スマート製造市場:技術別(3Dプリンティング、Al in Manufacturing、無人搬送車、状態監視、サイバーセキュリティ、デジタルツイン、HMI、マシンビジョン、MES、PAM、ロボット、センサー)、産業別、地域別 - 2028年までの世界予測Smart Manufacturing Market by Technology (3D printing, Al in Manufacturing, Automated guided vehicle, Condition Monitoring, Cybersecurity, Digital Twin, HMI, Machine Vision, MES, PAM, Robot, Sensor), Industry, Region - Global Forecast to 2028 世界のスマート・マニュファクチャリング市場は、2023年の1,089億米ドルから2028年には2,410億米ドルに成長し、年平均成長率は17.2%を記録すると予測されている。スマート・マニュファクチャリング市場の成長は... もっと見る
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サマリー世界のスマート・マニュファクチャリング市場は、2023年の1,089億米ドルから2028年には2,410億米ドルに成長し、年平均成長率は17.2%を記録すると予測されている。スマート・マニュファクチャリング市場の成長は、産業オートメーション導入の増加、政府支援、規制遵守、複雑なサプライチェーン、コスト効率の高いソフトウェアへの需要によってもたらされる。セグメンテーションには、IT、イネーブリング技術、産業、地域が含まれる。"倉庫管理システムは予測期間に最も高いCAGRで成長する" 倉庫管理システム(WMS)セグメントは市場で力強い成長を遂げている。倉庫管理システム(WMS)ソリューションは、入庫、仕分け、在庫、ピッキング、労働、出荷、ヤード、ドック管理などの多様な倉庫作業を監督する。WMSは、単一または複数の拠点間の在庫フローを合理化する。WMSは、プロセスを自動化し、生産コストを抑制することで、進化する製造現場における効率性、生産性、適応性を高めます。 「予測期間2023-2028年に最も急成長するデジタルツイン デジタルツインは、有形の物品とその実世界での動作に関するデータを3Dデジタルモデルとリンクさせるために利用が進んでおり、エンジニアリングやビジネスで普及している。例えば、ダッソー・システムズはバーチャルツインを導入し、物理的属性、応力、振動、ソフトウェア主導のアクションを含む製品の挙動を可視化、分析、洞察するチームを支援している。 "航空宇宙産業は予測期間2023-2028年に最も高いCAGRで成長する" 航空宇宙分野のスマート製造は、モノのインターネット(IoT)、人工知能(AI)、自動化などの最先端技術の統合が大きな原動力となり、活発な成長を遂げている。これらの統合は生産効率を高め、優れた品質を確保し、安全基準を高める。航空宇宙産業では、革新的な航空機や部品への需要が高まる中、メーカー各社はスマートな製造アプローチを採用し、業務の合理化、コスト削減、厳しい業界ベンチマークへの適合を図っている。この傾向は、性能の向上、持続可能性、競争優位性への欲求に起因しており、航空宇宙スマート・マニュファクチャリング領域の有望な道筋を形成している。 "北米が2022年に最大の市場規模を占める" 北米におけるスマート・マニュファクチャリングの採用は増加傾向にある。この先進的なアプローチは、モノのインターネット(IoT)、データ分析、人工知能(AI)、自動化などの技術を採用し、生産を最適化する。自動車、航空宇宙、エレクトロニクス、製薬業界は、効率性を高め、コストを削減し、製品品質を向上させるためにスマート・マニュファクチャリングを採用している。デジタル・ツイン、リアルタイム・モニタリング、予測分析を取り入れることで、従来の製造慣行は再構築されつつある。イノベーションと技術進歩に重点を置く北米は、世界のスマート・マニュファクチャリング分野でリーダーシップを維持する立場にある。 主な参加企業のプロフィールの内訳: - 企業タイプ別:ティア1 35%、ティア2 30%、ティア3 35 - 役職別 - Cレベル幹部 - 45%、取締役 - 35%、その他 - 20 - 地域別 - 北米 - 35%、アジア太平洋 - 30%、ヨーロッパ - 25%、RoW - 10 市場の主要プレーヤーは、3D System, Inc.(米国)、ABB(スイス)、Cisco System, Inc.(米国)、Emerson Electric Co.(米国)、General Electric(米国)、Honeywell International Inc.(米国)、IBM(米国)、三菱電機(日本)、Rockwell Automation(米国)、Schneider Electric(フランス)、Siemens(ドイツ)、Oracle(米国)、SAP(ドイツ)、Stratasys(米国)、横河電機(日本)である。 調査範囲 スマート製造市場は、情報技術、実現技術、産業、地域に区分されている。スマートマニュファクチャリング市場は、北米、欧州、アジア太平洋地域、その他の地域(RoW)で調査された。本レポートでは、スマート製造市場の主な促進要因、阻害要因、課題、機会について説明し、2028年まで同市場を予測します。これらとは別に、本レポートは、スマート製造のエコシステムに含まれるすべての企業のリーダーシップマッピングと分析でも構成されている。 レポート購入の主なメリット 本レポートは、スマートマニュファクチャリング市場およびサブセグメントの収益数の最も近い近似値に関する情報を提供し、市場リーダー/新規参入者を支援します。本レポートは、利害関係者が競争状況を理解し、自社のビジネスをより良く位置づけ、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立ちます。また、本レポートは、関係者が市場の脈動を理解し、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供するのに役立ちます。 - 主な促進要因(製造プロセスにおけるスマート製造の重視の高まり、スマート製造支援への政府の関与の増加、規制遵守の重視の高まり、時間とコストを削減するソフトウェアシステムへの需要の急増)、阻害要因(スマート製造ソリューションの実装に伴う高額な投資とコスト、機器メーカー間および接続プロトコルの標準化の欠如)の分析、頻繁なソフトウェアアップグレードに起因するメンテナンスの必要性)、機会(IIoTとクラウド技術の採用の増加、性能向上を提供するためのさまざまなソリューションの統合の増加、新興国における急速な産業成長)、課題(サイバーセキュリティに関する脅威、スマート製造技術システムの実装における複雑さ、熟練労働力の不足)。 - 製品開発/イノベーション:スマート製造市場における研究開発活動や新製品の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な情報 - 当レポートでは、さまざまな地域のスマート製造市場を分析しています。 - 市場の多様化:スマート製造市場における新製品、未開拓の地域、最近の開発、投資に関する詳細な情報を提供します。 - 競合評価:3D System, Inc.(米国)、ABB(スイス)、Cisco System, Inc.(米国)、Emerson Electric Co.(米国)、General Electric(米国)、Honeywell International Inc.(米国)、IBM(米国)、三菱電機(日本)、ロックウェル・オートメーション(米国)、シュナイダー・エレクトリック(フランス)、シーメンス(ドイツ)、オラクル(米国)、SAP(ドイツ)、ストラタシス(米国)、横河電機(日本)などである。 目次1 INTRODUCTION 411.1 STUDY OBJECTIVES 41 1.2 MARKET DEFINITION 41 1.3 INCLUSIONS AND EXCLUSIONS 42 1.4 STUDY SCOPE 43 1.4.1 MARKETS COVERED 43 FIGURE 1 SMART MANUFACTURING MARKET SEGMENTATION 43 1.4.2 REGIONAL SCOPE 43 1.4.3 YEARS CONSIDERED 44 1.4.4 CURRENCY CONSIDERED 44 1.5 LIMITATIONS 44 1.6 STAKEHOLDERS 44 1.7 SUMMARY OF CHANGES 45 1.8 RECESSION IMPACT 45 2 RESEARCH METHODOLOGY 46 2.1 INTRODUCTION 46 FIGURE 2 SMART MANUFACTURING MARKET: RESEARCH DESIGN 46 2.1.1 SECONDARY AND PRIMARY RESEARCH 47 2.1.1.1 Key industry insights 47 2.1.2 SECONDARY DATA 48 2.1.2.1 List of major secondary sources 48 2.1.2.2 Key data from secondary sources 48 2.1.3 PRIMARY DATA 49 2.1.3.1 Breakdown of primaries 49 2.1.3.2 Key data from primary sources 49 2.2 MARKET SIZE ESTIMATION METHODOLOGY 50 FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY 50 2.2.1 BOTTOM-UP APPROACH 51 2.2.1.1 Approach to arrive at market size using bottom-up approach (demand side) 51 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 51 2.2.2 TOP-DOWN APPROACH 52 2.2.2.1 Approach to arrive at market size using top-down approach (supply side) 52 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 52 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 53 FIGURE 6 MARKET BREAKDOWN AND DATA TRIANGULATION 53 2.4 RESEARCH ASSUMPTIONS 54 FIGURE 7 SMART MANUFACTURING MARKET: RESEARCH ASSUMPTIONS 54 2.5 APPROACH TO ANALYZE RECESSION IMPACT 54 2.6 RISK ASSESSMENT 55 TABLE 1 SMART MANUFACTURING MARKET: RISK ASSESSMENT 55 3 EXECUTIVE SUMMARY 56 FIGURE 8 WAREHOUSE MANAGEMENT SYSTEM (WMS) SEGMENT TO DEPICT HIGHEST CAGR BETWEEN 2023 AND 2028 56 FIGURE 9 DIGITAL TWIN SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2028 57 FIGURE 10 ENERGY & POWER SEGMENT TO HOLD LARGEST MARKET SHARE IN 2028 58 FIGURE 11 AUTOMOTIVE SEGMENT TO DOMINATE SMART MANUFACTURING MARKET DURING FORECAST PERIOD 59 FIGURE 12 NORTH AMERICA TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 59 4 PREMIUM INSIGHTS 61 4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR PLAYERS IN SMART MANUFACTURING MARKET 61 FIGURE 13 EMPHASIS ON REAL-TIME DATA ANALYSIS AND PREDICTIVE MAINTENANCE TO CONTRIBUTE TO SMART MANUFACTURING MARKET GROWTH 61 4.2 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY 62 FIGURE 14 WAREHOUSE MANAGEMENT SYSTEM (WMS) SEGMENT TO DEPICT HIGHEST CAGR DURING FORECAST