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故障検出・分類(FDC)市場:提供タイプ別(ソフトウェア、ハードウェア、サービス)、用途別(製造、パッケージング)、最終用途別(自動車、電子・半導体、金属・機械)、地域別 - 2028年までの世界予測


Fault Detection and Classification (FDC) Market by offering type (Software, hardware, services), Application (Manufacturing, Packaging), end use (Automotive, Electronics & Semiconductor, Metal & Machinery) and Region - Global Forecast to 2028

故障検出と分類の世界市場は、2022年に44億米ドルと評価され、2028年には74億米ドルに達すると予測されている。特定用途向け集積回路(ASIC)への高い需要とシステムの複雑化が、故障検出・分類市場の成長を促進... もっと見る

 

 

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MarketsandMarkets
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2023年9月20日 US$4,950
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故障検出と分類の世界市場は、2022年に44億米ドルと評価され、2028年には74億米ドルに達すると予測されている。特定用途向け集積回路(ASIC)への高い需要とシステムの複雑化が、故障検出・分類市場の成長を促進している。一方、製造工場における熟練した専門家の不足が故障検出・分類市場の成長を抑制している。

ソフトウェア提供セグメントは予測期間中最も高いCAGRで成長する見込み
ソフトウェア提供セグメントは、近い将来2番目に高いCAGR 12.9%で成長すると予想される。FDCソフトウェアは、ハードウェアベースの代替品よりも費用対効果が高い傾向にある。FDCソフトウェアは通常、初期費用が低く、継続的な費用は主にソフトウェアの更新とサポートに関連する。このコスト面の優位性は、高度な故障検出機能の恩恵を受けつつ、予算の最適化を目指す組織にとって特に魅力的である。また、柔軟性、コスト効率、スケーラビリティ、互換性、高度な分析機能、リモートアクセス、ユーザーフレンドリーなデータの視覚化などの要因が、今後数年間のソフトウェア・セグメントの成長を後押ししている。

予測期間中に最も高いCAGRで成長を記録する自動車最終用途セグメント
自動車分野は予測期間中、CAGR 9.7%で最も高い成長が見込まれる。自動車産業では安全性が最も重要であり、車両は世界的に厳格な安全規制を遵守しなければならない。FDCシステムは、製造プロセスの早い段階で潜在的な安全上重要な欠陥を特定し対処することで、これらの規格への準拠を確実にする上で極めて重要な役割を果たしている。また、電気自動車(EV)や自律走行車の台頭も、FDCシステムの重要性を高めている。EVは複雑なバッテリー・システムに大きく依存しており、これらのシステムに不具合が生じると、安全性や性能に深刻な影響を及ぼしかねません。FDCシステムは、バッテリーの健全性を監視し、最適な充放電を確保し、潜在的な不具合を特定して重大な事故を防ぐために不可欠です。

予測期間中、製造アプリケーション・セグメントの年平均成長率が高くなる見込み
製造アプリケーション・セグメントは、予測期間中により高いCAGRで成長すると予想される。製造プロセスにおける欠陥は、設計の失敗、生産設備の欠陥、金属疲労、不利な作業条件、またはこれらの要因の相互作用に起因する可能性がある。組立ラインから排出されるさまざまな部品に、望ましくない穴、くぼみ、擦り傷、傷などの欠陥が生じることは避けられない。欠陥の原因が何であれ、欠陥のある部品は生産コストを押し上げ、製品品質を低下させ、製品寿命を縮め、顧客満足を妨げ、資源の浪費をもたらします。そのため、欠陥の検出は、あらゆる製造品質管理・保証プロセスの中核となる部分である。以前は、欠陥は人間の検査員によって手作業で検査されていたが、当然ながら疲労や不注意、偏りが生じやすい。その後、手作業による検査はルールベースのマシンビジョン技術によって補強された。過去10年間で、故障検出は、人工知能、ディープラーニング、ビッグデータの進歩を基盤として、ますます技術主導型になってきた。スマートカメラと関連するAI対応システムの使用は、すでにメーカーがより短いサイクルで高品質の検査を提供し、待ち時間とコストを削減し、最も経験豊富な人間の検査員の能力をはるかに超える新たな基準を設定するのに役立っている。


プライマリーの内訳
この調査には、部品サプライヤーからティア1企業、OEMに至るまで、さまざまな業界の専門家による洞察が含まれている。主な内訳は以下の通り:

- 企業タイプ別 - ティア1 35%、ティア2 45%、ティア3 20
- 役職別 - Cレベル幹部 - 40%、セールスマネージャー - 30%、その他 - 30
- 地域別-北米20%、欧州20%、アジア太平洋地域40%、アジア太平洋地域10

故障検出・分類市場は、Keyence Corporation (日本)、Cognex Corporation (米国)、KLA Corporation (米国)、Teledyne Technologies (米国)、OMRON Corporation (日本) など、世界的に確立された少数のプレーヤーによって支配されています。本調査では、故障検出および分類市場におけるこれらの主要プレイヤーを、会社概要、最近の動向、主要市場戦略とともに詳細に競合分析しています。

調査対象範囲
本レポートでは、故障検出および分類市場をセグメント化し、提供タイプ、デバイスタイプ、展開、用途、エンドユーザー、地域別に市場規模を予測しています。また、市場に関する促進要因、阻害要因、機会、課題についても論じています。主要4地域(北米、欧州、アジア太平洋地域、RoW)における市場の詳細な見解を示しています。故障検出と分類のエコシステムにおける主要企業とその競争分析とともに、サプライチェーン分析も含まれています。

レポート購入の主なメリット
- 主な促進要因の分析(システムの複雑化、品質管理・品質保証プロセスの自動化に対するメーカーの強い関心、政府および標準化団体が世界の製造企業に課す厳しい安全衛生対策、特定用途向け集積回路(ASIC)の高い需要)。阻害要因(製造工場における熟練した専門家の不足)。機会(人工知能(AI)技術の採用の増加、新興国における急速な工業化、製造工場における自動化ツールの採用を促進する政府の取り組み)、課題(故障検出・分類ソリューションおよび技術の実装の複雑さ)
- 製品開発/イノベーション:故障検出・分類市場における今後の技術、研究開発活動、新製品発売に関する詳細な洞察。
- 市場開発:有利な市場に関する包括的情報 - 当レポートでは、さまざまな地域の故障検出および分類市場を分析しています。
- 市場の多様化:故障検出と分類市場における新製品とサービス、未開拓の地域、最近の開発、投資に関する詳細な情報。
- 競合評価:故障検出・分類市場におけるキーエンス株式会社(日本)、コグネックス株式会社(米国)、KLA Corporation(米国)、Teledyne Technologies(米国)、オムロン株式会社(日本)、マイクロソフト株式会社(米国)、東京エレクトロン株式会社(日本)、シーメンス株式会社(ドイツ)、Amazon Web Services, Inc.

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目次

1 INTRODUCTION 31
1.1 STUDY OBJECTIVES 31
1.2 MARKET DEFINITION 31
1.2.1 INCLUSIONS AND EXCLUSIONS 32
1.3 STUDY SCOPE 33
1.3.1 MARKETS COVERED 33
FIGURE 1 MARKET SEGMENTATION 33
1.3.2 REGIONS COVERED 33
1.3.3 YEARS CONSIDERED 34
1.3.4 CURRENCY CONSIDERED 34
1.3.5 UNITS CONSIDERED 34
1.4 LIMITATIONS 34
1.5 STAKEHOLDERS 35
1.6 IMPACT OF RECESSION 35
2 RESEARCH METHODOLOGY 36
2.1 RESEARCH APPROACH 36
FIGURE 2 FAULT DETECTION AND CLASSIFICATION MARKET: RESEARCH DESIGN 36
2.1.1 SECONDARY AND PRIMARY RESEARCH 37
FIGURE 3 FAULT DETECTION AND CLASSIFICATION MARKET: RESEARCH APPROACH 38
2.1.2 SECONDARY DATA 38
2.1.2.1 Major secondary sources 39
2.1.2.2 Key data from secondary sources 39
2.1.3 PRIMARY DATA 40
2.1.3.1 Major primary participants 40
2.1.3.2 Primary interviews with experts 40
2.1.3.3 Breakdown of primaries 40
2.1.3.4 Key data from primary sources 41
2.1.3.5 Key industry insights 41
2.2 FACTOR ANALYSIS 42
2.2.1 SUPPLY-SIDE ANALYSIS 42
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS 42
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN SUPPLY-SIDE ANALYSIS 43
2.3 MARKET SIZE ESTIMATION 43
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS 44
2.3.1 BOTTOM-UP APPROACH 44
2.3.1.1 Approach to derive market size using bottom-up analysis 44
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 45

