マーケットレポート詳細
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マシンビジョンの世界市場規模は2022年では120億ドルに達し、2027年に172億ドルに達すると予測されています。市場の平均年成長率は7.4%となる見込みです。
レポートはマシンビジョンの世界市場について2027年までの市場予測データ(金額US$)を掲載しています。同市場をさまざまな区分で細分化し、そのセグメント市場ごとの市場予測(コンポーネント別市場、製品別市場、等)を中心に構成されています。また競合状況、主要企業情報(13社)、市場ダイナミクス、バリューチェーン分析などの分析も加味し、マシンビジョン市場の動向および今後成長性を詳細にレポートしています。
【レポート構成概要】
・市場規模(US$)
ハードウェア
<ハードウェア:カメラ市場>
(製品タイプ別)
・PCベース
・スマートカメラベース
(インターフェイス規格別)
・USB 2.0
・USB 3.0
・Camera Link
・Camera Link HS
・GigE
・GigE & 25 GigE bandwidth over GigE Vision
・その他規格
(イメージングスペクトル別)
・可視光
・可視光+IR
(フレームレート別)
・25 FPS未満
・25-125 FPS
・125 FPS超
(フォーマット別)
・ラインスキャン
・エリアスキャン
(センサタイプ別)
・センサ
・CCD
<その他ハードウェア>
フレームグラバー
オプティクス
LED照明
プロセッサ
<ソフトウェア>
※(市場規模US$)
・一般
・ロボティックセル
※(市場規模US$)
・PCベースマシンビジョンシステム
・スマートカメラベースマシンビジョンシステム
※(市場規模US$)
・自動車
・電子機器、半導体
・コンシューマ電子機器
・ガラス
・金属
・紙、木材
・医薬品
・食料、容器包装
・ゴム、プラスチック
・印刷
・機械
・ソーラーパネル製造
・繊維
※(市場規模US$)
北米
・米国、カナダ、メキシコ
欧州
・ドイツ、英国、フランス
・イタリア、スペイン
・その他欧州
アジア太平洋
・日本、中国、韓国
・インド
・その他アジア太平洋
その他地域
・南米
・中東
・アフリカ
※地域別にエンドユーザー業界別の細分化データ掲載、詳細は目次参照
・市場ダイナミクス(促進要因、障壁、機会、課題)
・バリューチェーン分析
・エコシステム
・価格分析
・技術分析
・業界構造分析(ファイブフォース分析)
・キーステクホルダー、購買基準
・使用事例
・貿易分析
・特許分析
・規則、基準
・市場シェア分析
・競合状況
・COGNEX CORPORATION
・株式会社キーエンス
・TELEDYNE TECHNOLOGIES
・TKH GROUP
・BASLER AG
・オムロン株式会社
・NATIONAL INSTRUMENTS
・ソニー株式会社
・TEXAS INSTRUMENTS
・INTEL CORPORATION
・ATLAS COPCO
・SICK AG
・MICROSOFT
その他プレイヤー
・AMETEK, INC
・QUALITAS TECHNOLOGIES
・BAUMER OPTRONIC
・ALGOLUX
・TORDIVEL AS
・INUITIVE
・MVTEC SOFTWARE GMBH
・JAI A/S
・INDUSTRIAL VISION SYSTEMS LTD
・IVISYS
・USS VISION LLC
・OPTOTUNE
(全249 頁)
【レポート詳細目次、データ項目一覧は当ページ下を参照ください】
1.1 STUDY OBJECTIVES
1.2 MARKET DEFINITION
1.2.1 INCLUSIONS AND EXCLUSIONS
1.3 STUDY SCOPE
1.3.1 MARKETS COVERED 31
・ FIGURE 1 MARKET SEGMENTATION
1.3.2 GEOGRAPHIC SCOPE 31
1.3.3 YEARS CONSIDERED 32
1.4 CURRENCY CONSIDERED
1.5 UNITS CONSIDERED
1.6 LIMITATIONS
1.7 STAKEHOLDERS
1.8 SUMMARY OF CHANGES
2.1 RESEARCH DATA
・ FIGURE 2 MACHINE VISION MARKET: RESEARCH DESIGN
2.1.1 SECONDARY DATA
2.1.1.1 MAJOR SECONDARY SOURCES
2.1.1.2 KEY DATA FROM SECONDARY SOURCES
2.1.2 PRIMARY DATA
2.1.2.1 PRIMARY INTERVIEWS WITH EXPERTS
2.1.2.2 KEY DATA FROM PRIMARY SOURCES
2.1.2.3 KEY INDUSTRY INSIGHTS
2.1.2.4 BREAKDOWN OF PRIMARIES
2.1.3 SECONDARY AND PRIMARY RESEARCH
2.2 MARKET SIZE ESTIMATION
・ FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION
2.2.1 BOTTOM-UP APPROACH
・ FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE FROM SALES OF MACHINE VISION PRODUCTS AND SOLUTIONS
・ FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH
2.2.1.1 APPROACH TO CAPTURE MARKET SHARE USING BOTTOM-UP ANALYSIS (DEMAND SIDE)
2.2.2 TOP-DOWN APPROACH 42
・ FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH
2.3 DATA TRIANGULATION
・ FIGURE 7 DATA TRIANGULATION
2.4 RESEARCH ASSUMPTIONS
・ FIGURE 8 CAMERAS TO CONTINUE TO DOMINATE MACHINE VISION MARKET DURING FORECAST PERIOD
・ FIGURE 9 GENERAL MACHINE VISION SYSTEMS TO ACCOUNT FOR LARGER MARKET SHARE THROUGHOUT FORECAST PERIOD
・ FIGURE 10 FOOD & PACKAGING INDUSTRY TO REGISTER HIGHEST CAGR IN MACHINE VISION MARKET FROM 2022 TO 2027
・ FIGURE 11 ASIA PACIFIC ACCOUNTED FOR LARGEST SHARE OF MACHINE VISION MARKET IN 2021
4.1 MACHINE VISION MARKET, 2022–2027 (USD BILLION)
・ FIGURE 12 GROWING DEMAND FOR AI MACHINE VISION DRIVING MACHINE VISION MARKET GROWTH
4.2 MACHINE VISION MARKET, BY PRODUCT
・ FIGURE 13 SMART CAMERA-BASED MACHINE VISION SYSTEMS TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
4.3 MACHINE VISION MARKET IN ASIA PACIFIC, BY END-USER INDUSTRY & COUNTRY, 2021