PERIOD 62 4.3 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY 62 FIGURE 15 INDUSTRIAL SENSORS SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 62 4.4 SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY 63 FIGURE 16 CHEMICALS SEGMENT TO HOLD LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2023 63 4.5 SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY 63 FIGURE 17 AEROSPACE SEGMENT TO REGISTER AT HIGHEST CAGR BETWEEN 2023 AND 2028 63 4.6 SMART MANUFACTURING MARKET, BY REGION 64 FIGURE 18 NORTH AMERICA TO HOLD LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2028 64 4.7 SMART MANUFACTURING MARKET, BY COUNTRY 64 FIGURE 19 MEXICO TO EXHIBIT AT HIGHEST CAGR IN SMART MANUFACTURING MARKET DURING FORECAST PERIOD 64 5 MARKET OVERVIEW 65 5.1 INTRODUCTION 65 5.2 MARKET DYNAMICS 65 FIGURE 20 SMART MANUFACTURING MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 65 5.2.1 DRIVERS 66 5.2.1.1 Rising focus on enhancing manufacturing efficiency through automated production 66 5.2.1.2 Increasing government spending on 3D printing technologies 66 5.2.1.3 Pressing need to maintain regulatory compliance of industrial solutions 67 5.2.1.4 Surging demand for innovative technologies to reduce manufacturing downtime and production waste 67 FIGURE 21 SMART MANUFACTURING MARKET: DRIVERS AND THEIR IMPACT 68 5.2.2 RESTRAINTS 68 5.2.2.1 Requirement for high initial capital investment 68 5.2.2.2 Lack of technical standards for smart manufacturing 69 5.2.2.3 Need for frequent technological upgrades 69 FIGURE 22 SMART MANUFACTURING MARKET: RESTRAINTS AND THEIR IMPACT 70 5.2.3 OPPORTUNITIES 70 5.2.3.1 Rapid advancements in IIoT and cloud computing technologies 70 5.2.3.2 Rising adoption of automation by industrial players 71 5.2.3.3 Increasing investment in infrastructure development projects 71 FIGURE 23 SMART MANUFACTURING MARKET: OPPORTUNITIES AND THEIR IMPACT 72 5.2.4 CHALLENGES 72 5.2.4.1 Increasing cyber risks to vulnerable industrial networks 72 5.2.4.2 Complex designs of advanced manufacturing solutions 73 5.2.4.3 Shortage of skilled workforce to handle smart manufacturing equipment 74 FIGURE 24 SMART MANUFACTURING MARKET: CHALLENGES AND THEIR IMPACT 74 5.3 SUPPLY CHAIN ANALYSIS 75 FIGURE 25 SMART MANUFACTURING MARKET: SUPPLY CHAIN ANALYSIS 75 5.4 ECOSYSTEM ANALYSIS 76 FIGURE 26 SMART MANUFACTURING ECOSYSTEM 76 TABLE 2 COMPANIES AND THEIR ROLES IN SMART MANUFACTURING ECOSYSTEM 76 5.5 PRICING ANALYSIS 77 5.5.1 AVERAGE SELLING PRICE (ASP) OF INDUSTRIAL ROBOTS 77 TABLE 3 AVERAGE SELLING PRICE OF INDUSTRIAL ROBOTS, BY PAYLOAD CAPACITY 78 FIGURE 27 AVERAGE SELLING PRICE OF INDUSTRIAL ROBOTS OFFERED BY KEY PLAYERS, BY PRODUCT 79 TABLE 4 AVERAGE SELLING PRICE OF INDUSTRIAL ROBOTS OFFERED BY KEY PLAYERS, BY PRODUCT (USD) 79 TABLE 5 AVERAGE SELLING PRICES OF OPTICS, BY REGION (USD) 79 5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 80 FIGURE 28 REVENUE SHIFTS AND NEW REVENUE POCKETS FOR PLAYERS IN SMART MANUFACTURING MARKET 80 5.7 TECHNOLOGY ANALYSIS 80 5.7.1 INDUSTRY 4.0 80 5.7.2 ARTIFICIAL INTELLIGENCE (AI) 81 5.7.3 INTERNET OF THINGS (IOT) 81 5.7.4 BLOCKCHAIN 81 5.7.5 AUGMENTED REALITY (AR) AND VIRTUAL REALITY (VR) 82 5.7.6 COLLABORATIVE ROBOTS 82 5.7.7 PREDICTIVE MAINTENANCE 82 5.8 PORTER’S FIVE FORCE ANALYSIS 83 TABLE 6 SMART MANUFACTURING MARKET: PORTER’S FIVE FORCES ANALYSIS 83 5.8.1 THREAT OF NEW ENTRANTS 83 5.8.2 THREAT OF SUBSTITUTES 84 5.8.3 BARGAINING POWER OF SUPPLIERS 84 5.8.4 BARGAINING POWER OF BUYERS 84 5.8.5 INTENSITY OF COMPETITIVE RIVALRY 84 5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 85 5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 85 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 INDUSTRIES 85 TABLE 7 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 INDUSTRIES (%) 85 5.9.2 BUYING CRITERIA 85 FIGURE 30 KEY BUYING CRITERIA FOR TOP 3 INDUSTRIES 85 TABLE 8 KEY BUYING CRITERIA FOR TOP 3 INDUSTRIES 86 5.10 CASE STUDY ANALYSIS 86 5.10.1 LEMATIC DEVELOPS SAAS SOLUTION TO PROVIDE ACCESS TO CRITICAL INFORMATION 86 5.10.2 NBC BEARINGS ESTABLISHES CONNECTED SMART FACTORY TO STREAMLINE INFORMATION FLOW 87 5.10.3 ARB MIDSTREAM ADOPTS SCADA SYSTEMS TO DEVELOP OPERATION CONTROL CENTER 87 5.10.4 HIETA PARTNERS WITH RENISHAW TO PRODUCE COMMERICAL HEAT EXCHANGERS 88 5.10.5 BARCELONA LEVERAGES COMMUNICATION INFRASTRUCTURE TO ENHANCE RESOURCE MANAGEMENT 88 5.11 TRADE ANALYSIS 89 FIGURE 31 IMPORT DATA FOR HS CODE 847950, BY COUNTRY, 2018–2022 (USD MILLION) 89 FIGURE 32 EXPORT DATA FOR HS CODE 847950, BY COUNTRY, 2018–2022 (USD MILLION) 90 5.12 PATENT ANALYSIS 90 FIGURE 33 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 90 FIGURE 34 NUMBER OF PATENTS RELATED TO SMART MANUFACTURING SOLUTIONS GRANTED IN LAST 10 YEARS 91 TABLE 9 TOP 20 PATENT OWNERS IN LAST 10 YEARS 91 5.12.1 LIST OF MAJOR PATENTS 92 5.13 KEY CONFERENCES AND EVENTS, 2023–2024 94 TABLE 10 SMART MANUFACTURING MARKET: LIST OF CONFERENCES AND EVENTS 94 5.14 REGULATORY LANDSCAPE 96 5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 96 TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 96 TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97 TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97 TABLE 14 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98 5.14.2 STANDARDS 98 5.14.2.1 IEC TS 62832-1: 2020 98 5.14.2.2 Open Platform Communications United Architecture (OPC UA) 99 5.14.2.3 ISO/IEC TR 63306-1: 2020 99 5.14.2.4 ISO 55001: 2014 99 5.14.2.5 Industrial safety standards 99 5.14.2.6 Smart manufacturing standards 100 5.14.2.6.1 Society 5.0 - Japan 100 5.14.2.6.2 RIE2020 - Singapore 100 5.14.2.6.3 USB3 Vision 100 5.14.2.6.4 CoaXPress (CXP) 100 5.14.2.7 Machine Vision cameras and sensors 101 5.14.2.7.1 EMVA 1288 101 5.14.2.7.2 ASTM E57 101 5.14.2.8 Lens mount standards 101 5.14.2.8.1 Japan