2.3.2 TOP-DOWN APPROACH 45
2.3.2.1 Approach to derive market size using top-down analysis (supply side) 45
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 46
2.3.3 GROWTH PROJECTION AND FORECAST-RELATED ASSUMPTIONS 46
TABLE 1 MARKET GROWTH ASSUMPTIONS 46
2.4 DATA TRIANGULATION 47
FIGURE 9 DATA TRIANGULATION 47
2.5 RESEARCH ASSUMPTIONS 48
TABLE 2 KEY ASSUMPTIONS: MACRO-AND MICRO-ECONOMIC ENVIRONMENT 48
2.6 RESEARCH LIMITATIONS 49
2.7 RISK ASSESSMENT 49
TABLE 3 RISK ASSESSMENT 49
2.7.1 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON FAULT DETECTION AND CLASSIFICATION MARKET 49
3 EXECUTIVE SUMMARY 50
FIGURE 10 AUTOMOTIVE SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 50
FIGURE 11 SOFTWARE SEGMENT TO EXHIBIT HIGHEST CAGR IN MARKET DURING FORECAST PERIOD 51
FIGURE 12 CAMERA SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 51
FIGURE 13 ASIA PACIFIC TO ACCOUNT FOR LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 52
3.1 IMPACT OF RECESSION ON FAULT DETECTION AND CLASSIFICATION MARKET 53
FIGURE 14 PRE- AND POST-RECESSION IMPACT ON FAULT DETECTION AND CLASSIFICATION MARKET, 2019–2028 53
4 PREMIUM INSIGHTS 54
4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR PLAYERS IN FAULT DETECTION AND CLASSIFICATION MARKET 54
FIGURE 15 HIGH DEMAND FOR APPLICATION-SPECIFIC INTEGRATED CIRCUITS
TO DRIVE MARKET 54
4.2 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION 54
FIGURE 16 MANUFACTURING SEGMENT LEAD MARKET DURING FORECAST PERIOD 54
4.3 FAULT DETECTION AND CLASSIFICATION MARKET FOR MANUFACTURING, BY APPLICATION 55
FIGURE 17 ASSEMBLY VERIFICATION SEGMENT TO EXHIBIT HIGHEST CAGR
FROM 2023 TO 2028 55
4.4 FAULT DETECTION AND CLASSIFICATION MARKET FOR PACKAGING, BY APPLICATION 55
FIGURE 18 LABEL VALIDATION SEGMENT TO CLAIM HIGHEST MARKET SHARE DURING FORECAST PERIOD 55
4.5 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION 56
FIGURE 19 ASIA PACIFIC TO HOLD LARGEST MARKET SHARE IN 2028, BY VALUE 56
4.6 FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY 56
FIGURE 20 CHINA TO DOMINATE MARKET DURING FORECAST PERIOD 56

5 MARKET OVERVIEW 57
5.1 INTRODUCTION 57
5.2 MARKET DYNAMICS 57
FIGURE 21 FAULT DETECTION AND CLASSIFICATION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 57
5.2.1 DRIVERS 58
5.2.1.1 Effective detection and management of complex systems in modern technological landscape 58
5.2.1.2 Improved plant-efficiency and reduced costs with quality control processes in manufacturing 58
5.2.1.3 Increasing focus on deployment of automated tools in manufacturing sector 58
5.2.1.4 High demand for application-specific integrated circuits 59
FIGURE 22 FAULT DETECTION AND CLASSIFICATION MARKET:
IMPACT ANALYSIS OF DRIVERS 60
5.2.2 RESTRAINTS 60
5.2.2.1 Shortage of skilled professionals 60
FIGURE 23 FAULT DETECTION AND CLASSIFICATION MARKET:
IMPACT ANALYSIS OF RESTRAINTS 61
5.2.3 OPPORTUNITIES 61
5.2.3.1 Improved production processes using AI-based fault detection and classification instruments 61
5.2.3.2 Government-led initiatives to boost adoption of automation and data acquisition systems 62
FIGURE 24 FAULT DETECTION AND CLASSIFICATION MARKET: IMPACT ANALYSIS OF OPPORTUNITIES 62
5.2.4 CHALLENGES 62
5.2.4.1 Growing complexities in manufacturing processes attributed to technological innovations 62
FIGURE 25 FAULT DETECTION AND CLASSIFICATION MARKET: IMPACT ANALYSIS OF CHALLENGES 63
5.3 VALUE CHAIN ANALYSIS 63
FIGURE 26 FAULT DETECTION AND CLASSIFICATION MARKET: VALUE CHAIN ANALYSIS 63
5.3.1 RESEARCH & DEVELOPMENT ENGINEERS 64
5.3.2 RAW MATERIAL SUPPLIERS 64
5.3.3 MANUFACTURERS 64
5.3.4 SYSTEM INTEGRATORS 64
5.3.5 SUPPLIERS AND DISTRIBUTORS 64
5.4 PORTER’S FIVE FORCES ANALYSIS 65
TABLE 4 FAULT DETECTION AND CLASSIFICATION MARKET: PORTER’S
FIVE FORCES ANALYSIS 65
FIGURE 27 FAULT DETECTION AND CLASSIFICATION MARKET: PORTER’S
FIVE FORCES ANALYSIS 66
5.4.1 THREAT OF NEW ENTRANTS 66
5.4.2 THREAT OF SUBSTITUTES 67
5.4.3 BARGAINING POWER OF SUPPLIERS 67
5.4.4 BARGAINING POWER OF BUYERS 67
5.4.5 INTENSITY OF COMPETITIVE RIVALRY 67
5.5 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 68
FIGURE 28 REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN FAULT DETECTION AND CLASSIFICATION MARKET 68
5.6 ECOSYSTEM MAPPING 68
FIGURE 29 FAULT DETECTION AND CLASSIFICATION MARKET: ECOSYSTEM MAPPING 68
5.7 PRICING ANALYSIS 69
FIGURE 30 AVERAGE SELLING PRICE OF HARDWARE, 2019–2028 69
5.7.1 AVERAGE SELLING PRICE OF HARDWARE OFFERED BY KEY PLAYERS 69
FIGURE 31 AVERAGE SELLING PRICE OF HARDWARE, BY KEY PLAYERS 69
TABLE 5 AVERAGE SELLING PRICE OF HARDWARE OFFERED BY KEY PLAYERS 70
5.8 KEY STAKEHOLDERS AND BUYING CRITERIA 70
5.8.1 KEY STAKEHOLDERS IN BUYING PROCESS 70
FIGURE 32 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 70
TABLE 6 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP VERTICALS 70
5.8.2 BUYING CRITERIA 71
FIGURE 33 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 71
TABLE 7 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 71
5.9 PATENT ANALYSIS 72
FIGURE 34 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS DURING LAST 10 YEARS 72
FIGURE 35 REGIONAL ANALYSIS OF PATENTS GRANTED FOR FAULT DETECTION AND CLASSIFICATION DEVICES, 2022 73
TABLE 8 FAULT DETECTION AND CLASSIFICATION MARKET: INNOVATIONS AND PATENT REGISTRATIONS, 2021–2023 73
5.10 TECHNOLOGY ANALYSIS 75
5.10.1 LIQUID LENS 75
5.10.2 ROBOTIC VISION 75
5.10.3 DEEP LEARNING 75
5.11 TRADE ANALYSIS 75
5.11.1 IMPORT SCENARIO 75
TABLE 9 IMPORT DATA FOR FAULT DETECTION AND CLASSIFICATION INSTRUMENTS, BY COUNTRY, 2018–2022 (USD MILLION) 76
5.11.2 EXPORT SCENARIO 76
TABLE 10 EXPORT DATA FOR FAULT DETECTION AND CLASSIFICATION INSTRUMENTS, BY COUNTRY, 2018–2022 (USD MILLION) 77
5.12 CASE STUDY ANALYSIS 77
5.12.1 MICROSOFT PROVIDES END-TO-END FAULT DETECTION SYSTEM TO DETECT AND LOCALIZE FAULTS IN SOLAR PANELS BASED ON THEIR ELECTROLUMINESCENCE (EL) IMAGING 77
5.12.2 APPLIED MATERIALS, INC. OFFERS COST-EFFECTIVE APPROACH TO PROPAGATE FRONT-END FD PRACTICES INTO BACK-END ATP PROCESSES 77