・ FIGURE 14 CHINA ACCOUNTED FOR LARGEST SHARE OF MACHINE VISION MARKET IN ASIA PACIFIC IN 2021
4.4 MACHINE VISION MARKET, BY REGION
・ FIGURE 15 ASIA PACIFIC HELD LARGEST SHARE OF MACHINE VISION MARKET IN 2021
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
・ FIGURE 16 MACHINE VISION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
5.2.1 DRIVERS
・ FIGURE 17 MACHINE VISION MARKET: DRIVERS AND THEIR IMPACT
5.2.1.1 GROWING NEED FOR QUALITY CONTROL AND AUTOMATED INSPECTION
5.2.1.2 INCREASING DEMAND FOR VISION-GUIDED ROBOTIC SYSTEMS BY MANUFACTURING FIRMS
・ FIGURE 18 GROWTH OF INDUSTRIAL ROBOTICS, IN TERMS OF GLOBAL OPERATIONAL STOCK, 2009–2019
5.2.1.3 RISING NEED FOR APPLICATION-SPECIFIC INTEGRATED CIRCUITS
5.2.2 RESTRAINTS
・ FIGURE 19 MACHINE VISION MARKET RESTRAINTS AND THEIR IMPACT
5.2.2.1 VULNERABILITY OF INDUSTRIAL ROBOTIC SYSTEMS TO CYBERATTACKS
5.2.2.2 UNAVAILABILITY OF FLEXIBLE MACHINE VISION SOLUTIONS
5.2.2.3 LACK OF SKILLED PROFESSIONALS IN MANUFACTURING FACTORIES
5.2.3 OPPORTUNITIES
・ FIGURE 20 MACHINE VISION MARKET OPPORTUNITIES AND THEIR IMPACT
5.2.3.1 SURGING DEMAND FOR HYBRID AND ELECTRIC CARS
・ FIGURE 21 ESTIMATED SALES OF HYBRID AND ELECTRIC VEHICLES, 2020–2040
・ FIGURE 22 GLOBAL ELECTRIC VEHICLE MARKET, 2019 VS. 2027
5.2.3.2 RISING ADOPTION OF MACHINE VISION SYSTEMS IN FOOD INDUSTRY
5.2.3.3 GOVERNMENT INITIATIVES TO SUPPORT INDUSTRIAL AUTOMATION
5.2.3.4 INCREASING USE OF AI-POWERED MACHINE VISION SYSTEMS
5.2.3.5 ACCELERATING ADOPTION OF INDUSTRY 4.0
5.2.3.6 EMERGENCE OF MINIATURE SMART CAMERAS AND PROCESSORS
5.2.3.7 INCREASING USE OF VISION-GUIDED INDUSTRIAL ROBOTS, ESPECIALLY IN CHINA, TO REDUCE LABOR COSTS
・ FIGURE 23 AVERAGE YEARLY WAGES IN MANUFACTURING SECTOR OF CHINA
5.2.4 CHALLENGES
・ FIGURE 24 MACHINE VISION MARKET CHALLENGES AND THEIR IMPACT
5.2.4.1 COMPLEXITIES ASSOCIATED WITH MACHINE VISION SYSTEM INTEGRATION
5.2.4.2 LACK OF AWARENESS ABOUT RAPIDLY CHANGING MACHINE VISION TECHNOLOGY
5.3 VALUE CHAIN ANALYSIS
・ FIGURE 25 VALUE CHAIN ANALYSIS: MACHINE VISION
5.4 ECOSYSTEM
・ FIGURE 26 MACHINE VISION MARKET ECOSYSTEM
・ TABLE 1 ROLE OF COMPANIES IN ECOSYSTEM/VALUE CHAIN
5.5 PRICING ANALYSIS
・ TABLE 2 PRICING ANALYSIS FOR MACHINE VISION CAMERAS AND MODULES
・ FIGURE 27 AVERAGE SELLING PRICE ANALYSIS OF MACHINE VISION CAMERAS
・ TABLE 3 SUBSCRIPTION-BASED MACHINE VISION PRICING
5.5.1 AVERAGE SELLING PRICE OF MACHINE VISION CAMERAS OFFERED BY KEY PLAYERS
・ FIGURE 28 AVERAGE SELLING PRICE OF MACHINE VISION CAMERAS OFFERED BY TOP 3 KEY PLAYERS
・ TABLE 4 AVERAGE SELLING PRICE OF MACHINE VISION CAMERAS OFFERED BY KEY PLAYERS, BY COMPONENT (USD)
5.6 TRENDS AND DISRUPTIONS IMPACTING CUSTOMER BUSINESSES
・ FIGURE 29 REVENUE SHIFT IN MACHINE VISION MARKET
5.7 TECHNOLOGY ANALYSIS
5.7.1 1D MACHINE VISION
5.7.2 2D MACHINE VISION
5.7.3 3D MACHINE VISION
5.7.4 CARTESIAN ROBOTS/INDUSTRIAL ROBOTICS
5.7.5 INDUSTRIAL INTERNET OF THINGS AND AI
5.7.6 LIQUID LENSES
5.7.7 ROBOTIC VISION
5.7.8 5G
5.8 INDUSTRY TRENDS
5.9 PORTER’S FIVE FORCES ANALYSIS
・ TABLE 5 MACHINE VISION MARKET: PORTER’S FIVE FORCES ANALYSIS (2020)
・ FIGURE 30 MACHINE VISION MARKET: PORTER’S FIVE FORCES ANALYSIS
5.9.1 COMPETITIVE RIVALRY
5.9.2 THREAT OF NEW ENTRANTS
5.9.3 BARGAINING POWER OF SUPPLIERS
5.9.4 BARGAINING POWER OF BUYERS
5.9.5 THREAT OF SUBSTITUTES
5.10 KEY STAKEHOLDERS AND BUYING CRITERIA
5.10.1 KEY STAKEHOLDERS IN BUYING PROCESS
・ FIGURE 31 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES
