AGRICULTURE: AI SENSOR MARKET, BY SENSOR TYPE, 2023–2028 (USD MILLION) 138 TABLE 124 AGRICULTURE: AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 138 TABLE 125 AGRICULTURE: AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 139 TABLE 126 NORTH AMERICA AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 139 TABLE 127 NORTH AMERICA AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 139 TABLE 128 EUROPE AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 140 TABLE 129 EUROPE AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 140 TABLE 130 ASIA PACIFIC AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 140 TABLE 131 ASIA PACIFIC AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 141 TABLE 132 ROW AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2019–2022 (USD MILLION) 141 TABLE 133 ROW AI SENSOR MARKET FOR AGRICULTURE, BY COUNTRY, 2023–2028 (USD MILLION) 141 10 AI SENSOR MARKET, BY REGION 142 10.1 INTRODUCTION 143 FIGURE 34 AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 143 TABLE 134 AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 143 TABLE 135 AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 144 10.2 NORTH AMERICA 144 FIGURE 35 NORTH AMERICA: AI SENSOR MARKET SNAPSHOT 145 TABLE 136 NORTH AMERICA: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 145 TABLE 137 NORTH AMERICA: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146 TABLE 138 NORTH AMERICA AI SENSOR MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146 TABLE 139 NORTH AMERICA AI SENSOR MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146 10.2.1 US 147 10.2.1.1 Prominence of leading AI sensor manufacturers 147 10.2.2 CANADA 147 10.2.2.1 Growing automation in automotive and manufacturing sectors 147 10.2.3 MEXICO 147 10.2.3.1 Increasing demand for temperature sensors for medical equipment 147 10.3 EUROPE 148 FIGURE 36 EUROPE: AI SENSOR MARKET SNAPSHOT 149 TABLE 140 EUROPE: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 149 TABLE 141 EUROPE: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150 TABLE 142 EUROPE AI SENSOR MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 150 TABLE 143 EUROPE AI SENSOR MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 150 10.3.1 GERMANY 151 10.3.1.1 Government initiatives for promoting implementation of industry 4.0 151 10.3.2 UK 151 10.3.2.1 Consumer electronics sector to create new market opportunities 151 10.3.3 FRANCE 151 10.3.3.1 Prominence of automotive and manufacturing industries 151 10.3.4 REST OF EUROPE 152 10.4 ASIA PACIFIC 152 FIGURE 37 ASIA PACIFIC: AI SENSOR MARKET SNAPSHOT 153 TABLE 144 ASIA PACIFIC: AI SENSOR MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 154 TABLE 145 ASIA PACIFIC: AI SENSOR MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 154 TABLE 146 ASIA PACIFIC AI SENSOR MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 154 TABLE 147 ASIA PACIFIC AI SENSOR MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 155 10.4.1 CHINA 155 10.4.1.1 Presence of prominent automotive, aerospace & defense, and electronics companies 155 10.4.2 JAPAN 155 10.4.2.1 Presence of leading sensor manufacturing companies 155 10.4.3 INDIA 156 10.4.3.1 Strong government support for adoption of industrial automation 156 10.4.4 SOUTH KOREA 157 10.4.4.1 Increasing demand for advanced sensors from electronics and automotive