5.13 KEY CONFERENCES AND EVENTS, 2023–2024 78
TABLE 11 FAULT DETECTION AND CLASSIFICATION MARKET: LIST OF
CONFERENCES AND EVENTS 78
5.14 REGULATORY LANDSCAPE 79
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 15 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
5.14.2 STANDARDS 80
5.15 TARIFF ANALYSIS 81
TABLE 16 TARIFF FOR HS CODE 903033-COMPLIANT PRODUCTS EXPORTED BY GERMANY 81
TABLE 17 TARIFF FOR HS CODE 903033-COMPLIANT PRODUCTS EXPORTED BY CHINA, 2022 81
6 TYPES OF FAULTS DETECTED BY FAULT DETECTION AND CLASSIFICATION SYSTEMS 82
6.1 INTRODUCTION 82
6.2 DIMENSIONAL FAULT 82
6.2.1 INCREASING USE TO MINIMIZE DIMENSIONAL FAULTS LEADING TO HIGH COSTS AND DOWNTIME 82
6.3 SURFACE DEFECTS 82
6.3.1 IRREGULARITIES DUE TO ELECTRICAL SHORTS AND DEVICE FAILURES 82
6.4 CONTAMINATION FAULTS 83
6.4.1 INTERFERENCE IN PRECISE ETCHING AND DEPOSITION PROCESS DUE TO CONTAMINATION ISSUES 83
6.5 PROCESS VARIABILITY 83
6.5.1 FLUCTUATION IN CLEANROOM ENVIRONMENT IMPACTING PROCESS STABILITY 83
6.6 OTHER FAULT TYPES 84
7 TYPES OF TECHNOLOGY FOR FAULT DETECTION AND CLASSIFICATION 85
7.1 INTRODUCTION 85
7.2 SENSOR DATA ANALYSIS 85
7.2.1 GROWING NEED FOR ANALYSIS OF LARGE VOLUMES OF SENSOR DATA IN REAL-TIME TO DRIVE DEMAND 85
7.3 STATISTICAL METHODS 85
7.3.1 ABILITY TO TRANSFORM RAW DATA INTO ACTIONABLE INSIGHTS TO FOSTER SEGMENTAL GROWTH 85
7.4 MACHINE LEARNING ALGORITHMS 86
7.4.1 EARLY ISSUE DETECTION AND PREDICTIVE MAINTENANCE TO SPUR DEMAND 86
7.5 OTHER TECHNOLOGIES 86
8 FAULT DETECTION AND CLASSIFICATION MARKET, BY OFFERING 87
8.1 INTRODUCTION 88
FIGURE 36 HARDWARE SEGMENT TO CAPTURE LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 88
TABLE 18 FAULT DETECTION AND CLASSIFICATION MARKET, BY OFFERING, 2019–2022 (USD MILLION) 88
TABLE 19 FAULT DETECTION AND CLASSIFICATION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 88
8.2 SOFTWARE 89
8.2.1 RISING CRITICALITY OF INFRASTRUCTURE SYSTEMS TO FOSTER
SEGMENTAL GROWTH 89
8.3 HARDWARE 89
TABLE 20 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2019–2022 (USD MILLION) 90
TABLE 21 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2023–2028 (USD MILLION) 90
FIGURE 37 BY HARDWARE OFFERING, CAMERA SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 90
TABLE 22 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2019–2022 (MILLION UNITS) 91
TABLE 23 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2023–2028 (MILLION UNITS) 91
8.3.1 CAMERAS 91
8.3.1.1 Cameras, by format 91
8.3.1.1.1 Area scan cameras 92
8.3.1.1.1.1 Better flexibility than other cameras to drive demand 92
8.3.1.1.2 Line scan cameras 92
8.3.1.1.2.1 Cost advantage and high resolution to boost demand 92
8.3.1.2 Cameras, by frame rate 93
8.3.1.2.1 Ability to record smooth motion with less motion blur to foster segmental growth 93
8.3.2 SENSORS 93
8.3.2.1 CCD sensors 93
8.3.2.1.1 Less defective pixels due to simple structure to drive demand 93
8.3.2.2 CMOS sensors 94
8.3.2.2.1 Low power consumption and high-speed performance to drive demand 94
8.3.3 FRAME GRABBERS 94
8.3.3.1 Ability to capture high-resolution digital still images to boost demand 94
8.3.4 OPTICS 94
8.3.4.1 Need to regulate flaws in raw materials, components, and finished products to boost demand 94
8.3.5 PROCESSORS 95
8.3.5.1 High-resolution and real-time video analytics in vision algorithms to propel market 95

8.4 SERVICES 96
8.4.1 GROWING ADOPTION OF AI AND DEEP LEARNING TECHNOLOGIES
TO BOOST DEMAND 96
9 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION 97
9.1 INTRODUCTION 98
FIGURE 38 MANUFACTURING SEGMENT TO CAPTURE LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 98
TABLE 24 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 98
TABLE 25 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 99
9.2 MANUFACTURING 99
TABLE 26 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 100
TABLE 27 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 100
FIGURE 39 ASSEMBLY VERIFICATION SEGMENT TO CAPTURE LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD 100
TABLE 28 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 101
TABLE 29 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 101
TABLE 30 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 101
TABLE 31 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 102
TABLE 32 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 102
TABLE 33 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 102
TABLE 34 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 102
TABLE 35 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 103
TABLE 36 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 103
TABLE 37 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 103
TABLE 38 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 104
TABLE 39 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 104
9.2.1 ASSEMBLY VERIFICATION 104
9.2.1.1 AI- and deep learning-based fault detection and classification systems to offer growth opportunities 104

9.2.2 FLAW DETECTION 105
9.2.2.1 Measurement 105
9.2.2.1.1 Semiconductor and electronics industries to generate significant demand 105
9.2.2.2 Surface anomalies 105
9.2.2.2.1 Implementation of technologically advanced products to detect real-time complex defects to drive market 105
9.2.2.3 Fabrication inspection 106
9.2.2.3.1 Welding inspection 106
9.2.2.3.1.1 Rising demand for light and efficient designs to foster segmental growth 106
9.2.2.3.2 Semiconductor device fabrication 106
9.2.2.3.2.1 Growing miniaturization of semiconductor devices to propel market growth 106
9.3 PACKAGING 107
TABLE 40 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 107
TABLE 41 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 108
FIGURE 40 LABEL VALIDATION SEGMENT TO CAPTURE LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 108
TABLE 42 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 109
TABLE 43 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 109
TABLE 44 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 109
TABLE 45 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 110
TABLE 46 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 110
TABLE 47 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 110
TABLE 48 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 110
TABLE 49 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 111
TABLE 50 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 111
TABLE 51 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 111
TABLE 52 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 112
TABLE 53 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 112