・ TABLE 6 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END-USE INDUSTRIES (%)
5.10.2 BUYING CRITERIA 78
・ FIGURE 32 KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
・ TABLE 7 KEY BUYING CRITERIA FOR TOP THREE END-USE INDUSTRIES
5.11 USE CASES
5.11.1 COGNEX’S VIDI MACHINE VISION SYSTEM HELPED IN ENHANCING PART IDENTIFICATION ACCURACY
5.11.2 VARTA USED VISIONPRO 3D TO ACHIEVE PRODUCTION SPEED AND PRODUCT QUALITY
5.11.3 BDTI OFFERED HYBRID SOLUTION TO RESOLVE CLIENT’S PROBLEM
5.11.4 NOVIO PACKAGING REACHED NEW LEVELS OF QUALITY WITH OMRON MACHINE VISION SYSTEM
5.12 TRADE ANALYSIS
・ FIGURE 33 EXPORT DATA FOR HS CODE, 2017–2021 (USD MILLION)
・ FIGURE 34 IMPORT DATA FOR HS CODE, 2017–2021 (USD MILLION)
5.13 PATENT ANALYSIS
・ FIGURE 35 NUMBER OF PATENTS GRANTED FROM 2012 TO 2021
・ FIGURE 36 TOP 10 PATENT APPLICANTS
・ TABLE 8 TOP 20 PATENT OWNERS IN LAST 10 YEARS
・ TABLE 9 IMPORTANT PATENTS RELATED TO MACHINE VISION
5.14 KEY CONFERENCES AND EVENTS, 2022–2023
・ TABLE 10 MACHINE VISION MARKET: CONFERENCES AND EVENTS, 2022–2023
5.15 REGULATIONS AND STANDARDS
5.15.1 NEGATIVE IMPACT OF TARIFF ON MACHINE VISION
5.15.2 POSITIVE IMPACT OF TARIFF ON MACHINE VISION
5.15.3 REGULATIONS
5.15.3.1 CAMERA
5.15.3.1.1 EMVA 1288
5.15.3.1.2 ASTM E57
5.15.3.2 LENS
5.15.4 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 11 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 12 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
・ TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
6.1 INTRODUCTION
・ FIGURE 37 MACHINE VISION MARKET FOR SOFTWARE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・ TABLE 14 MACHINE VISION MARKET, BY COMPONENT, 2018–2021 (USD MILLION)
・ TABLE 15 MACHINE VISION MARKET, BY COMPONENT, 2022–2027 (USD MILLION)
6.2 HARDWARE
・ TABLE 16 MACHINE VISION MARKET, BY HARDWARE TYPE, 2018–2021 (USD MILLION)
・ TABLE 17 MACHINE VISION MARKET, BY HARDWARE TYPE, 2022–2027 (USD MILLION)
・ TABLE 18 MACHINE VISION HARDWARE MARKET FOR CAMERAS, IN TERMS OF VALUE AND VOLUME, 2018–2021
・ TABLE 19 MACHINE VISION HARDWARE MARKET FOR CAMERAS, IN TERMS OF VALUE AND VOLUME, 2022–2027
6.2.1 CAMERAS
6.2.1.1 CAMERAS PRINCIPAL COMPONENT OF MACHINE VISION SYSTEMS
・ TABLE 20 CAMERAS: MACHINE VISION HARDWARE MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 21 CAMERAS: MACHINE VISION HARDWARE MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
6.2.1.2 INTERFACE STANDARDS
6.2.1.2.1 USB 2.0
6.2.1.2.2 USB 3.0
6.2.1.2.3 CAMERA LINK
6.2.1.2.4 CAMERA LINK HS
6.2.1.2.5 GIGE
6.2.1.2.6 10 GIGE & 25 GIGE BANDWIDTH OVER GIGE VISION
6.2.1.2.7 OTHERS
・ TABLE 22 CAMERAS: MACHINE VISION HARDWARE MARKET, BY INTERFACE STANDARD, 2018–2021 (USD MILLION)
・ TABLE 23 CAMERAS: MACHINE VISION HARDWARE MARKET, BY INTERFACE STANDARD, 2022–2027 (USD MILLION)
6.2.1.3 IMAGING SPECTRUM
6.2.1.3.1 VISIBLE LIGHT
6.2.1.3.2 VISIBLE + IR/IR
・ TABLE 24 CAMERAS: MACHINE VISION HARDWARE MARKET, BY IMAGING SPECTRUM, 2018–2021 (USD MILLION)
・ TABLE 25 CAMERAS: MACHINE VISION HARDWARE MARKET, BY IMAGING SPECTRUM, 2022–2027 (USD MILLION)
6.2.1.4 FRAME RATE
6.2.1.4.1 LESS THAN 25 FRAMES PER SECOND
6.2.1.4.2 25–125 FRAMES PER SECOND
6.2.1.4.3 MORE THAN 125 FRAMES PER SECOND
・ TABLE 26 CAMERAS: MACHINE VISION HARDWARE MARKET, BY FRAME RATE, 2018–2021 (USD MILLION)
・ TABLE 27 CAMERAS: MACHINE VISION HARDWARE MARKET, BY FRAME RATE, 2022–2027 (USD MILLION)
6.2.1.5 FORMAT
6.2.1.5.1 LINE SCAN
6.2.1.5.2 AREA SCAN
・ TABLE 28 CAMERAS: MACHINE VISION HARDWARE MARKET, BY FORMAT, 2018–2021 (USD MILLION)