industries 157 10.4.5 REST OF ASIA PACIFIC 157 10.5 ROW 158 TABLE 148 ROW: AI SENSOR MARKET, BY APPLICATION TYPE, 2019–2022 (USD MILLION) 158 TABLE 149 ROW: AI SENSOR MARKET, BY APPLICATION TYPE, 2023–2028 (USD MILLION) 158 TABLE 150 ROW AI SENSOR MARKET, BY REGION, 2019–2022 (USD MILLION) 159 TABLE 151 ROW AI SENSOR MARKET, BY REGION, 2023–2028 (USD MILLION) 159 10.5.1 MIDDLE EAST & AFRICA 159 10.5.1.1 Use of AI sensors in oil refining industries for continuous measuring and monitoring applications 159 10.5.2 SOUTH AMERICA 160 10.5.2.1 Increased technological advancements in automotive, manufacturing, and consumer electronics sectors 160 11 COMPETITIVE LANDSCAPE 161 11.1 OVERVIEW 161 11.2 KEY PLAYER STRATEGIES 161 TABLE 152 STRATEGIES ADOPTED BY KEY PLAYERS IN AI SENSOR MARKET 161 11.3 REVENUE ANALYSIS 163 FIGURE 38 3-YEAR REVENUE ANALYSIS OF TOP PLAYERS IN AI SENSOR MARKET, 2019–2021 163 11.4 MARKET SHARE ANALYSIS 164 FIGURE 39 MARKET SHARE ANALYSIS OF KEY PLAYERS IN AI SENSOR MARKET IN 2022 164 TABLE 153 AI SENSOR MARKET: DEGREE OF COMPETITION 164 11.5 RANKING ANALYSIS 165 TABLE 154 AI SENSOR MARKET: RANKING ANALYSIS 165 11.6 COMPANY EVALUATION QUADRANT, 2022 166 11.6.1 STARS 166 11.6.2 EMERGING LEADERS 166 11.6.3 PERVASIVE PLAYERS 167 11.6.4 PARTICIPANTS 167 FIGURE 40 COMPANY EVALUATION QUADRANT, 2022 167 11.7 COMPETITIVE BENCHMARKING 168 11.7.1 COMPANY FOOTPRINT, BY SENSOR TYPE 168 11.7.2 COMPANY FOOTPRINT, BY APPLICATION 169 11.7.3 COMPANY FOOTPRINT, BY REGION 170 11.7.4 COMPANY PRODUCT FOOTPRINT 171 11.8 STARTUP/SME EVALUATION QUADRANT, 2022 172 11.8.1 PROGRESSIVE COMPANIES 172 11.8.2 RESPONSIVE COMPANIES 172 11.8.3 DYNAMIC COMPANIES 172 11.8.4 STARTING BLOCKS 172 FIGURE 41 STARTUP/SME EVALUATION QUADRANT, 2022 173 TABLE 155 STARTUP MATRIX: KEY STARTUP/SMES 174 TABLE 156 AI SENSOR MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUP/SMES 174 11.9 COMPETITIVE SCENARIO AND TRENDS 175 11.9.1 PRODUCT LAUNCHES/DEVELOPMENTS 175 TABLE 157 PRODUCT LAUNCHES/DEVELOPMENTS, 2020–2022 175 11.9.2 DEALS 176 TABLE 158 DEALS, 2020–2022 176 12 COMPANY PROFILES 177 (Business Overview, Products/Services/Solutions Offered, Recent Developments, and MnM View (Key strengths/Right to Win, Strategic Choices Made, and Weaknesses and Competitive Threats))* 12.1 INTRODUCTION 177 12.2 KEY PLAYERS 177 12.2.1 TELEDYNE TECHNOLOGIES INCORPORATED 177 TABLE 159 TELEDYNE TECHNOLOGIES INCORPORATED: BUSINESS OVERVIEW 178 FIGURE 42 TELEDYNE TECHNOLOGIES INCORPORATED: COMPANY SNAPSHOT 178 TABLE 160 TELEDYNE TECHNOLOGIES INCORPORATED: PRODUCTS/SERVICES/SOLUTIONS OFFERED 179 TABLE 161 TELEDYNE TECHNOLOGIES INCORPORATED: PRODUCT LAUNCHES 180 TABLE 162 TELEDYNE TECHNOLOGIES INCORPORATED: DEALS 180 12.2.2 ROBERT BOSCH GMBH 182 TABLE 163 ROBERT BOSCH GMBH: BUSINESS OVERVIEW 182 FIGURE 43 ROBERT BOSCH GMBH: COMPANY SNAPSHOT 183 TABLE 164 ROBERT BOSCH GMBH: PRODUCTS/SERVICES/SOLUTIONS OFFERED 183 TABLE 165 ROBERT BOSCH GMBH: DEALS 184 12.2.3 GOERTEK INC. 187 TABLE 166 GOERTEK INC.: BUSINESS OVERVIEW 187 FIGURE 44 GOERTEK INC.: COMPANY SNAPSHOT 188 TABLE 167 GOERTEK INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 188 TABLE 168 GOERTEK INC.: DEALS 189 12.2.4 SENSATA TECHNOLOGIES, INC. 190 TABLE 169 SENSATA TECHNOLOGIES, INC.: BUSINESS OVERVIEW 190 FIGURE 45 SENSATA TECHNOLOGIES, INC.: COMPANY SNAPSHOT 191 TABLE 170 SENSATA