9.3.1 GRADING 112
9.3.1.1 Introduction of application-specific products and solutions to
boost market 112
9.3.2 LABEL VALIDATION 113
9.3.2.1 Product information 113
9.3.2.1.1 Assurance of defect-free product labeling with advanced fault detection and classification systems to drive market 113
9.3.2.2 Barcodes 114
9.3.2.2.1 Increasing concerns about quality standards to boost demand 114
9.3.3 CONTAINER/PACKAGING INSPECTION 114
9.3.3.1 Packaging integrity 115
9.3.3.1.1 Assurance of product sterility and reduced dependence on manual and expensive inspection processes to drive market 115
10 FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL 116
10.1 INTRODUCTION 117
FIGURE 41 ELECTRONICS & SEMICONDUCTORS TO LEAD MARKET THROUGHOUT FORECAST PERIOD 117
TABLE 54 FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 117
TABLE 55 FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 118
10.2 AUTOMOTIVE 118
10.2.1 RISING PRODUCTION OF HYBRID AND ELECTRIC VEHICLES TO BOOST MARKET 118
TABLE 56 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 119
TABLE 57 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 119
FIGURE 42 ASSEMBLY VERIFICATION TO LEAD MARKET THROUGHOUT FORECAST PERIOD 120
TABLE 58 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 120
TABLE 59 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 120
TABLE 60 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 121
TABLE 61 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 121
10.3 ELECTRONICS & SEMICONDUCTORS 121
10.3.1 ABILITY TO DETECT COMPLEX AND MACRO DEFECTS TO BOOST DEMAND 121
TABLE 62 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 122
TABLE 63 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 122
FIGURE 43 BY MANUFACTURING APPLICATION, FABRIC INSPECTION TO DOMINATE MARKET DURING FORECAST PERIOD 122
TABLE 64 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 123
TABLE 65 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 123
TABLE 66 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 123
TABLE 67 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 123
10.4 METALS & MACHINERY 124
10.4.1 DEPLOYMENT OF INDUSTRY 4.0 AND IIOT IN METALS & MACHINERY
TO DRIVE MARKET 124
TABLE 68 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 124
TABLE 69 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 124
FIGURE 44 ASSEMBLY VERIFICATION SEGMENT TO EXHIBIT HIGHEST CAGR IN FAULT DETECTION AND CLASSIFICATION MARKET FOR MANUFACTURING APPLICATIONS DURING FORECAST PERIOD 125
TABLE 70 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 125
TABLE 71 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 125
TABLE 72 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 126
TABLE 73 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 126
10.5 FOOD & PACKAGING 126
10.5.1 IMPLEMENTATION OF AI AND DEEP LEARNING SOFTWARE IN FOOD & PACKAGING TO DRIVE MARKET 126
TABLE 74 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 127
TABLE 75 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 127
FIGURE 45 ASSEMBLY VERIFICATION SEGMENT TO DISPLAY HIGHEST CAGR IN FAULT DETECTION AND CLASSIFICATION MARKET FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD 127
TABLE 76 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 128
TABLE 77 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 128
TABLE 78 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 128
TABLE 79 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 128
10.6 PHARMACEUTICALS 129
10.6.1 ABILITY TO INSPECT LARGE NUMBER OF TABLETS ACCURATELY TO
BOOST DEMAND 129
TABLE 80 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 129
TABLE 81 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 129
FIGURE 46 ASSEMBLY VERIFICATION TO DISPLAY HIGHEST CAGR DURING FORECAST PERIOD 130
TABLE 82 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 130
TABLE 83 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 130
TABLE 84 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 131
TABLE 85 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 131
11 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION 132
11.1 INTRODUCTION 133
FIGURE 47 ASIA PACIFIC TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 133
TABLE 86 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 134
TABLE 87 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 134
11.2 NORTH AMERICA 135
FIGURE 48 NORTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET SNAPSHOT 136
TABLE 88 NORTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 136
TABLE 89 NORTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 137
11.2.1 US 137
11.2.1.1 Presence of established players to foster market growth 137
TABLE 90 US: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 137
TABLE 91 US: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 138
11.2.2 CANADA 138
11.2.2.1 Thriving automotive and aerospace sectors to contribute to market growth 138
TABLE 92 CANADA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 138
TABLE 93 CANADA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 139
11.2.3 MEXICO 139
11.2.3.1 Growing FDIs in manufacturing to boost market growth 139
TABLE 94 MEXICO: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 139
TABLE 95 MEXICO: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 140
11.2.4 NORTH AMERICA: RECESSION IMPACT 140
11.3 EUROPE 141
FIGURE 49 EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET SNAPSHOT 141
TABLE 96 EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 142
TABLE 97 EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 142
11.3.1 GERMANY 142
11.3.1.1 Increasing demand for robots in automotive and electronics industries to foster market growth 142
TABLE 98 GERMANY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 143
TABLE 99 GERMANY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 143
11.3.2 UK 143
11.3.2.1 Pharmaceutical industry to create significant demand for fault detection and classification systems 143
TABLE 100 UK: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 144
TABLE 101 UK: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 144
11.3.3 FRANCE 144
11.3.3.1 Rising automobile production to boost demand 144
TABLE 102 FRANCE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 144
TABLE 103 FRANCE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 145
11.3.4 REST OF EUROPE 145
TABLE 104 REST OF EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 145
TABLE 105 REST OF EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146
11.3.5 EUROPE: RECESSION IMPACT 146
11.4 ASIA PACIFIC 146
FIGURE 50 ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET SNAPSHOT 147
TABLE 106 ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 147
TABLE 107 ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 148
11.4.1 CHINA 148
11.4.1.1 Established manufacturing hub for consumer electronics and automobiles to propel market growth 148
TABLE 108 CHINA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 148
TABLE 109 CHINA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 149
11.4.2 JAPAN 149
11.4.2.1 Healthy growth of consumer electronics industry to boost demand 149
TABLE 110 JAPAN: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 149
TABLE 111 JAPAN: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150
11.4.3 SOUTH KOREA 150
11.4.3.1 Expanding consumer electronics industry and manufacturing sector to boost market growth 150
TABLE 112 SOUTH KOREA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 151
TABLE 113 SOUTH KOREA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 151
11.4.4 INDIA 151
11.4.4.1 Government-led campaigns for boosting domestic manufacturing sector to drive market 151
TABLE 114 INDIA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 152
TABLE 115 INDIA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 152
11.4.5 REST OF ASIA PACIFIC 152
TABLE 116 REST OF ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 152
TABLE 117 REST OF ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 153
11.4.6 ASIA PACIFIC: RECESSION IMPACT 153
11.5 ROW 154
TABLE 118 ROW: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 154
TABLE 119 ROW: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 154
11.5.1 MIDDLE EAST & AFRICA 154
11.5.1.1 Booming energy & power industry to fuel demand 154
TABLE 120 MEA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 155
TABLE 121 MEA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 155
11.5.2 SOUTH AMERICA 155
11.5.2.1 Rising need for high-quality automated inspections to drive demand 155
TABLE 122 SOUTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET,
BY APPLICATION, 2019–2022 (USD MILLION) 156
TABLE 123 SOUTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET,
BY APPLICATION, 2023–2028 (USD MILLION) 156
11.5.3 ROW: RECESSION IMPACT 156
12 COMPETITIVE LANDSCAPE 157
12.1 OVERVIEW 157
12.2 KEY STRATEGIES ADOPTED BY MAJOR PLAYERS 157
TABLE 124 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS 157
12.2.1 PRODUCT PORTFOLIO 158
12.2.2 REGIONAL FOCUS 158
12.2.3 MANUFACTURING FOOTPRINT 158
12.2.4 ORGANIC/INORGANIC STRATEGIES 158
12.3 MARKET SHARE ANALYSIS, 2022 158
TABLE 125 FAULT DETECTION AND CLASSIFICATION MARKET SHARE ANALYSIS, 2022 159
12.4 REVENUE ANALYSIS, 2018–2022 160
FIGURE 51 FAULT DETECTION AND CLASSIFICATION SYSTEMS:
REVENUE ANALYSIS OF FIVE KEY PLAYERS, 2018–2022 160
12.5 EVALUATION MATRIX OF KEY COMPANIES, 2022 161
12.5.1 STARS 161
12.5.2 EMERGING LEADERS 161
12.5.3 PERVASIVE PLAYERS 161
12.5.4 PARTICIPANTS 161
FIGURE 52 FAULT DETECTION AND CLASSIFICATION SYSTEMS:
EVALUATION MATRIX OF KEY COMPANIES, 2022 162
12.6 EVALUATION MATRIX OF STARTUPS/SMES, 2022 163
TABLE 126 FAULT DETECTION AND CLASSIFICATION MARKET:
LIST OF KEY STARTUPS/SMES 163
TABLE 127 FAULT DETECTION AND CLASSIFICATION MARKET:
STARTUPS/SMES COMPANY PROFILE 163
TABLE 128 FAULT DETECTION AND CLASSIFICATION MARKET:
COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES (OFFERING) 164
TABLE 129 FAULT DETECTION AND CLASSIFICATION MARKET:
COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES (VERTICAL FOOTPRINT) 164
TABLE 130 FAULT DETECTION AND CLASSIFICATION MARKET:
COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES (REGION FOOTPRINT) 164
12.6.1 PROGRESSIVE COMPANIES 164
12.6.2 RESPONSIVE COMPANIES 164
12.6.3 DYNAMIC COMPANIES 165
12.6.4 STARTING BLOCKS 165
FIGURE 53 FAULT DETECTION AND CLASSIFICATION MARKET: EVALUATION MATRIX OF STARTUPS/SME, 2022 165
12.7 COMPANY FOOTPRINT 166
TABLE 131 FAULT DETECTION AND CLASSIFICATION MARKET: COMPANY FOOTPRINT 166
TABLE 132 VERTICAL: COMPANY FOOTPRINT 167
TABLE 133 OFFERING: COMPANY FOOTPRINT 168
TABLE 134 REGION: COMPANY FOOTPRINT 169
12.8 COMPETITIVE SCENARIOS AND TRENDS 170
12.8.1 PRODUCT LAUNCHES 170
TABLE 135 FAULT DETECTION AND CLASSIFICATION MARKET:
PRODUCT LAUNCHES, 2019–2023 170
12.8.2 DEALS 177
TABLE 136 FAULT DETECTION AND CLASSIFICATION MARKET:
DEALS, 2019–2023 177
12.8.3 OTHERS 181
TABLE 137 FAULT DETECTION AND CLASSIFICATION MARKET: OTHERS, 2019–2023 181

 

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Summary

The global fault detection and classification market was valued at USD 4.4 billion in 2022 and is projected to reach USD 7.4 billion by 2028; it is expected to register a CAGR of 8.9% during the forecast period. High demand for application-specific integrated circuits (ASICs) and The increased complexity of systems are driving the growth of the fault detection and classification market. Whereaas,earth of skilled professionals in manufacturing factories are restraining the growth of fault detection and classification market.