Industrial Imaging Association (JIAA) 101 5.14.2.9 PROGRAMMING INTERFACE 101 5.14.2.9.1 GenICam 101 TABLE 15 SMART MANUFACTURING MARKET: REGULATIONS AND STANDARDS 101 6 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY 103 6.1 INTRODUCTION 104 FIGURE 35 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY 104 FIGURE 36 MANUFACTURING EXECUTION SYSTEM (MES) SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 104 TABLE 16 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 105 TABLE 17 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 105 TABLE 18 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 106 TABLE 19 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 106 TABLE 20 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 107 TABLE 21 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 107 TABLE 22 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 107 TABLE 23 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 108 6.2 HUMAN–MACHINE INTERFACE (HMI) 108 6.2.1 RELIANCE ON HMI TECHNOLOGY TO CONVERT COMPLEX PROCESS VARIABLES INTO ACTIONABLE INSIGHTS TO FUEL SEGMENTAL GROWTH 108 6.2.2 HUMAN–MACHINE INTERFACE (HMI), BY OFFERING 109 6.2.2.1 Software 109 6.2.2.2 Hardware 109 6.2.3 HUMAN–MACHINE INTERFACE, BY CONFIGURATION TYPE 110 6.2.3.1 Standalone HMI 110 6.2.3.2 Embedded HMI 110 TABLE 24 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 110 TABLE 25 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 111 TABLE 26 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 111 TABLE 27 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 111 TABLE 28 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 112 TABLE 29 HUMAN-MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET FOR INFORMATION TECHNOLOGY, BY REGION, 2023–2028 (USD MILLION) 112 6.3 PLANT ASSET MANAGEMENT (PAM) 112 6.3.1 ADOPTION OF PAM SYSTEMS TO BUILD COMPREHENSIVE DATA RECORDS TO ACCELERATE MARKET GROWTH 113 TABLE 30 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 114 TABLE 31 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 114 TABLE 32 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 114 TABLE 33 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 115 TABLE 34 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 115 TABLE 35 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 115 6.3.2 PLANT ASSET MANAGEMENT (PAM), BY OFFERING 116 6.3.2.1 Software 116 6.3.2.2 Services 116 6.3.3 PLANT ASSET MANAGEMENT (PAM), BY DEPLOYMENT MODE 116 6.3.3.1 Offline 116 6.3.3.2 Online 116 6.3.4 PLANT ASSET MANAGEMENT (PAM), BY ASSET TYPE 117 6.3.4.1 Production asset 117 6.3.4.2 Automation asset 117 6.4 MANUFACTURING EXECUTION SYSTEM (MES) 117 6.4.1 RAPID ADVANCEMENTS IN MES TECHNOLOGY TO PROPEL MARKET 117 6.4.2 MANUFACTURING EXECUTION SYSTEM (MES), BY DEPLOYMENT MODE 118 6.4.2.1 On-premise 118 6.4.2.2 On-demand 119 6.4.2.3 Hybrid 119 6.4.3 MANUFACTURING EXECUTION SYSTEM (MES), BY OFFERING 119 6.4.3.1 Software 119 6.4.3.2 Solutions 119 TABLE 36 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 120 TABLE 37 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 120 TABLE 38 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 120 TABLE 39 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 121 TABLE 40 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 121 TABLE 41 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 121 6.5 WAREHOUSE MANAGEMENT SYSTEM (WMS) 122 6.5.1 EMPLOYMENT OF WMS SOLUTIONS TO SUPPORT INVENTORY CONTROL AND LABOR MANAGEMENT TO PROPEL MARKET 122 6.5.2 WAREHOUSE MANAGEMENT SYSTEM (WMS), BY APPLICATION 122 6.5.2.1 Inventory management 122 6.5.2.2 Order management 123 6.5.3 WAREHOUSE MANAGEMENT SYSTEM (WMS), BY DEPLOYMENT MODE 123 6.5.3.1 On-premises 123 6.5.3.2 Cloud-based 123 6.5.4 WAREHOUSE MANAGEMENT SYSTEM (WMS), BY TIER TYPE 123 6.5.4.1 Tier 1 123 6.5.4.2 Tier 2 123 6.5.4.3 Tier 3 124 TABLE 42 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 124 TABLE 43 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 124 TABLE 44 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 124 TABLE 45 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 125 TABLE 46 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 125 TABLE 47 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 125 7 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY 126 7.1 INTRODUCTION 127 FIGURE 37 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY 127 FIGURE 38 DIGITAL TWIN SEGMENT TO EXHIBIT HIGHEST CAGR IN SMART MANUFACTURING MARKET DURING FORECAST PERIOD 127 TABLE 48 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 128 TABLE 49 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 128 TABLE 50 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 129 TABLE 51 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 129 TABLE 52 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 130 TABLE 53 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 130 TABLE 54 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 131 TABLE 55 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 131 7.2 INDUSTRIAL 3D PRINTING 131 7.2.1 EMPHASIS ON SIMPLIFYING MANUFACTURING OF PARTS WITH COMPLEX DESIGNS TO BOOST SEGMENTAL GROWTH 132 7.2.2 INDUSTRIAL 3D PRINTING, BY OFFERING 132 7.2.2.1 Printers 132 7.2.2.2 Materials 133 7.2.2.3 Software 133 7.2.2.4 Services 133 7.2.3 INDUSTRIAL 3D PRINTING, BY APPLICATION 134 7.2.3.1 Tooling 134 7.2.3.2 Heavy equipment and machinery 134 7.2.3.3 Robotics 134 7.2.4 INDUSTRIAL 3D PRINTING, BY PROCESS 134 7.2.4.1 Binder jetting 134 7.2.4.2 Direct energy deposition 134 7.2.4.3 Material extrusion 135 7.2.4.4 Material jetting 135 7.2.4.5 Powder bed fusion 135 7.2.4.6 Sheet lamination 135 7.2.4.7 Vat photopolymerization 135 7.2.5 INDUSTRIAL 3D PRINTING, BY TECHNOLOGY 135 7.2.5.1 Deployment of industrial 