・ TABLE 29 CAMERAS: MACHINE VISION HARDWARE MARKET, BY FORMAT, 2022–2027 (USD MILLION)
6.2.1.6 SENSOR
6.2.1.6.1 CMOS
6.2.1.7 CCD
・ TABLE 30 CAMERAS: MACHINE VISION HARDWARE MARKET, BY SENSOR TYPE, 2018–2021 (USD MILLION)
・ TABLE 31 CAMERAS: MACHINE VISION HARDWARE MARKET, BY SENSOR TYPE, 2022–2027 (USD MILLION)
6.2.2 FRAME GRABBERS
6.2.2.1 DEPLOYED IN MACHINE VISION SYSTEMS TO CAPTURE VIDEO FRAMES DIGITALLY 103
6.2.3 OPTICS
6.2.3.1 CAMERA LENSES CAPTURE IMAGES ON PHOTOGRAPHIC FILMS OR OTHER MEDIA TO STORE IMAGES CHEMICALLY OR ELECTRONICALLY
6.2.4 LED LIGHTING
6.2.4.1 LED LIGHTING CONDITIONS DETERMINE QUALITY OF IMAGES CAPTURED BY MACHINE VISION CAMERAS
6.2.5 PROCESSORS
6.2.5.1 FPGA
6.2.5.1.1 FPGA USES ARRAYS OF PROGRAMMABLE LOGIC BLOCKS TO DESIGN DESIRED LOGIC
6.2.5.2 DSP
6.2.5.2.1 DSP HAS SPECIALLY DESIGNED ARCHITECTURE TO FETCH MULTIPLE DATA AND INSTRUCTIONS SIMULTANEOUSLY
6.2.5.3 MICROCONTROLLER AND MICROPROCESSOR
6.2.5.3.1 MICROCONTROLLERS AND MICROPROCESSORS DESIGNED FOR REAL-TIME APPLICATIONS 105
6.2.5.4 VISION PROCESSING UNIT
6.2.5.4.1 VPU FULFILLS GROWING NEED FOR FASTER PROCESSING AND COMPACT SIZING FOR DATA GENERATION IN VISION-RELATED APPLICATIONS
・ TABLE 32 MACHINE VISION HARDWARE MARKET, BY PROCESSOR TYPE, 2018–2021 (USD MILLION)
・ TABLE 33 MACHINE VISION HARDWARE MARKET, BY PROCESSOR TYPE, 2022–2027 (USD MILLION)
6.3 SOFTWARE
・ TABLE 34 MACHINE VISION MARKET, BY SOFTWARE TYPE, 2018–2021 (USD MILLION)
・ TABLE 35 MACHINE VISION MARKET, BY SOFTWARE TYPE, 2022–2027 (USD MILLION)
6.3.1 TRADITIONAL SOFTWARE
6.3.1.1 TRADITIONAL SOFTWARE PROVIDE FRAMEWORK TO DEVELOP AND DEPLOY MACHINE VISION APPLICATIONS
6.3.2 DEEP LEARNING SOFTWARE
6.3.2.1 DEEP LEARNING FRAMEWORKS OFFER GREAT FLEXIBILITY TO DESIGN AND TRAIN CUSTOMIZED DEEP NEURAL NETWORKS
6.3.2.2 CONVOLUTIONAL NEURAL NETWORKS
6.3.2.3 RECURRENT NEURAL NETWORKS
7.1 INTRODUCTION
・ FIGURE 38 GENERAL MACHINE VISION SYSTEMS TO CONTINUE TO HOLD MAJOR MARKET SHARE DURING FORECAST PERIOD
・ TABLE 36 MACHINE VISION MARKET, BY DEPLOYMENT, 2018–2021 (USD MILLION)
・ TABLE 37 MACHINE VISION MARKET, BY DEPLOYMENT, 2022–2027 (USD MILLION)
7.2 GENERAL
7.2.1 GENERAL MACHINE VISION SYSTEMS TAKE ACCURATE PICTURES TO INSPECT MATERIALS AS THEY COME DOWN ASSEMBLY LINE
7.3 ROBOTIC CELLS
7.3.1 ROBOTICS CELLS ADOPTED IN MANUFACTURING PLANTS AND INTEGRATED WITH LOW-COST SMART CAMERAS AND PATTERN-MATCHING SOFTWARE
8.1 INTRODUCTION
8.2 QUALITY ASSURANCE & INSPECTION
8.2.1 MACHINE VISION SYSTEMS ENABLE ACCURATE AND FAST INSPECTIONS
8.3 POSITIONING & GUIDANCE
8.3.1 POSITIONING TOOLS, COORDINATE LOCATORS, AND PATTERN IDENTIFIERS DESIGNED TO INCREASE PRODUCTIVITY
8.4 MEASUREMENT
8.4.1 MACHINE VISION MEASUREMENT TOOLS, COMBINED WITH RIGHT OPTICS AND S・ TABLE LIGHTING, PROVIDE PRECISION REPEATABILITY
8.5 IDENTIFICATION
8.5.1 VISION SYSTEMS READ VARIOUS CODES & ALPHANUMERIC CHARACTERS PRINTED ON PARTS
8.6 PREDICTIVE MAINTENANCE
8.6.1 PREDICTIVE MAINTENANCE CAN BE USEFUL DURING MACHINE DOWNTIME
9.1 INTRODUCTION
・ FIGURE 39 SMART CAMERA-BASED MACHINE VISION SYSTEMS TO WITNESS HIGHER CAGR FROM 2022 TO 2027
・ TABLE 38 MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 39 MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
9.2 PC-BASED MACHINE VISION SYSTEMS
9.2.1 PC-BASED MACHINE VISION SYSTEMS CAN DETECT UNEXPECTED VARIATIONS IN CERTAIN TASKS
9.3 SMART CAMERA-BASED MACHINE VISION SYSTEMS
9.3.1 SMART CAMERA-BASED MACHINE VISION SYSTEMS CONSIST OF EMBEDDED CONTROLLERS WITH INTEGRATED VISION SOFTWARE
10.1 INTRODUCTION