The software offering segment is expected to grow at the highest CAGR during the forecast period
The software offering segment is expected to grow at second highest CAGR of 12.9% in the near future. FDC software tends to be more cost-effective than hardware-based alternatives. FDC software typically involves lower initial costs, and ongoing expenses are mainly related to software updates and support. This cost advantage is particularly appealing to organizations aiming to optimize their budget while still benefiting from advanced fault detection capabilities. Also, factors such as flexibility, cost-efficiency, scalability, compatibility, advanced analytics capabilities, remote accessibility, and user-friendly data visualization are boosting the growth of software segment in the coming years.

Automotive end use segment to register growth at the highest CAGR during the forecast period
The automotive segment is expected to grow at a highest CAGR of 9.7% during the forecast period. Safety is paramount in the automotive industry, and vehicles must comply with strict safety regulations globally. FDC systems play a pivotal role in ensuring compliance with these standards by identifying and addressing potential safety-critical faults early in the manufacturing process. Also, the rise of electric vehicles (EVs) and autonomous vehicles has amplified the importance of FDC systems. EVs rely heavily on complex battery systems, and any fault in these systems can have serious safety and performance implications. FDC systems are essential in monitoring battery health, ensuring optimal charging and discharging, and identifying potential faults to prevent critical incidents.

The manufacuting application segment is likely to grow at a higher CAGR during the forecast period
The manufacuting segment is expected to grow at a higher CAGR during the forecast period. In manufacturing processes, faults may originate from design failures, faulty production equipment, metal fatigue, unfavorable working conditions, or any interplay between these factors. Faults like undesired holes, pits, abrasions, and scratches on various pieces that exit the assembly line are unavoidable. Regardless of the source of the defect, defected components spike production costs, degrade product quality, shorten product lifespan, hamper customer satisfaction, and result in an extensive waste of resources. Therefore, fault detection is a core part of any manufacturing quality control and assurance process. Earlier, faults were inspected manually by human inspectors, which is naturally prone to fatigue, inattentiveness, and biases. Later, manual inspection was augmented by rule-based machine vision technologies. Over the past decade, fault detection has become increasingly technology-driven, building on advancements in artificial intelligence, deep learning, and big data. The use of smart cameras and related AI-enabled systems is already helping manufacturers deliver high-quality inspection in shorter cycles, reduce latency and costs, and set new standards that are far beyond the capabilities of even the most experienced human inspectors.


Breakdown of primaries
The study contains insights from various industry experts, ranging from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows:

• By Company Type - Tier 1 – 35%, Tier 2 – 45%, Tier 3 – 20%
• By Designation— C-level Executives - 40%, Sales Manager - 30%, Others - 30%
• By Region—North America - 20%, Europe - 20%, Asia Pacific - 40%, RoW - 10%

The fault detection and classification market is dominated by a few globally established players such as Keyence Corporation (Japan), Cognex Corporation (US), KLA Corporation (US), Teledyne Technologies (US), OMRON Corporation (Japan). The study includes an in-depth competitive analysis of these key players in the fault detection and classification market, with their company profiles, recent developments, and key market strategies.

Research Coverage:
The report segments the fault detection and classification market and forecasts its size by offering type, device type, deployment, application, end-user, and region. The report also discusses the drivers, restraints, opportunities, and challenges pertaining to the market. It gives a detailed view of the market across four main regions—North America, Europe, Asia Pacific, and RoW. Supply chain analysis has been included in the report, along with the key players and their competitive analysis in the fault detection and classification ecosystem.

Key Benefits to Buy the Report:
• Analysis of key drivers (The increased complexity of systems, Strong focus of manufacturers on automating quality control and quality assurance processes, Stringent health and safety measures imposed by governments and standards organizations on global manufacturing firms, High demand for application-specific integrated circuits (ASICs)). Restraint ( Dearth of skilled professionals in manufacturing factories). Opportunity (Increasing adoption of artificial intelligence (AI) technology, Rapid industrialization in emerging economies, along with government initiatives to facilitate adoption of automated tools in manufacturing plants), Challenges (Complexity in implementation of fault detection and classification solution and technologies)
• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product launches in the fault detection and classification market.
• Market Development: Comprehensive information about lucrative markets – the report analyses the fault detection and classification market across varied regions
• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in the fault detection and classification market.
• Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players like Keyence Corporation (Japan), Cognex Corporation (US), KLA Corporation (US), Teledyne Technologies (US), OMRON Corporation (Japan), Microsoft (US), Tokyo Electron Limited (Japan), Siemens (Germany), Amazon Web Services, Inc. (US), Synopsys, Inc. (US) among others in the fault detection and classification market.



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Table of Contents

1 INTRODUCTION 31
1.1 STUDY OBJECTIVES 31
1.2 MARKET DEFINITION 31
1.2.1 INCLUSIONS AND EXCLUSIONS 32
1.3 STUDY SCOPE 33
1.3.1 MARKETS COVERED 33
FIGURE 1 MARKET SEGMENTATION 33
1.3.2 REGIONS COVERED 33
1.3.3 YEARS CONSIDERED 34
1.3.4 CURRENCY CONSIDERED 34
1.3.5 UNITS CONSIDERED 34
1.4 LIMITATIONS 34
1.5 STAKEHOLDERS 35
1.6 IMPACT OF RECESSION 35
2 RESEARCH METHODOLOGY 36
2.1 RESEARCH APPROACH 36
FIGURE 2 FAULT DETECTION AND CLASSIFICATION MARKET: RESEARCH DESIGN 36
2.1.1 SECONDARY AND PRIMARY RESEARCH 37
FIGURE 3 FAULT DETECTION AND CLASSIFICATION MARKET: RESEARCH APPROACH 38
2.1.2 SECONDARY DATA 38
2.1.2.1 Major secondary sources 39
2.1.2.2 Key data from secondary sources 39
2.1.3 PRIMARY DATA 40
2.1.3.1 Major primary participants 40
2.1.3.2 Primary interviews with experts 40
2.1.3.3 Breakdown of primaries 40
2.1.3.4 Key data from primary sources 41
2.1.3.5 Key industry insights 41
2.2 FACTOR ANALYSIS 42
2.2.1 SUPPLY-SIDE ANALYSIS 42
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS 42
FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN SUPPLY-SIDE ANALYSIS 43
2.3 MARKET SIZE ESTIMATION 43
FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS 44
2.3.1 BOTTOM-UP APPROACH 44
2.3.1.1 Approach to derive market size using bottom-up analysis 44
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 45

2.3.2 TOP-DOWN APPROACH 45
2.3.2.1 Approach to derive market size using top-down analysis (supply side) 45
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 46
2.3.3 GROWTH PROJECTION AND FORECAST-RELATED ASSUMPTIONS 46
TABLE 1 MARKET GROWTH ASSUMPTIONS 46
2.4 DATA TRIANGULATION 47
FIGURE 9 DATA TRIANGULATION 47
2.5 RESEARCH ASSUMPTIONS 48
TABLE 2 KEY ASSUMPTIONS: MACRO-AND MICRO-ECONOMIC ENVIRONMENT 48
2.6 RESEARCH LIMITATIONS 49
2.7 RISK ASSESSMENT 49
TABLE 3 RISK ASSESSMENT 49
2.7.1 PARAMETERS CONSIDERED TO ANALYZE IMPACT OF RECESSION ON FAULT DETECTION AND CLASSIFICATION MARKET 49
3 EXECUTIVE SUMMARY 50
FIGURE 10 AUTOMOTIVE SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 50
FIGURE 11 SOFTWARE SEGMENT TO EXHIBIT HIGHEST CAGR IN MARKET DURING FORECAST PERIOD 51
FIGURE 12 CAMERA SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 51
FIGURE 13 ASIA PACIFIC TO ACCOUNT FOR LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 52
3.1 IMPACT OF RECESSION ON FAULT DETECTION AND CLASSIFICATION MARKET 53
FIGURE 14 PRE- AND POST-RECESSION IMPACT ON FAULT DETECTION AND CLASSIFICATION MARKET, 2019–2028 53
4 PREMIUM INSIGHTS 54
4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR PLAYERS IN FAULT DETECTION AND CLASSIFICATION MARKET 54
FIGURE 15 HIGH DEMAND FOR APPLICATION-SPECIFIC INTEGRATED CIRCUITS
TO DRIVE MARKET 54
4.2 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION 54
FIGURE 16 MANUFACTURING SEGMENT LEAD MARKET DURING FORECAST PERIOD 54
4.3 FAULT DETECTION AND CLASSIFICATION MARKET FOR MANUFACTURING, BY APPLICATION 55
FIGURE 17 ASSEMBLY VERIFICATION SEGMENT TO EXHIBIT HIGHEST CAGR
FROM 2023 TO 2028 55
4.4 FAULT DETECTION AND CLASSIFICATION MARKET FOR PACKAGING, BY APPLICATION 55
FIGURE 18 LABEL VALIDATION SEGMENT TO CLAIM HIGHEST MARKET SHARE DURING FORECAST PERIOD 55
4.5 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION 56
FIGURE 19 ASIA PACIFIC TO HOLD LARGEST MARKET SHARE IN 2028, BY VALUE 56
4.6 FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY 56
FIGURE 20 CHINA TO DOMINATE MARKET DURING FORECAST PERIOD 56