3D printing technologies to support manufacturing processes and enhance supply chain to drive segmental growth 135 TABLE 56 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 136 TABLE 57 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 136 TABLE 58 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 136 TABLE 59 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 137 TABLE 60 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 137 TABLE 61 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 137 7.3 ROBOTS 138 7.3.1 DEPLOYMENT OF AI AND ML TECHNOLOGIES TO IMPROVE INDUSTRIAL ROBOT PERFORMANCE TO CONTRIBUTE TO SEGMENTAL GROWTH 138 7.3.2 ROBOTS, BY TYPE 139 7.3.2.1 Traditional robots 139 7.3.2.1.1 Articulated robots 139 7.3.2.1.2 Cartesian robots 139 7.3.2.1.3 Selective compliance assembly robot arms (SCARAs) 139 7.3.2.1.4 Parallel robots 140 7.3.2.1.5 Other traditional robots 140 7.3.2.2 Collaborative robots 140 TABLE 62 ROBOTS: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 141 TABLE 63 ROBOTS: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 141 TABLE 64 ROBOTS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 141 TABLE 65 ROBOTS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 142 TABLE 66 ROBOTS: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 142 TABLE 67 ROBOTS: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 142 TABLE 68 INDUSTRIAL ROBOTS MARKET, BY TYPE, 2019–2022 (THOUSAND UNITS) 142 TABLE 69 INDUSTRIAL ROBOTS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 143 7.4 INDUSTRIAL SENSORS 143 7.4.1 INTEGRATION OF INDUSTRIAL SENSORS WITH ADVANCED CONNECTIVITY SOLUTIONS TO FUEL MARKET GROWTH 143 7.4.2 INDUSTRIAL SENSORS, BY TYPE 143 7.4.2.1 Wired 143 7.4.2.2 Wireless 144 TABLE 70 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 144 TABLE 71 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 144 TABLE 72 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 144 TABLE 73 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 145 7.5 AI IN MANUFACTURING 145 7.5.1 RELIANCE ON AI TECHNOLOGY TO REVOLUTIONIZE MANUFACTURING OPERATIONS TO PROPEL MARKET 145 7.5.2 AI IN MANUFACTURING, BY OFFERING 146 7.5.2.1 Hardware 146 7.5.2.2 Software 146 7.5.3 AI IN MANUFACTURING, BY TECHNOLOGY 146 7.5.3.1 Computer vision 146 7.5.3.2 Deep learning 146 7.5.3.3 Natural language processing (NLP) 147 7.5.3.4 Context awareness 147 7.5.4 AI IN MANUFACTURING, BY APPLICATION 147 7.5.4.1 Predictive maintenance 147 7.5.4.2 Machinery inspection 147 7.5.4.3 Production planning 147 7.5.4.4 Field services 147 7.5.4.5 Quality control 148 TABLE 74 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 148 TABLE 75 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 148 TABLE 76 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 148 TABLE 77 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 149 TABLE 78 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 149 TABLE 79 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 149 7.6 MACHINE CONDITION MONITORING 150 7.6.1 RELIANCE ON PREDICTIVE MONITORING SYSTEMS TO DETECT THREATS AND TAKE REMEDIAL ACTIONS TO FUEL MARKET GROWTH 150 7.6.2 MACHINE CONDITION MONITORING, BY TECHNIQUE 150 7.6.2.1 Vibration monitoring 150 7.6.2.2 Thermography 150 7.6.2.3 Oil analysis 150 7.6.2.4 Corrosion monitoring 151 7.6.2.5 Motor current analysis 151 7.6.3 MACHINE CONDITION MONITORING, BY OFFERING 151 7.6.3.1 Hardware 151 7.6.3.2 Software 152 7.6.4 MACHINE CONDITION MONITORING, BY DEPLOYMENT TYPE 152 7.6.4.1 On-premises 152 7.6.4.2 Cloud-based 152 TABLE 80 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 152 TABLE 81 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 153 TABLE 82 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 153 TABLE 83 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 153 TABLE 84 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 154 TABLE 85 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 154 7.7 INDUSTRIAL MACHINE VISION 154 7.7.1 APPLICATION OF 3D MACHINE VISION TECHNOLOGY IN MANUFACTURING PROCESSES TO ACCELERATE SEGMENTAL GROWTH 154 7.7.2 INDUSTRIAL MACHINE VISION, BY COMPONENT 155 7.7.2.1 Hardware 155 7.7.2.2 Software 155 7.7.3 INDUSTRIAL MACHINE VISION, BY PRODUCT 156 7.7.3.1 PC-based 156 7.7.3.2 Smart camera-based 156 7.7.4 INDUSTRIAL MACHINE VISION, BY APPLICATION 156 7.7.4.1 Quality assurance and inspection 156 7.7.4.2 Positioning and guidance 156 7.7.4.3 Measurement 156 7.7.4.4 Identification 157 TABLE 86 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 157 TABLE 87 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 157 TABLE 88 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 157 TABLE 89 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 158 TABLE 90 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 158 TABLE 91 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 158 7.8 INDUSTRIAL CYBERSECURITY 159 7.8.1 RELIANCE ON SECURE INDUSTRIAL CONTROL SYSTEMS TO FUEL MARKET GROWTH 159 7.8.2 INDUSTRIAL CYBERSECURITY, BY TYPE 159 7.8.2.1 Network security 159 7.8.2.2 Application security 159 7.8.2.3 Endpoint security 160 7.8.2.4 Cloud security 160 7.8.2.5 Wireless security 160 7.8.2.6 Other security types 160 7.8.3 INDUSTRIAL CYBERSECURITY, BY PRODUCT 160 7.8.3.1 Gateways 160 7.8.3.2 Network devices 161 7.8.4 INDUSTRIAL CYBERSECURITY, BY TYPE 161 7.8.4.1 Solutions 161 7.8.4.2 Services 161 TABLE 92 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 162 TABLE 93 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 162 TABLE 94 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 162 TABLE 95 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 162 7.9 DIGITAL TWIN 163 7.9.1 INTEGRATION OF AI AND ML WITH DIGITAL TWIN TECHNOLOGIES TO CONTRIBUTE TO MARKET GROWTH 163 7.9.2 DIGITAL TWIN, BY