TECHNOLOGIES, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 191 TABLE 171 SENSATA TECHNOLOGIES, INC.: PRODUCT LAUNCHES 192 TABLE 172 SENSATA TECHNOLOGIES, INC.: DEALS 192 12.2.5 SENSIRION AG 195 TABLE 173 SENSIRION AG: BUSINESS OVERVIEW 195 FIGURE 46 SENSIRION AG: COMPANY SNAPSHOT 196 TABLE 174 SENSIRION AG: PRODUCTS/SERVICES/SOLUTIONS OFFERED 197 TABLE 175 SENSIRION AG: PRODUCT LAUNCHES 197 TABLE 176 SENSIRION AG: DEALS 198 12.2.6 SENSORTEK TECHNOLOGY CORPORATION 200 TABLE 177 SENSORTEK TECHNOLOGY CORPORATION: BUSINESS OVERVIEW 200 FIGURE 47 SENSORTEK TECHNOLOGY CORPORATION: COMPANY SNAPSHOT 200 TABLE 178 SENSORTEK TECHNOLOGY CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED 201 12.2.7 HOKURIKU ELECTRIC INDUSTRY CO., LTD. 202 TABLE 179 HOKURIKU ELECTRIC INDUSTRY CO., LTD.: BUSINESS OVERVIEW 202 FIGURE 48 HOKURIKU ELECTRIC INDUSTRY CO., LTD.: COMPANY SNAPSHOT 202 TABLE 180 HOKURIKU ELECTRIC INDUSTRY CO., LTD.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 203 12.2.8 BAIDU, INC. 204 TABLE 181 BAIDU, INC.: BUSINESS OVERVIEW 204 FIGURE 49 BAIDU, INC.: COMPANY SNAPSHOT 204 TABLE 182 BAIDU, INC.: PRODUCTS/SERVICES/SOLUTIONS OFFERED 205 TABLE 183 BAIDU, INC.: PRODUCT LAUNCHES 205 TABLE 184 BAIDU, INC.: DEALS 205 12.2.9 YOKOGAWA ELECTRIC CORPORATION 206 TABLE 185 YOKOGAWA ELECTRIC CORPORATION: BUSINESS OVERVIEW 206 FIGURE 50 YOKOGAWA ELECTRIC CORPORATION: COMPANY SNAPSHOT 207 TABLE 186 YOKOGAWA ELECTRIC CORPORATION: PRODUCT LAUNCHES 208 TABLE 187 YOKOGAWA ELECTRIC CORPORATION: DEALS 209 12.2.10 EXCELITAS TECHNOLOGIES CORP. 210 TABLE 188 EXCELITAS TECHNOLOGIES CORP.: BUSINESS OVERVIEW 210 TABLE 189 EXCELITAS TECHNOLOGIES CORP.: PRODUCT LAUNCHES 211 TABLE 190 EXCELITAS TECHNOLOGIES CORP.: DEALS 211 12.3 OTHER PLAYERS 212 12.3.1 SILICON SENSING SYSTEMS LIMITED 212 TABLE 191 SILICON SENSING SYSTEMS LIMITED: COMPANY OVERVIEW 212 12.3.2 SONY CORPORATION 213 TABLE 192 SONY CORPORATION: COMPANY OVERVIEW 213 12.3.3 STMICROELECTRONICS N.V. 214 TABLE 193 STMICROELECTRONICS N.V.: COMPANY OVERVIEW 214 12.3.4 SYNTIANT CORP. 215 TABLE 194 SYNTIANT CORP.: COMPANY OVERVIEW 215 12.3.5 TE CONNECTIVITY 216 TABLE 195 TE CONNECTIVITY: COMPANY OVERVIEW 216 12.3.6 ALIF SEMICONDUCTOR 217 TABLE 196 ALIF SEMICONDUCTOR: COMPANY OVERVIEW 217 12.3.7 AUGURY 218 TABLE 197 AUGURY: COMPANY OVERVIEW 218 12.3.8 KEYENCE CORPORATION 219 TABLE 198 KEYENCE CORPORATION: COMPANY OVERVIEW 219 12.3.9 SK HYNIX INC. 220 TABLE 199 SK HYNIX INC.: COMPANY OVERVIEW 220 12.3.10 ELLIPTIC LABORATORIES ASA 221 TABLE 200 ELLIPTIC LABORATORIES ASA: COMPANY OVERVIEW 221 12.3.11 EMZA VISUAL SENSE LTD. 222 TABLE 201 EMZA VISUAL SENSE LTD: COMPANY OVERVIEW 222 12.3.12 AISTORM, INC. 223 TABLE 202 AISTORM, INC.: COMPANY OVERVIEW 223 12.3.13 MEMSIC SEMICONDUCTOR CO., LTD. 224 TABLE 203 MEMSIC SEMICONDUCTOR CO., LTD: COMPANY OVERVIEW 224 12.3.14 MOVELLA INC. 225 TABLE 204 MOVELLA INC.: COMPANY OVERVIEW 225 12.3.15 SENODIA TECHNOLOGIES (SHANGHAI) CO., LTD. 226 TABLE 205 SENODIA TECHNOLOGIES (SHANGHAI) CO., LTD.: COMPANY OVERVIEW 226 *Details on Business Overview, Products/Services/Solutions 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. 13 APPENDIX 227 13.1 DISCUSSION GUIDE 227 13.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 230 13.3 CUSTOMIZATION OPTIONS 232 13.4 RELATED REPORTS 232 13.5 AUTHOR DETAILS 233
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