5 MARKET OVERVIEW 57
5.1 INTRODUCTION 57
5.2 MARKET DYNAMICS 57
FIGURE 21 FAULT DETECTION AND CLASSIFICATION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 57
5.2.1 DRIVERS 58
5.2.1.1 Effective detection and management of complex systems in modern technological landscape 58
5.2.1.2 Improved plant-efficiency and reduced costs with quality control processes in manufacturing 58
5.2.1.3 Increasing focus on deployment of automated tools in manufacturing sector 58
5.2.1.4 High demand for application-specific integrated circuits 59
FIGURE 22 FAULT DETECTION AND CLASSIFICATION MARKET:
IMPACT ANALYSIS OF DRIVERS 60
5.2.2 RESTRAINTS 60
5.2.2.1 Shortage of skilled professionals 60
FIGURE 23 FAULT DETECTION AND CLASSIFICATION MARKET:
IMPACT ANALYSIS OF RESTRAINTS 61
5.2.3 OPPORTUNITIES 61
5.2.3.1 Improved production processes using AI-based fault detection and classification instruments 61
5.2.3.2 Government-led initiatives to boost adoption of automation and data acquisition systems 62
FIGURE 24 FAULT DETECTION AND CLASSIFICATION MARKET: IMPACT ANALYSIS OF OPPORTUNITIES 62
5.2.4 CHALLENGES 62
5.2.4.1 Growing complexities in manufacturing processes attributed to technological innovations 62
FIGURE 25 FAULT DETECTION AND CLASSIFICATION MARKET: IMPACT ANALYSIS OF CHALLENGES 63
5.3 VALUE CHAIN ANALYSIS 63
FIGURE 26 FAULT DETECTION AND CLASSIFICATION MARKET: VALUE CHAIN ANALYSIS 63
5.3.1 RESEARCH & DEVELOPMENT ENGINEERS 64
5.3.2 RAW MATERIAL SUPPLIERS 64
5.3.3 MANUFACTURERS 64
5.3.4 SYSTEM INTEGRATORS 64
5.3.5 SUPPLIERS AND DISTRIBUTORS 64
5.4 PORTER’S FIVE FORCES ANALYSIS 65
TABLE 4 FAULT DETECTION AND CLASSIFICATION MARKET: PORTER’S
FIVE FORCES ANALYSIS 65
FIGURE 27 FAULT DETECTION AND CLASSIFICATION MARKET: PORTER’S
FIVE FORCES ANALYSIS 66
5.4.1 THREAT OF NEW ENTRANTS 66
5.4.2 THREAT OF SUBSTITUTES 67
5.4.3 BARGAINING POWER OF SUPPLIERS 67
5.4.4 BARGAINING POWER OF BUYERS 67
5.4.5 INTENSITY OF COMPETITIVE RIVALRY 67
5.5 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 68
FIGURE 28 REVENUE SHIFT AND NEW REVENUE POCKETS FOR PLAYERS IN FAULT DETECTION AND CLASSIFICATION MARKET 68
5.6 ECOSYSTEM MAPPING 68
FIGURE 29 FAULT DETECTION AND CLASSIFICATION MARKET: ECOSYSTEM MAPPING 68
5.7 PRICING ANALYSIS 69
FIGURE 30 AVERAGE SELLING PRICE OF HARDWARE, 2019–2028 69
5.7.1 AVERAGE SELLING PRICE OF HARDWARE OFFERED BY KEY PLAYERS 69
FIGURE 31 AVERAGE SELLING PRICE OF HARDWARE, BY KEY PLAYERS 69
TABLE 5 AVERAGE SELLING PRICE OF HARDWARE OFFERED BY KEY PLAYERS 70
5.8 KEY STAKEHOLDERS AND BUYING CRITERIA 70
5.8.1 KEY STAKEHOLDERS IN BUYING PROCESS 70
FIGURE 32 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS 70
TABLE 6 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP VERTICALS 70
5.8.2 BUYING CRITERIA 71
FIGURE 33 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 71
TABLE 7 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 71
5.9 PATENT ANALYSIS 72
FIGURE 34 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS DURING LAST 10 YEARS 72
FIGURE 35 REGIONAL ANALYSIS OF PATENTS GRANTED FOR FAULT DETECTION AND CLASSIFICATION DEVICES, 2022 73
TABLE 8 FAULT DETECTION AND CLASSIFICATION MARKET: INNOVATIONS AND PATENT REGISTRATIONS, 2021–2023 73
5.10 TECHNOLOGY ANALYSIS 75
5.10.1 LIQUID LENS 75
5.10.2 ROBOTIC VISION 75
5.10.3 DEEP LEARNING 75
5.11 TRADE ANALYSIS 75
5.11.1 IMPORT SCENARIO 75
TABLE 9 IMPORT DATA FOR FAULT DETECTION AND CLASSIFICATION INSTRUMENTS, BY COUNTRY, 2018–2022 (USD MILLION) 76
5.11.2 EXPORT SCENARIO 76
TABLE 10 EXPORT DATA FOR FAULT DETECTION AND CLASSIFICATION INSTRUMENTS, BY COUNTRY, 2018–2022 (USD MILLION) 77
5.12 CASE STUDY ANALYSIS 77
5.12.1 MICROSOFT PROVIDES END-TO-END FAULT DETECTION SYSTEM TO DETECT AND LOCALIZE FAULTS IN SOLAR PANELS BASED ON THEIR ELECTROLUMINESCENCE (EL) IMAGING 77
5.12.2 APPLIED MATERIALS, INC. OFFERS COST-EFFECTIVE APPROACH TO PROPAGATE FRONT-END FD PRACTICES INTO BACK-END ATP PROCESSES 77