APPLICATION 163 7.9.2.1 Product design and development 163 7.9.2.2 Machine and equipment health monitoring 164 7.9.2.3 Structural health monitoring 164 7.9.2.4 Condition monitoring 164 7.9.2.5 Predictive maintenance 164 7.9.2.6 Dynamic optimization 164 TABLE 96 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 164 TABLE 97 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 165 TABLE 98 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 165 TABLE 99 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 165 TABLE 100 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 166 TABLE 101 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 166 7.10 AUTOMATED GUIDED VEHICLES 166 7.10.1 DEPLOYMENT OF 5G TO PROVIDE HIGH-SPEED VEHICLE CONNECTIVITY AND NAVIGATION TO PROPEL MARKET 166 7.10.2 AUTOMATED GUIDED VEHICLES, BY TYPE 167 7.10.2.1 Unit load carriers 167 7.10.2.2 Tow vehicles 167 7.10.2.3 Pallet trucks 167 7.10.2.4 Assembly line vehicles 167 7.10.3 AUTOMATED GUIDED VEHICLES, BY NAVIGATION TECHNOLOGY 168 7.10.3.1 Laser guidance 168 7.10.3.2 Magnetic guidance 168 7.10.3.3 Vision guidance 168 7.10.3.4 Inductive guidance 168 7.10.3.5 Optical tape guidance 168 7.10.4 AUTOMATED GUIDED VEHICLES, BY APPLICATION 168 7.10.4.1 Transportation 168 7.10.4.2 Distribution 169 7.10.4.3 Storage 169 7.10.4.4 Assembly 169 7.10.4.5 Packaging 169 TABLE 102 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 169 TABLE 103 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 170 TABLE 104 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 170 TABLE 105 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 170 TABLE 106 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 171 TABLE 107 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 171 7.11 AUGMENTED REALITY & VIRTUAL REALITY 171 7.11.1 GROWING DEMAND FOR AR & VR TECHNOLOGIES BY MANUFACTURING SECTOR TO DRIVE MARKET 171 7.11.2 AUGMENTED REALITY & VIRTUAL REALITY, BY TECHNOLOGY 172 7.11.2.1 Augmented reality 172 7.11.2.2 Virtual reality 172 7.11.3 AUGMENTED REALITY & VIRTUAL REALITY, BY OFFERING 173 7.11.3.1 Hardware 173 7.11.3.2 Software 174 7.11.4 AUGMENTED REALITY & VIRTUAL REALITY, BY DEVICE TYPE 174 7.11.4.1 Head-mounted displays (HMDs) 174 7.11.4.2 Head-up displays (HUDs) 174 TABLE 108 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 175 TABLE 109 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 175 TABLE 110 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 175 TABLE 111 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 176 7.12 5G INDUSTRIAL IOT 176 7.12.1 RISING DEMAND FOR RELIABLE AND LOW-LATENCY NETWORKS TO BOOST SEGMENTAL GROWTH 176 TABLE 112 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 177 TABLE 113 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 177 TABLE 114 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 178 TABLE 115 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 178 8 SMART MANUFACTURING MARKET, BY INDUSTRY 179 8.1 INTRODUCTION 180 FIGURE 39 SMART MANUFACTURING MARKET, BY INDUSTRY 180 8.2 PROCESS INDUSTRIES 180 FIGURE 40 ENERGY & POWER SEGMENT TO HOLD LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2028 181 TABLE 116 SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 181 TABLE 117 SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 182 TABLE 118 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 182 TABLE 119 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 183 TABLE 120 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 183 TABLE 121 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 184 8.2.1 OIL & GAS 184 8.2.1.1 Utilization of asset monitoring solutions by oil & gas companies to drive market 184 8.2.2 FOOD & BEVERAGES 185 8.2.2.1 Requirement for increased productivity and reduced downtime in food & beverage manufacturing plants to fuel segmental growth 185 8.2.3 PHARMACEUTICALS 186 8.2.3.1 Deployment of automated systems to increase operational efficiency by pharma companies to boost market growth 186 8.2.4 CHEMICALS 186 8.2.4.1 Reliance of chemical manufacturers on automated solutions to maintain ideal inventory levels to contribute to market growth 186 8.2.5 ENERGY & POWER 187 8.2.5.1 Adoption of smart manufacturing tools to facilitate efficient energy & power management to propel market 187 8.2.6 METALS & MINING 188 8.2.6.1 Deployment of enabling technologies to optimize metal production to fuel segmental growth 188 8.2.7 PULP & PAPER 188 8.2.7.1 Use of smart manufacturing solutions to cut costs and increase pulp & paper output to drive market 188 8.2.8 OTHER PROCESS INDUSTRIES 189 8.3 DISCRETE INDUSTRIES 189 FIGURE 41 AUTOMOTIVE SEGMENT TO DOMINATE SMART MANUFACTURING MARKET FROM 2023 TO 2028 190 TABLE 122 SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 190 TABLE 123 SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 190 TABLE 124 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 191 TABLE 125 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 191 TABLE 126 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 192 TABLE 127 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 192 8.3.1 AUTOMOTIVE 193 8.3.1.1 Use of cobots to manage mission-critical tasks in automotive manufacturing plants to contribute to market growth 193 8.3.2 AEROSPACE 193 8.3.2.1 Deployment of AI technologies to detect aerospace & defense machinery faults to propel market 193 8.3.3 SEMICONDUCTOR & ELECTRONICS 194 8.3.3.1 Adoption of smart manufacturing solutions to strengthen semiconductor & electronics supply chain to boost segmental growth 194 8.3.4 MEDICAL DEVICES 194 8.3.4.1 Utilization of robots in medical facilities to maintain infection-free environment to drive segmental growth 194 8.3.5 MACHINE MANUFACTURING 195 8.3.5.1 Reliance on AI technology to analyze machine