・ FIGURE 40 FOOD & PACKAGING END-USER INDUSTRY TO HOLD LARGEST SHARE OF MACHINE VISION MARKET IN 2027
・ TABLE 40 MACHINE VISION MARKET, BY END-USER INDUSTRY, 2018–2021 (USD MILLION)
・ TABLE 41 MACHINE VISION MARKET, BY END-USER INDUSTRY, 2022–2027 (USD MILLION)
10.2 AUTOMOTIVE
10.2.1 MACHINE VISION SYSTEMS OFFER HIGH ACCURACY IN BIN PICKING AND POSITIONING PARTS FOR ASSEMBLY
・ TABLE 42 AUTOMOTIVE: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 43 AUTOMOTIVE: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 44 AUTOMOTIVE: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 45 AUTOMOTIVE: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.3 ELECTRONICS & SEMICONDUCTOR
10.3.1 MACHINE VISION SYSTEMS IMPROVE PRODUCT QUALITY AND INCREASE PRODUCTION VOLUME
・ TABLE 46 ELECTRONICS & SEMICONDUCTOR: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 47 ELECTRONICS & SEMICONDUCTOR: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 48 ELECTRONICS & SEMICONDUCTOR: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 49 ELECTRONICS & SEMICONDUCTOR: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.4 CONSUMER ELECTRONICS
10.4.1 2D AND 3D MACHINE VISION SYSTEMS POWERFUL TECHNOLOGIES FOR ELECTRONIC ASSEMBLY APPLICATIONS
・ TABLE 50 CONSUMER ELECTRONICS: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 51 CONSUMER ELECTRONICS: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 52 CONSUMER ELECTRONICS: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 53 CONSUMER ELECTRONICS: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.5 GLASS
10.5.1 MODERN MACHINE VISION TECHNOLOGY OFFERS EFFECTIVE QUALITY CHECKS OF GLASS PRODUCTS USED IN DIFFERENT APPLICATIONS
・ TABLE 54 GLASS: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 55 GLASS: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 56 GLASS: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 57 GLASS: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.6 METAL
10.6.1 MACHINE VISION SYSTEMS ENHANCE PRODUCT QUALITY THROUGH 3D INSPECTION IN METAL INDUSTRY
・ TABLE 58 METAL: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 59 METALS: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 60 METAL: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 61 METAL: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.7 WOOD AND PAPER
10.7.1 MACHINE VISION TECHNOLOGY USED TO SCAN BOARDS FOR KNOTS AND OTHER VISUAL DEFECTS IN DOORS OR WINDOWS
・ TABLE 62 WOOD & PAPER: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 63 WOOD & PAPER: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 64 WOOD & PAPER: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 65 WOOD & PAPER: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.8 PHARMACEUTICAL
10.8.1 MACHINE VISION SYSTEMS USED TO DETECT DEFECTS AND ENSURE HIGH PRODUCT QUALITY
・ TABLE 66 PHARMACEUTICAL: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 67 PHARMACEUTICAL: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 68 PHARMACEUTICAL: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 69 PHARMACEUTICAL: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.9 FOOD AND PACKAGING
10.9.1 FOOD
10.9.1.1 MACHINE VISION SYSTEMS USE ALGORITHMS TO UNDERSTAND CHARACTERISTICS SUCH AS SIZE, GROWTH STAGE, AND VARIETY OF FOOD
10.9.2 PACKAGING
10.9.2.1 MACHINE VISION HELPS REDUCE ERRORS IN INSPECTION OF PACKAGING PROCESSES 136