5.13 KEY CONFERENCES AND EVENTS, 2023–2024 78
TABLE 11 FAULT DETECTION AND CLASSIFICATION MARKET: LIST OF
CONFERENCES AND EVENTS 78
5.14 REGULATORY LANDSCAPE 79
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 79
TABLE 15 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 80
5.14.2 STANDARDS 80
5.15 TARIFF ANALYSIS 81
TABLE 16 TARIFF FOR HS CODE 903033-COMPLIANT PRODUCTS EXPORTED BY GERMANY 81
TABLE 17 TARIFF FOR HS CODE 903033-COMPLIANT PRODUCTS EXPORTED BY CHINA, 2022 81
6 TYPES OF FAULTS DETECTED BY FAULT DETECTION AND CLASSIFICATION SYSTEMS 82
6.1 INTRODUCTION 82
6.2 DIMENSIONAL FAULT 82
6.2.1 INCREASING USE TO MINIMIZE DIMENSIONAL FAULTS LEADING TO HIGH COSTS AND DOWNTIME 82
6.3 SURFACE DEFECTS 82
6.3.1 IRREGULARITIES DUE TO ELECTRICAL SHORTS AND DEVICE FAILURES 82
6.4 CONTAMINATION FAULTS 83
6.4.1 INTERFERENCE IN PRECISE ETCHING AND DEPOSITION PROCESS DUE TO CONTAMINATION ISSUES 83
6.5 PROCESS VARIABILITY 83
6.5.1 FLUCTUATION IN CLEANROOM ENVIRONMENT IMPACTING PROCESS STABILITY 83
6.6 OTHER FAULT TYPES 84
7 TYPES OF TECHNOLOGY FOR FAULT DETECTION AND CLASSIFICATION 85
7.1 INTRODUCTION 85
7.2 SENSOR DATA ANALYSIS 85
7.2.1 GROWING NEED FOR ANALYSIS OF LARGE VOLUMES OF SENSOR DATA IN REAL-TIME TO DRIVE DEMAND 85
7.3 STATISTICAL METHODS 85
7.3.1 ABILITY TO TRANSFORM RAW DATA INTO ACTIONABLE INSIGHTS TO FOSTER SEGMENTAL GROWTH 85
7.4 MACHINE LEARNING ALGORITHMS 86
7.4.1 EARLY ISSUE DETECTION AND PREDICTIVE MAINTENANCE TO SPUR DEMAND 86
7.5 OTHER TECHNOLOGIES 86
8 FAULT DETECTION AND CLASSIFICATION MARKET, BY OFFERING 87
8.1 INTRODUCTION 88
FIGURE 36 HARDWARE SEGMENT TO CAPTURE LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 88
TABLE 18 FAULT DETECTION AND CLASSIFICATION MARKET, BY OFFERING, 2019–2022 (USD MILLION) 88
TABLE 19 FAULT DETECTION AND CLASSIFICATION MARKET, BY OFFERING, 2023–2028 (USD MILLION) 88
8.2 SOFTWARE 89
8.2.1 RISING CRITICALITY OF INFRASTRUCTURE SYSTEMS TO FOSTER
SEGMENTAL GROWTH 89
8.3 HARDWARE 89
TABLE 20 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2019–2022 (USD MILLION) 90
TABLE 21 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2023–2028 (USD MILLION) 90
FIGURE 37 BY HARDWARE OFFERING, CAMERA SEGMENT TO LEAD MARKET DURING FORECAST PERIOD 90
TABLE 22 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2019–2022 (MILLION UNITS) 91
TABLE 23 HARDWARE: FAULT DETECTION AND CLASSIFICATION MARKET, 2023–2028 (MILLION UNITS) 91
8.3.1 CAMERAS 91
8.3.1.1 Cameras, by format 91
8.3.1.1.1 Area scan cameras 92
8.3.1.1.1.1 Better flexibility than other cameras to drive demand 92
8.3.1.1.2 Line scan cameras 92
8.3.1.1.2.1 Cost advantage and high resolution to boost demand 92
8.3.1.2 Cameras, by frame rate 93
8.3.1.2.1 Ability to record smooth motion with less motion blur to foster segmental growth 93
8.3.2 SENSORS 93
8.3.2.1 CCD sensors 93
8.3.2.1.1 Less defective pixels due to simple structure to drive demand 93
8.3.2.2 CMOS sensors 94
8.3.2.2.1 Low power consumption and high-speed performance to drive demand 94
8.3.3 FRAME GRABBERS 94
8.3.3.1 Ability to capture high-resolution digital still images to boost demand 94
8.3.4 OPTICS 94
8.3.4.1 Need to regulate flaws in raw materials, components, and finished products to boost demand 94
8.3.5 PROCESSORS 95
8.3.5.1 High-resolution and real-time video analytics in vision algorithms to propel market 95

8.4 SERVICES 96
8.4.1 GROWING ADOPTION OF AI AND DEEP LEARNING TECHNOLOGIES
TO BOOST DEMAND 96
9 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION 97
9.1 INTRODUCTION 98
FIGURE 38 MANUFACTURING SEGMENT TO CAPTURE LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 98
TABLE 24 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 98
TABLE 25 FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 99
9.2 MANUFACTURING 99
TABLE 26 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 100
TABLE 27 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 100
FIGURE 39 ASSEMBLY VERIFICATION SEGMENT TO CAPTURE LARGEST MARKET SHARE FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD 100
TABLE 28 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 101
TABLE 29 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 101
TABLE 30 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 101
TABLE 31 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 102
TABLE 32 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 102
TABLE 33 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 102
TABLE 34 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 102
TABLE 35 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 103
TABLE 36 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 103
TABLE 37 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 103
TABLE 38 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 104
TABLE 39 MANUFACTURING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 104
9.2.1 ASSEMBLY VERIFICATION 104
9.2.1.1 AI- and deep learning-based fault detection and classification systems to offer growth opportunities 104

9.2.2 FLAW DETECTION 105
9.2.2.1 Measurement 105
9.2.2.1.1 Semiconductor and electronics industries to generate significant demand 105
9.2.2.2 Surface anomalies 105
9.2.2.2.1 Implementation of technologically advanced products to detect real-time complex defects to drive market 105
9.2.2.3 Fabrication inspection 106
9.2.2.3.1 Welding inspection 106
9.2.2.3.1.1 Rising demand for light and efficient designs to foster segmental growth 106
9.2.2.3.2 Semiconductor device fabrication 106
9.2.2.3.2.1 Growing miniaturization of semiconductor devices to propel market growth 106
9.3 PACKAGING 107
TABLE 40 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 107
TABLE 41 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 108
FIGURE 40 LABEL VALIDATION SEGMENT TO CAPTURE LARGEST MARKET SHARE THROUGHOUT FORECAST PERIOD 108
TABLE 42 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 109
TABLE 43 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 109
TABLE 44 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 109
TABLE 45 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 110
TABLE 46 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2019–2022 (USD MILLION) 110
TABLE 47 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN NORTH AMERICA, BY COUNTRY, 2023–2028 (USD MILLION) 110
TABLE 48 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2019–2022 (USD MILLION) 110
TABLE 49 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN EUROPE, BY COUNTRY, 2023–2028 (USD MILLION) 111
TABLE 50 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2019–2022 (USD MILLION) 111
TABLE 51 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ASIA PACIFIC, BY COUNTRY, 2023–2028 (USD MILLION) 111
TABLE 52 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2019–2022 (USD MILLION) 112
TABLE 53 PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET IN ROW, BY REGION, 2023–2028 (USD MILLION) 112