manufacturing conditions and reduce downtime to accelerate market growth 195 8.3.6 OTHER DISCRETE INDUSTRIES 195 9 SMART MANUFACTURING MARKET, BY REGION 197 9.1 INTRODUCTION 198 FIGURE 42 SMART MANUFACTURING MARKET, BY REGION 198 FIGURE 43 NORTH AMERICA TO DOMINATE SMART MANUFACTURING MARKET DURING FORECAST PERIOD 198 TABLE 128 SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 199 TABLE 129 SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 199 9.2 NORTH AMERICA 200 9.2.1 RECESSION IMPACT ON MARKET IN NORTH AMERICA 200 FIGURE 44 NORTH AMERICA: SMART MANUFACTURING MARKET SNAPSHOT 201 FIGURE 45 US TO ACCOUNT FOR LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2028 201 TABLE 130 NORTH AMERICA: SMART MANUFACTURING MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 202 TABLE 131 NORTH AMERICA: SMART MANUFACTURING MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 202 TABLE 132 NORTH AMERICA: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 202 TABLE 133 NORTH AMERICA: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 203 TABLE 134 NORTH AMERICA: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 203 TABLE 135 NORTH AMERICA: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 204 9.2.2 US 204 9.2.2.1 Increasing adoption of automation solutions to improve operational efficiency to drive market 204 9.2.3 CANADA 205 9.2.3.1 Growing emphasis on innovation of food & beverage processing activities to accelerate market growth 205 9.2.4 MEXICO 206 9.2.4.1 Rising advancement in IIoT and automation technologies to contribute to market growth 206
SummaryThe global Smart Manufacturing market is expected to grow from USD 108.9 billion in 2023 to USD 241.0 billion by 2028, registering a CAGR of 17.2%. The growth of the smart manufacturing market is driven by increasing industrial automation adoption, government support, regulatory compliance, complex supply chains, and demand for cost-efficient software. Segmentation includes IT, enabling tech, industry, and region. Table of Contents1 INTRODUCTION 411.1 STUDY OBJECTIVES 41 1.2 MARKET DEFINITION 41 1.3 INCLUSIONS AND EXCLUSIONS 42 1.4 STUDY SCOPE 43 1.4.1 MARKETS COVERED 43 FIGURE 1 SMART MANUFACTURING MARKET SEGMENTATION 43 1.4.2 REGIONAL SCOPE 43 1.4.3 YEARS CONSIDERED 44 1.4.4 CURRENCY CONSIDERED 44 1.5 LIMITATIONS 44 1.6 STAKEHOLDERS 44 1.7 SUMMARY OF CHANGES 45 1.8 RECESSION IMPACT 45 2 RESEARCH METHODOLOGY 46 2.1 INTRODUCTION 46 FIGURE 2 SMART MANUFACTURING MARKET: RESEARCH DESIGN 46 2.1.1 SECONDARY AND PRIMARY RESEARCH 47 2.1.1.1 Key industry insights 47 2.1.2 SECONDARY DATA 48 2.1.2.1 List of major secondary sources 48 2.1.2.2 Key data from secondary sources 48 2.1.3 PRIMARY DATA 49 2.1.3.1 Breakdown of primaries 49 2.1.3.2 Key data from primary sources 49 2.2 MARKET SIZE ESTIMATION METHODOLOGY 50 FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY 50 2.2.1 BOTTOM-UP APPROACH 51 2.2.1.1 Approach to arrive at market size using bottom-up approach (demand side) 51 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 51 2.2.2 TOP-DOWN APPROACH 52 2.2.2.1 Approach to arrive at market size using top-down approach (supply side) 52 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 52 2.3 MARKET BREAKDOWN AND DATA TRIANGULATION 53 FIGURE 6 MARKET BREAKDOWN AND DATA TRIANGULATION 53 2.4 RESEARCH ASSUMPTIONS 54 FIGURE 7 SMART MANUFACTURING MARKET: RESEARCH ASSUMPTIONS 54 2.5 APPROACH TO ANALYZE RECESSION IMPACT 54 2.6 RISK ASSESSMENT 55 TABLE 1 SMART MANUFACTURING MARKET: RISK ASSESSMENT 55 3 EXECUTIVE SUMMARY 56 FIGURE 8 WAREHOUSE MANAGEMENT SYSTEM (WMS) SEGMENT TO DEPICT HIGHEST CAGR BETWEEN 2023 AND 2028 56 FIGURE 9 DIGITAL TWIN SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2028 57 FIGURE 10 ENERGY & POWER SEGMENT TO HOLD LARGEST MARKET SHARE IN 2028 58 FIGURE 11 AUTOMOTIVE SEGMENT TO DOMINATE SMART MANUFACTURING MARKET DURING FORECAST PERIOD 59 FIGURE 12 NORTH AMERICA TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 59 4 PREMIUM INSIGHTS 61 4.1 ATTRACTIVE GROWTH OPPORTUNITIES FOR PLAYERS IN SMART MANUFACTURING MARKET 61 FIGURE 13 EMPHASIS ON REAL-TIME DATA ANALYSIS AND PREDICTIVE MAINTENANCE TO CONTRIBUTE TO SMART MANUFACTURING MARKET GROWTH 61 4.2 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY 62 FIGURE 14 WAREHOUSE MANAGEMENT SYSTEM (WMS) SEGMENT TO DEPICT HIGHEST CAGR DURING FORECAST PERIOD 62 4.3 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY 62 FIGURE 15 INDUSTRIAL SENSORS SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 62 4.4 SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY 63 FIGURE 16 CHEMICALS SEGMENT TO HOLD LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2023 63 4.5 SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY 63 FIGURE 17 AEROSPACE SEGMENT TO REGISTER AT HIGHEST CAGR BETWEEN 2023 AND 2028 63 4.6 SMART MANUFACTURING MARKET, BY REGION 64 FIGURE 18 NORTH AMERICA TO HOLD LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2028 64 4.7 SMART MANUFACTURING MARKET, BY COUNTRY 64 FIGURE 19 MEXICO TO EXHIBIT AT HIGHEST CAGR IN SMART MANUFACTURING MARKET DURING FORECAST PERIOD 64 5 MARKET OVERVIEW 65 5.1 INTRODUCTION 65 5.2 MARKET DYNAMICS 65 FIGURE 20 SMART MANUFACTURING MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 65 5.2.1 DRIVERS 66 5.2.1.1 Rising focus on enhancing manufacturing efficiency through automated production 66 5.2.1.2 Increasing government spending on 3D printing technologies 66 5.2.1.3 Pressing need to maintain regulatory compliance of industrial solutions 67 5.2.1.4 Surging demand for innovative technologies to reduce manufacturing downtime and production waste 67 FIGURE 21 SMART MANUFACTURING MARKET: DRIVERS AND THEIR IMPACT 68 5.2.2 RESTRAINTS 68 5.2.2.1 Requirement for high initial capital investment 68 5.2.2.2 Lack of technical standards for smart