・ TABLE 70 FOOD & PACKAGING: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 71 FOOD & PACKAGING: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 72 FOOD & PACKAGING: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 73 FOOD & PACKAGING: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.10 RUBBER & PLASTIC
10.10.1 MACHINE VISION SYSTEMS DESIGNED TO EXAMINE AND EVALUATE QUALITY OF PARTS
・ TABLE 74 RUBBER & PLASTIC: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 75 RUBBER & PLASTIC: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 76 RUBBER & PLASTIC: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 77 RUBBER & PLASTIC: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.11 PRINTING
10.11.1 MACHINE VISION SYSTEMS ARE WIDELY USED IN LABEL PRINTERS
・ TABLE 78 PRINTING: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 79 PRINTING: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 80 PRINTING: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 81 PRINTING: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.12 MACHINERY
10.12.1 MACHINE VISION SYSTEMS HELP IN COMPLETING PROCESSES FASTER, DETECTING DEFECTS, AND VALIDATING PRODUCT QUALITY
・ TABLE 82 MACHINERY: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 83 MACHINERY: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 84 MACHINERY: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 85 MACHINERY: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
10.13 SOLAR PANEL MANUFACTURING
10.13.1 INDUSTRIAL MACHINE VISION-BASED INSPECTION TOOLS EXAMINE QUALITY OF SOLAR PANELS
・ TABLE 86 SOLAR PANEL MANUFACTURING: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 87 SOLAR PANEL MANUFACTURING: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 88 SOLAR PANEL MANUFACTURING: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 89 SOLAR PANEL MANUFACTURING: MACHINE VISION, BY PRODUCT, 2022–2027 (USD MILLION)
10.14 TEXTILE
10.14.1 MACHINE VISION SYSTEMS HELP MANUFACTURERS PRODUCE HIGH-QUALITY TEXTILES WHILE MINIMIZING COSTS AND MAXIMIZING PROFITS
・ TABLE 90 TEXTILE: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 91 TEXTILE: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 92 TEXTILE: MACHINE VISION MARKET, BY PRODUCT, 2018–2021 (USD MILLION)
・ TABLE 93 TEXTILE: MACHINE VISION MARKET, BY PRODUCT, 2022–2027 (USD MILLION)
11.1 INTRODUCTION
・ FIGURE 41 GEOGRAPHIC SNAPSHOT OF MACHINE VISION MARKET (2022–2027)
・ TABLE 94 MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 95 MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
11.2 NORTH AMERICA
・ FIGURE 42 NORTH AMERICA: MACHINE VISION MARKET SNAPSHOT
・ TABLE 96 NORTH AMERICA: MACHINE VISION MARKET, BY COUNTRY, 2018–2021 (USD MILLION)
・ TABLE 97 NORTH AMERICA: MACHINE VISION MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
・ TABLE 98 NORTH AMERICA: MACHINE VISION MARKET BY END-USER INDUSTRY, 2018–2021 (USD MILLION)
・ TABLE 99 NORTH AMERICA: MACHINE VISION MARKET, BY END-USER INDUSTRY, 2022–2027 (USD MILLION)
11.2.1 US
11.2.1.1 US OFFERS IDEAL ENVIRONMENT FOR INNOVATION, WHICH HAS FACILITATED MASSIVE ADVANCEMENTS IN MACHINE VISION TECHNOLOGIES AND STANDARDS
11.2.2 CANADA
11.2.2.1 CANADA AMONG LEADING CONTRIBUTORS IN DEVELOPMENT OF MACHINE VISION TECHNOLOGIES
11.2.3 MEXICO
11.2.3.1 MEXICO EVOLVING AS MAJOR INDUSTRIAL HUB IN NORTH AMERICA
11.3 EUROPE
・ FIGURE 43 EUROPE: MACHINE VISION MARKET SNAPSHOT
・ TABLE 100 EUROPE: MACHINE VISION MARKET, BY COUNTRY, 2018–2021 (USD MILLION)
・ TABLE 101 EUROPE: MACHINE VISION MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