9.3.1 GRADING 112
9.3.1.1 Introduction of application-specific products and solutions to
boost market 112
9.3.2 LABEL VALIDATION 113
9.3.2.1 Product information 113
9.3.2.1.1 Assurance of defect-free product labeling with advanced fault detection and classification systems to drive market 113
9.3.2.2 Barcodes 114
9.3.2.2.1 Increasing concerns about quality standards to boost demand 114
9.3.3 CONTAINER/PACKAGING INSPECTION 114
9.3.3.1 Packaging integrity 115
9.3.3.1.1 Assurance of product sterility and reduced dependence on manual and expensive inspection processes to drive market 115
10 FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL 116
10.1 INTRODUCTION 117
FIGURE 41 ELECTRONICS & SEMICONDUCTORS TO LEAD MARKET THROUGHOUT FORECAST PERIOD 117
TABLE 54 FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 117
TABLE 55 FAULT DETECTION AND CLASSIFICATION MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 118
10.2 AUTOMOTIVE 118
10.2.1 RISING PRODUCTION OF HYBRID AND ELECTRIC VEHICLES TO BOOST MARKET 118
TABLE 56 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 119
TABLE 57 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 119
FIGURE 42 ASSEMBLY VERIFICATION TO LEAD MARKET THROUGHOUT FORECAST PERIOD 120
TABLE 58 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 120
TABLE 59 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 120
TABLE 60 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 121
TABLE 61 AUTOMOTIVE: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 121
10.3 ELECTRONICS & SEMICONDUCTORS 121
10.3.1 ABILITY TO DETECT COMPLEX AND MACRO DEFECTS TO BOOST DEMAND 121
TABLE 62 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 122
TABLE 63 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 122
FIGURE 43 BY MANUFACTURING APPLICATION, FABRIC INSPECTION TO DOMINATE MARKET DURING FORECAST PERIOD 122
TABLE 64 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 123
TABLE 65 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 123
TABLE 66 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 123
TABLE 67 ELECTRONICS & SEMICONDUCTORS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 123
10.4 METALS & MACHINERY 124
10.4.1 DEPLOYMENT OF INDUSTRY 4.0 AND IIOT IN METALS & MACHINERY
TO DRIVE MARKET 124
TABLE 68 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 124
TABLE 69 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 124
FIGURE 44 ASSEMBLY VERIFICATION SEGMENT TO EXHIBIT HIGHEST CAGR IN FAULT DETECTION AND CLASSIFICATION MARKET FOR MANUFACTURING APPLICATIONS DURING FORECAST PERIOD 125
TABLE 70 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 125
TABLE 71 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 125
TABLE 72 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 126
TABLE 73 METALS & MACHINERY: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 126
10.5 FOOD & PACKAGING 126
10.5.1 IMPLEMENTATION OF AI AND DEEP LEARNING SOFTWARE IN FOOD & PACKAGING TO DRIVE MARKET 126
TABLE 74 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 127
TABLE 75 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 127
FIGURE 45 ASSEMBLY VERIFICATION SEGMENT TO DISPLAY HIGHEST CAGR IN FAULT DETECTION AND CLASSIFICATION MARKET FOR MANUFACTURING APPLICATIONS THROUGHOUT FORECAST PERIOD 127
TABLE 76 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 128
TABLE 77 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 128
TABLE 78 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 128
TABLE 79 FOOD & PACKAGING: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 128
10.6 PHARMACEUTICALS 129
10.6.1 ABILITY TO INSPECT LARGE NUMBER OF TABLETS ACCURATELY TO
BOOST DEMAND 129
TABLE 80 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 129
TABLE 81 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 129
FIGURE 46 ASSEMBLY VERIFICATION TO DISPLAY HIGHEST CAGR DURING FORECAST PERIOD 130
TABLE 82 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2019–2022 (USD MILLION) 130
TABLE 83 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY MANUFACTURING APPLICATION, 2023–2028 (USD MILLION) 130
TABLE 84 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2019–2022 (USD MILLION) 131
TABLE 85 PHARMACEUTICALS: FAULT DETECTION AND CLASSIFICATION MARKET, BY PACKAGING APPLICATION, 2023–2028 (USD MILLION) 131
11 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION 132
11.1 INTRODUCTION 133
FIGURE 47 ASIA PACIFIC TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 133
TABLE 86 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 134
TABLE 87 FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 134
11.2 NORTH AMERICA 135
FIGURE 48 NORTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET SNAPSHOT 136
TABLE 88 NORTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 136
TABLE 89 NORTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 137
11.2.1 US 137
11.2.1.1 Presence of established players to foster market growth 137
TABLE 90 US: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 137
TABLE 91 US: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 138
11.2.2 CANADA 138
11.2.2.1 Thriving automotive and aerospace sectors to contribute to market growth 138
TABLE 92 CANADA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 138
TABLE 93 CANADA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 139
11.2.3 MEXICO 139
11.2.3.1 Growing FDIs in manufacturing to boost market growth 139
TABLE 94 MEXICO: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 139
TABLE 95 MEXICO: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 140
11.2.4 NORTH AMERICA: RECESSION IMPACT 140
11.3 EUROPE 141
FIGURE 49 EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET SNAPSHOT 141
TABLE 96 EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 142
TABLE 97 EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 142
11.3.1 GERMANY 142
11.3.1.1 Increasing demand for robots in automotive and electronics industries to foster market growth 142
TABLE 98 GERMANY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 143
TABLE 99 GERMANY: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 143
11.3.2 UK 143
11.3.2.1 Pharmaceutical industry to create significant demand for fault detection and classification systems 143
TABLE 100 UK: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 144
TABLE 101 UK: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 144
11.3.3 FRANCE 144
11.3.3.1 Rising automobile production to boost demand 144
TABLE 102 FRANCE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 144
TABLE 103 FRANCE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 145
11.3.4 REST OF EUROPE 145
TABLE 104 REST OF EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 145
TABLE 105 REST OF EUROPE: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 146
11.3.5 EUROPE: RECESSION IMPACT 146
11.4 ASIA PACIFIC 146
FIGURE 50 ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET SNAPSHOT 147
TABLE 106 ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 147
TABLE 107 ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 148
11.4.1 CHINA 148
11.4.1.1 Established manufacturing hub for consumer electronics and automobiles to propel market growth 148
TABLE 108 CHINA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 148
TABLE 109 CHINA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 149
11.4.2 JAPAN 149
11.4.2.1 Healthy growth of consumer electronics industry to boost demand 149
TABLE 110 JAPAN: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 149
TABLE 111 JAPAN: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 150
11.4.3 SOUTH KOREA 150
11.4.3.1 Expanding consumer electronics industry and manufacturing sector to boost market growth 150
TABLE 112 SOUTH KOREA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 151
TABLE 113 SOUTH KOREA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 151
11.4.4 INDIA 151
11.4.4.1 Government-led campaigns for boosting domestic manufacturing sector to drive market 151
TABLE 114 INDIA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 152
TABLE 115 INDIA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 152
11.4.5 REST OF ASIA PACIFIC 152
TABLE 116 REST OF ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 152
TABLE 117 REST OF ASIA PACIFIC: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 153
11.4.6 ASIA PACIFIC: RECESSION IMPACT 153
11.5 ROW 154
TABLE 118 ROW: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2019–2022 (USD MILLION) 154
TABLE 119 ROW: FAULT DETECTION AND CLASSIFICATION MARKET, BY REGION, 2023–2028 (USD MILLION) 154
11.5.1 MIDDLE EAST & AFRICA 154
11.5.1.1 Booming energy & power industry to fuel demand 154
TABLE 120 MEA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 155
TABLE 121 MEA: FAULT DETECTION AND CLASSIFICATION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 155
11.5.2 SOUTH AMERICA 155
11.5.2.1 Rising need for high-quality automated inspections to drive demand 155
TABLE 122 SOUTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET,
BY APPLICATION, 2019–2022 (USD MILLION) 156
TABLE 123 SOUTH AMERICA: FAULT DETECTION AND CLASSIFICATION MARKET,
BY APPLICATION, 2023–2028 (USD MILLION) 156
11.5.3 ROW: RECESSION IMPACT 156
12 COMPETITIVE LANDSCAPE 157
12.1 OVERVIEW 157
12.2 KEY STRATEGIES ADOPTED BY MAJOR PLAYERS 157
TABLE 124 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS 157
12.2.1 PRODUCT PORTFOLIO 158
12.2.2 REGIONAL FOCUS 158
12.2.3 MANUFACTURING FOOTPRINT 158
12.2.4 ORGANIC/INORGANIC STRATEGIES 158
12.3 MARKET SHARE ANALYSIS, 2022 158
TABLE 125 FAULT DETECTION AND CLASSIFICATION MARKET SHARE ANALYSIS, 2022 159
12.4 REVENUE ANALYSIS, 2018–2022 160
FIGURE 51 FAULT DETECTION AND CLASSIFICATION SYSTEMS:
REVENUE ANALYSIS OF FIVE KEY PLAYERS, 2018–2022 160
12.5 EVALUATION MATRIX OF KEY COMPANIES, 2022 161
12.5.1 STARS 161
12.5.2 EMERGING LEADERS 161
12.5.3 PERVASIVE PLAYERS 161
12.5.4 PARTICIPANTS 161
FIGURE 52 FAULT DETECTION AND CLASSIFICATION SYSTEMS:
EVALUATION MATRIX OF KEY COMPANIES, 2022 162
12.6 EVALUATION MATRIX OF STARTUPS/SMES, 2022 163
TABLE 126 FAULT DETECTION AND CLASSIFICATION MARKET:
LIST OF KEY STARTUPS/SMES 163
TABLE 127 FAULT DETECTION AND CLASSIFICATION MARKET:
STARTUPS/SMES COMPANY PROFILE 163
TABLE 128 FAULT DETECTION AND CLASSIFICATION MARKET:
COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES (OFFERING) 164
TABLE 129 FAULT DETECTION AND CLASSIFICATION MARKET:
COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES (VERTICAL FOOTPRINT) 164
TABLE 130 FAULT DETECTION AND CLASSIFICATION MARKET:
COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES (REGION FOOTPRINT) 164
12.6.1 PROGRESSIVE COMPANIES 164
12.6.2 RESPONSIVE COMPANIES 164
12.6.3 DYNAMIC COMPANIES 165
12.6.4 STARTING BLOCKS 165
FIGURE 53 FAULT DETECTION AND CLASSIFICATION MARKET: EVALUATION MATRIX OF STARTUPS/SME, 2022 165
12.7 COMPANY FOOTPRINT 166
TABLE 131 FAULT DETECTION AND CLASSIFICATION MARKET: COMPANY FOOTPRINT 166
TABLE 132 VERTICAL: COMPANY FOOTPRINT 167
TABLE 133 OFFERING: COMPANY FOOTPRINT 168
TABLE 134 REGION: COMPANY FOOTPRINT 169
12.8 COMPETITIVE SCENARIOS AND TRENDS 170
12.8.1 PRODUCT LAUNCHES 170
TABLE 135 FAULT DETECTION AND CLASSIFICATION MARKET:
PRODUCT LAUNCHES, 2019–2023 170
12.8.2 DEALS 177
TABLE 136 FAULT DETECTION AND CLASSIFICATION MARKET:
DEALS, 2019–2023 177
12.8.3 OTHERS 181
TABLE 137 FAULT DETECTION AND CLASSIFICATION MARKET: OTHERS, 2019–2023 181

 

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