manufacturing 69 5.2.2.3 Need for frequent technological upgrades 69 FIGURE 22 SMART MANUFACTURING MARKET: RESTRAINTS AND THEIR IMPACT 70 5.2.3 OPPORTUNITIES 70 5.2.3.1 Rapid advancements in IIoT and cloud computing technologies 70 5.2.3.2 Rising adoption of automation by industrial players 71 5.2.3.3 Increasing investment in infrastructure development projects 71 FIGURE 23 SMART MANUFACTURING MARKET: OPPORTUNITIES AND THEIR IMPACT 72 5.2.4 CHALLENGES 72 5.2.4.1 Increasing cyber risks to vulnerable industrial networks 72 5.2.4.2 Complex designs of advanced manufacturing solutions 73 5.2.4.3 Shortage of skilled workforce to handle smart manufacturing equipment 74 FIGURE 24 SMART MANUFACTURING MARKET: CHALLENGES AND THEIR IMPACT 74 5.3 SUPPLY CHAIN ANALYSIS 75 FIGURE 25 SMART MANUFACTURING MARKET: SUPPLY CHAIN ANALYSIS 75 5.4 ECOSYSTEM ANALYSIS 76 FIGURE 26 SMART MANUFACTURING ECOSYSTEM 76 TABLE 2 COMPANIES AND THEIR ROLES IN SMART MANUFACTURING ECOSYSTEM 76 5.5 PRICING ANALYSIS 77 5.5.1 AVERAGE SELLING PRICE (ASP) OF INDUSTRIAL ROBOTS 77 TABLE 3 AVERAGE SELLING PRICE OF INDUSTRIAL ROBOTS, BY PAYLOAD CAPACITY 78 FIGURE 27 AVERAGE SELLING PRICE OF INDUSTRIAL ROBOTS OFFERED BY KEY PLAYERS, BY PRODUCT 79 TABLE 4 AVERAGE SELLING PRICE OF INDUSTRIAL ROBOTS OFFERED BY KEY PLAYERS, BY PRODUCT (USD) 79 TABLE 5 AVERAGE SELLING PRICES OF OPTICS, BY REGION (USD) 79 5.6 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 80 FIGURE 28 REVENUE SHIFTS AND NEW REVENUE POCKETS FOR PLAYERS IN SMART MANUFACTURING MARKET 80 5.7 TECHNOLOGY ANALYSIS 80 5.7.1 INDUSTRY 4.0 80 5.7.2 ARTIFICIAL INTELLIGENCE (AI) 81 5.7.3 INTERNET OF THINGS (IOT) 81 5.7.4 BLOCKCHAIN 81 5.7.5 AUGMENTED REALITY (AR) AND VIRTUAL REALITY (VR) 82 5.7.6 COLLABORATIVE ROBOTS 82 5.7.7 PREDICTIVE MAINTENANCE 82 5.8 PORTER’S FIVE FORCE ANALYSIS 83 TABLE 6 SMART MANUFACTURING MARKET: PORTER’S FIVE FORCES ANALYSIS 83 5.8.1 THREAT OF NEW ENTRANTS 83 5.8.2 THREAT OF SUBSTITUTES 84 5.8.3 BARGAINING POWER OF SUPPLIERS 84 5.8.4 BARGAINING POWER OF BUYERS 84 5.8.5 INTENSITY OF COMPETITIVE RIVALRY 84 5.9 KEY STAKEHOLDERS AND BUYING CRITERIA 85 5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS 85 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 INDUSTRIES 85 TABLE 7 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 INDUSTRIES (%) 85 5.9.2 BUYING CRITERIA 85 FIGURE 30 KEY BUYING CRITERIA FOR TOP 3 INDUSTRIES 85 TABLE 8 KEY BUYING CRITERIA FOR TOP 3 INDUSTRIES 86 5.10 CASE STUDY ANALYSIS 86 5.10.1 LEMATIC DEVELOPS SAAS SOLUTION TO PROVIDE ACCESS TO CRITICAL INFORMATION 86 5.10.2 NBC BEARINGS ESTABLISHES CONNECTED SMART FACTORY TO STREAMLINE INFORMATION FLOW 87 5.10.3 ARB MIDSTREAM ADOPTS SCADA SYSTEMS TO DEVELOP OPERATION CONTROL CENTER 87 5.10.4 HIETA PARTNERS WITH RENISHAW TO PRODUCE COMMERICAL HEAT EXCHANGERS 88 5.10.5 BARCELONA LEVERAGES COMMUNICATION INFRASTRUCTURE TO ENHANCE RESOURCE MANAGEMENT 88 5.11 TRADE ANALYSIS 89 FIGURE 31 IMPORT DATA FOR HS CODE 847950, BY COUNTRY, 2018–2022 (USD MILLION) 89 FIGURE 32 EXPORT DATA FOR HS CODE 847950, BY COUNTRY, 2018–2022 (USD MILLION) 90 5.12 PATENT ANALYSIS 90 FIGURE 33 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS 90 FIGURE 34 NUMBER OF PATENTS RELATED TO SMART MANUFACTURING SOLUTIONS GRANTED IN LAST 10 YEARS 91 TABLE 9 TOP 20 PATENT OWNERS IN LAST 10 YEARS 91 5.12.1 LIST OF MAJOR PATENTS 92 5.13 KEY CONFERENCES AND EVENTS, 2023–2024 94 TABLE 10 SMART MANUFACTURING MARKET: LIST OF CONFERENCES AND EVENTS 94 5.14 REGULATORY LANDSCAPE 96 5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 96 TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 96 TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97 TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 97 TABLE 14 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 98 5.14.2 STANDARDS 98 5.14.2.1 IEC TS 62832-1: 2020 98 5.14.2.2 Open Platform Communications United Architecture (OPC UA) 99 5.14.2.3 ISO/IEC TR 63306-1: 2020 99 5.14.2.4 ISO 55001: 2014 99 5.14.2.5 Industrial safety standards 99 5.14.2.6 Smart manufacturing standards 100 5.14.2.6.1 Society 5.0 - Japan 100 5.14.2.6.2 RIE2020 - Singapore 100 5.14.2.6.3 USB3 Vision 100 5.14.2.6.4 CoaXPress (CXP) 100 5.14.2.7 Machine Vision cameras and sensors 101 5.14.2.7.1 EMVA 1288 101 5.14.2.7.2 ASTM E57 101 5.14.2.8 Lens mount standards 101 5.14.2.8.1 Japan Industrial Imaging Association (JIAA) 101 5.14.2.9 PROGRAMMING INTERFACE 101 5.14.2.9.1 GenICam 101 TABLE 15 SMART MANUFACTURING MARKET: REGULATIONS AND STANDARDS 101 6 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY 103 6.1 INTRODUCTION 104 FIGURE 35 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY 104 FIGURE 36 MANUFACTURING EXECUTION SYSTEM (MES) SEGMENT TO DOMINATE MARKET DURING FORECAST PERIOD 104 TABLE 16 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 105 TABLE 17 SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 105 TABLE 18 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 106 TABLE 19 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 106 TABLE 20 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 107 TABLE 21 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 107 TABLE 22 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 107 TABLE 23 INFORMATION TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 108 6.2 HUMAN–MACHINE INTERFACE (HMI) 108 6.2.1 RELIANCE ON HMI TECHNOLOGY TO CONVERT COMPLEX PROCESS VARIABLES INTO ACTIONABLE INSIGHTS TO FUEL SEGMENTAL GROWTH 108 6.2.2 HUMAN–MACHINE INTERFACE (HMI), BY OFFERING 109 6.2.2.1 Software 109 6.2.2.2 Hardware 109 6.2.3 HUMAN–MACHINE INTERFACE, BY CONFIGURATION TYPE 110 6.2.3.1 Standalone HMI 110 6.2.3.2 Embedded HMI 110 TABLE 24 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 110 TABLE 25 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 111 TABLE 