・ TABLE 102 EUROPE: MACHINE VISION MARKET, BY END-USER INDUSTRY, 2018–2021 (USD MILLION)
・ TABLE 103 EUROPE: MACHINE VISION MARKET, BY END-USER INDUSTRY, 2022–2027 (USD MILLION)
11.3.1 GERMANY
11.3.1.1 INCREASING DEMAND FOR ROBOTS IN AUTOMOTIVE AND ELECTRONICS INDUSTRIES
11.3.2 UK
11.3.2.1 MANUFACTURERS BASED IN UK PROGRESSIVELY CONSIDERING MACHINE VISION SYSTEMS TO IMPROVE PRODUCT QUALITY
11.3.3 FRANCE
11.3.3.1 FRANCE HEAVILY FOCUSES ON AEROSPACE & DEFENSE INDUSTRY
11.3.4 ITALY
11.3.4.1 GOVERNMENT-FAVORABLE INITIATIVES FOR ADVANCED MANUFACTURING TECHNOLOGIES
11.3.5 SPAIN
11.3.5.1 GROWTH OF MARKET IN SPAIN DRIVEN BY CONSUMER ELECTRONICS AND PHARMACEUTICAL INDUSTRIES
11.3.6 REST OF EUROPE
11.4 ASIA PACIFIC
・ FIGURE 44 ASIA PACIFIC: MACHINE VISION MARKET SNAPSHOT
・ TABLE 104 ASIA PACIFIC: MACHINE VISION MARKET, BY COUNTRY, 2018–2021 (USD MILLION)
・ TABLE 105 ASIA PACIFIC: MACHINE VISION MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
・ TABLE 106 ASIA PACIFIC: MACHINE VISION MARKET, BY END–USER INDUSTRY, 2018–2021 (USD MILLION)
・ TABLE 107 ASIA PACIFIC: MACHINE VISION MARKET, BY END-USER INDUSTRY, 2022–2027 (USD MILLION)
11.4.1 CHINA
11.4.1.1 CHINA HAS ROBUST EXPORT INDUSTRY THAT MANUFACTURES PRODUCTS FOR GLOBAL MARKET
11.4.2 JAPAN
11.4.2.1 MANUFACTURERS IN JAPAN HAVE BEEN EARLY ADOPTERS OF MACHINE VISION SYSTEMS
11.4.3 SOUTH KOREA
11.4.3.1 SOUTH KOREA AMONG LEADING MANUFACTURERS OF ROBOTS IN WORLD
11.4.4 INDIA
11.4.4.1 MACHINE VISION AMONG IMPORTANT SYSTEMS REQUIRED FOR INDUSTRIAL AUTOMATION IN MANUFACTURING SECTOR
11.4.5 REST OF ASIA PACIFIC
11.5 ROW
・ TABLE 108 ROW: MACHINE VISION MARKET, BY REGION, 2018–2021 (USD MILLION)
・ TABLE 109 ROW: MACHINE VISION MARKET, BY REGION, 2022–2027 (USD MILLION)
・ TABLE 110 ROW: MACHINE VISION MARKET, BY END-USER INDUSTRY, 2018–2021 (USD MILLION)
・ TABLE 111 ROW: MACHINE VISION MARKET, BY END-USER INDUSTRY, 2022–2027 (USD MILLION)
11.5.1 SOUTH AMERICA
11.5.1.1 SOUTH AMERICA HAS SIGNIFICANT POTENTIAL TO USE MACHINE VISION SYSTEMS 163
11.5.2 MIDDLE EAST
11.5.2.1 INCREASING MANUFACTURING ACTIVITIES IN ISRAEL, MIDDLE EAST, AND NORTH AFRICA TO BOOST MARKET
11.5.3 AFRICA
11.5.3.1 GROWING PRODUCTION IN FOOD & BEVERAGE, AUTOMOTIVE, AND PHARMACEUTICAL INDUSTRIES DRIVING MARKET GROWTH
12.1 OVERVIEW
12.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN
・ TABLE 112 OVERVIEW OF STRATEGIES DEPLOYED BY MACHINE VISION OEMS
12.3 COMPANY REVENUE ANALYSIS, 2017–2021
・ TABLE 113 REVENUE ANALYSIS OF TOP FIVE PLAYERS RELATED TO MACHINE VISION SEGMENT, 2017–2021 (USD MILLION)
・ FIGURE 45 5-YEAR REVENUE ANALYSIS OF TOP 5 PLAYERS, 2017–2021
12.4 MARKET SHARE ANALYSIS, 2021
・ TABLE 114 MACHINE VISION MARKET: DEGREE OF COMPETITION
12.5 COMPANY EVALUATION QUADRANT
12.5.1 STARS
12.5.2 PERVASIVE PLAYERS 170
12.5.3 EMERGING LEADERS 170
12.5.4 PARTICIPANTS
・ FIGURE 46 MACHINE VISION MARKET: KEY COMPANY EVALUATION QUADRANT, 2021
12.6 MACHINE VISION MARKET: COMPANY FOOTPRINT
・ TABLE 115 COMPANY FOOTPRINT
・ TABLE 116 COMPANY APPLICATION FOOTPRINT
・ TABLE 117 COMPANY PRODUCT FOOTPRINT
・ TABLE 118 COMPANY REGION FOOTPRINT
12.7 START-UP/SME EVALUATION QUADRANT
12.7.1 PROGRESSIVE COMPANIES
12.7.2 RESPONSIVE COMPANIES
12.7.3 DYNAMIC COMPANIES 177
12.7.4 STARTING BLOCKS 177
・ FIGURE 47 MACHINE VISION MARKET: START-UP/SME EVALUATION QUADRANT, 2021
12.8 COMPETITIVE SITUATIONS AND TRENDS
12.8.1 MACHINE VISION MARKET: PRODUCT LAUNCHES, 2020–2022
12.8.2 MACHINE VISION MARKET: DEALS, 2019–2022
(BUSINESS OVERVIEW, PRODUCTS/SERVICES/SOLUTIONS OFFERED, RECENT DEVELOPMENTS, AND MNM VIEW (KEY STRENGTHS/RIGHT TO WIN, STRATEGIC CHOICES MADE, AND WEAKNESSES AND COMPETITIVE THREATS))*
13.1 KEY PLAYERS
13.1.1 COGNEX CORPORATION
・ TABLE 119 COGNEX CORPORATION: BUSINESS OVERVIEW
・ FIGURE 48 COGNEX CORPORATION: COMPANY SNAPSHOT
・ TABLE 120 COGNEX CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.2 KEYENCE CORPORATION
・ TABLE 121 KEYENCE CORPORATION: BUSINESS OVERVIEW
・ FIGURE 49 KEYENCE CORPORATION: COMPANY SNAPSHOT
・ TABLE 122 KEYENCE CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.3 TELEDYNE TECHNOLOGIES
・ TABLE 123 TELEDYNE TECHNOLOGIES: BUSINESS OVERVIEW
・ FIGURE 50 TELEDYNE TECHNOLOGIES: COMPANY SNAPSHOT
・ TABLE 124 TELEDYNE TECHNOLOGIES: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.4 TKH GROUP
・ TABLE 125 TKH GROUP: BUSINESS OVERVIEW 197
・ FIGURE 51 TKH GROUP: COMPANY SNAPSHOT 198
・ TABLE 126 TKH GROUP: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.5 BASLER AG
・ TABLE 127 BASLER AG: BUSINESS OVERVIEW 201
・ FIGURE 52 BASLER AG: COMPANY SNAPSHOT 201
・ TABLE 128 BASLER AG: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.6 OMRON CORPORATION 206
・ TABLE 129 OMRON CORPORATION: BUSINESS OVERVIEW
・ FIGURE 53 OMRON CORPORATION: COMPANY SNAPSHOT
・ TABLE 130 OMRON CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.7 NATIONAL INSTRUMENTS
・ TABLE 131 NATIONAL INSTRUMENTS: BUSINESS OVERVIEW
・ FIGURE 54 NATIONAL INSTRUMENTS: COMPANY SNAPSHOT
・ TABLE 132 NATIONAL INSTRUMENTS: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.8 SONY CORPORATION 215
・ TABLE 133 SONY CORPORATION: BUSINESS OVERVIEW
・ FIGURE 55 SONY CORPORATION: COMPANY SNAPSHOT
・ TABLE 134 SONY CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.9 TEXAS INSTRUMENTS 219
・ TABLE 135 TEXAS INSTRUMENTS: BUSINESS OVERVIEW
・ FIGURE 56 TEXAS INSTRUMENTS: COMPANY SNAPSHOT
・ TABLE 136 TEXAS INSTRUMENTS: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.10 INTEL CORPORATION 222
・ TABLE 137 INTEL CORPORATION: BUSINESS OVERVIEW
・ FIGURE 57 INTEL CORPORATION: COMPANY SNAPSHOT
・ TABLE 138 INTEL CORPORATION: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.11 ATLAS COPCO
・ TABLE 139 ATLAS COPCO: BUSINESS OVERVIEW
・ FIGURE 58 ATLAS COPCO: COMPANY SNAPSHOT
・ TABLE 140 ATLAS COPCO: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.12 SICK AG
・ TABLE 141 SICK AG: BUSINESS OVERVIEW 229
・ FIGURE 59 SICK AG: COMPANY SNAPSHOT
・ TABLE 142 SICK AG: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.1.13 MICROSOFT
・ TABLE 143 MICROSOFT: BUSINESS OVERVIEW 232
・ FIGURE 60 MICROSOFT: COMPANY SNAPSHOT 233
・ TABLE 144 MICROSOFT: PRODUCTS/SERVICES/SOLUTIONS OFFERED
13.2 OTHER PLAYERS
13.2.1 AMETEK, INC.
13.2.2 QUALITAS TECHNOLOGIES
13.2.3 BAUMER OPTRONIC 237
13.2.4 ALGOLUX
13.2.5 TORDIVEL AS
13.2.6 INUITIVE
13.2.7 MVTEC SOFTWARE GMBH
13.2.8 JAI A/S
13.2.9 INDUSTRIAL VISION SYSTEMS LTD.
13.2.10 IVISYS
13.2.11 USS VISION LLC
13.2.12 OPTOTUNE
*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.
14.1 INTRODUCTION
14.2 LIMITATIONS
14.3 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY
・ TABLE 145 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2018–2021 (USD MILLION)
・ TABLE 146 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2022–2027 (USD MILLION)
14.4 HUMAN-MACHINE INTERFACE
14.5 PLANT ASSET MANAGEMENT
14.6 MANUFACTURING EXECUTION SYSTEMS
14.7 WAREHOUSE MANAGEMENT SYSTEMS
15.1 DISCUSSION GUIDE
15.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
15.3 CUSTOMIZATION OPTIONS
15.4 RELATED REPORTS
15.5 AUTHOR DETAILS