26 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 111 TABLE 27 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 111 TABLE 28 HUMAN–MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 112 TABLE 29 HUMAN-MACHINE INTERFACE (HMI): SMART MANUFACTURING MARKET FOR INFORMATION TECHNOLOGY, BY REGION, 2023–2028 (USD MILLION) 112 6.3 PLANT ASSET MANAGEMENT (PAM) 112 6.3.1 ADOPTION OF PAM SYSTEMS TO BUILD COMPREHENSIVE DATA RECORDS TO ACCELERATE MARKET GROWTH 113 TABLE 30 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 114 TABLE 31 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 114 TABLE 32 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 114 TABLE 33 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 115 TABLE 34 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 115 TABLE 35 PLANT ASSET MANAGEMENT (PAM): SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 115 6.3.2 PLANT ASSET MANAGEMENT (PAM), BY OFFERING 116 6.3.2.1 Software 116 6.3.2.2 Services 116 6.3.3 PLANT ASSET MANAGEMENT (PAM), BY DEPLOYMENT MODE 116 6.3.3.1 Offline 116 6.3.3.2 Online 116 6.3.4 PLANT ASSET MANAGEMENT (PAM), BY ASSET TYPE 117 6.3.4.1 Production asset 117 6.3.4.2 Automation asset 117 6.4 MANUFACTURING EXECUTION SYSTEM (MES) 117 6.4.1 RAPID ADVANCEMENTS IN MES TECHNOLOGY TO PROPEL MARKET 117 6.4.2 MANUFACTURING EXECUTION SYSTEM (MES), BY DEPLOYMENT MODE 118 6.4.2.1 On-premise 118 6.4.2.2 On-demand 119 6.4.2.3 Hybrid 119 6.4.3 MANUFACTURING EXECUTION SYSTEM (MES), BY OFFERING 119 6.4.3.1 Software 119 6.4.3.2 Solutions 119 TABLE 36 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 120 TABLE 37 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 120 TABLE 38 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 120 TABLE 39 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 121 TABLE 40 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 121 TABLE 41 MANUFACTURING EXECUTION SYSTEM (MES): SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 121 6.5 WAREHOUSE MANAGEMENT SYSTEM (WMS) 122 6.5.1 EMPLOYMENT OF WMS SOLUTIONS TO SUPPORT INVENTORY CONTROL AND LABOR MANAGEMENT TO PROPEL MARKET 122 6.5.2 WAREHOUSE MANAGEMENT SYSTEM (WMS), BY APPLICATION 122 6.5.2.1 Inventory management 122 6.5.2.2 Order management 123 6.5.3 WAREHOUSE MANAGEMENT SYSTEM (WMS), BY DEPLOYMENT MODE 123 6.5.3.1 On-premises 123 6.5.3.2 Cloud-based 123 6.5.4 WAREHOUSE MANAGEMENT SYSTEM (WMS), BY TIER TYPE 123 6.5.4.1 Tier 1 123 6.5.4.2 Tier 2 123 6.5.4.3 Tier 3 124 TABLE 42 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 124 TABLE 43 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 124 TABLE 44 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 124 TABLE 45 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 125 TABLE 46 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 125 TABLE 47 WAREHOUSE MANAGEMENT SYSTEM (WMS): SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 125 7 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY 126 7.1 INTRODUCTION 127 FIGURE 37 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY 127 FIGURE 38 DIGITAL TWIN SEGMENT TO EXHIBIT HIGHEST CAGR IN SMART MANUFACTURING MARKET DURING FORECAST PERIOD 127 TABLE 48 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 128 TABLE 49 SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 128 TABLE 50 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 129 TABLE 51 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 129 TABLE 52 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 130 TABLE 53 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 130 TABLE 54 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 131 TABLE 55 ENABLING TECHNOLOGY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 131 7.2 INDUSTRIAL 3D PRINTING 131 7.2.1 EMPHASIS ON SIMPLIFYING MANUFACTURING OF PARTS WITH COMPLEX DESIGNS TO BOOST SEGMENTAL GROWTH 132 7.2.2 INDUSTRIAL 3D PRINTING, BY OFFERING 132 7.2.2.1 Printers 132 7.2.2.2 Materials 133 7.2.2.3 Software 133 7.2.2.4 Services 133 7.2.3 INDUSTRIAL 3D PRINTING, BY APPLICATION 134 7.2.3.1 Tooling 134 7.2.3.2 Heavy equipment and machinery 134 7.2.3.3 Robotics 134 7.2.4 INDUSTRIAL 3D PRINTING, BY PROCESS 134 7.2.4.1 Binder jetting 134 7.2.4.2 Direct energy deposition 134 7.2.4.3 Material extrusion 135 7.2.4.4 Material jetting 135 7.2.4.5 Powder bed fusion 135 7.2.4.6 Sheet lamination 135 7.2.4.7 Vat photopolymerization 135 7.2.5 INDUSTRIAL 3D PRINTING, BY TECHNOLOGY 135 7.2.5.1 Deployment of industrial 3D printing technologies to support manufacturing processes and enhance supply chain to drive segmental growth 135 TABLE 56 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 136 TABLE 57 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 136 TABLE 58 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 136 TABLE 59 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 137 TABLE 60 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 137 TABLE 61 INDUSTRIAL 3D PRINTING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 137 7.3 ROBOTS 138 7.3.1 DEPLOYMENT OF AI AND ML TECHNOLOGIES TO IMPROVE INDUSTRIAL ROBOT PERFORMANCE TO CONTRIBUTE TO SEGMENTAL GROWTH 138 7.3.2 ROBOTS, BY TYPE 139 7.3.2.1 Traditional robots 139 7.3.2.1.1 Articulated robots 139 7.3.2.1.2 Cartesian robots 139 7.3.2.1.3 Selective compliance assembly robot arms (SCARAs) 139 7.3.2.1.4 Parallel robots 140 7.3.2.1.5 Other traditional robots 140 7.3.2.2 Collaborative robots 140 TABLE 62 ROBOTS: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 141 TABLE 63 ROBOTS: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 141 TABLE 64 ROBOTS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 141 TABLE 65 ROBOTS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 142 TABLE 66 ROBOTS: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 142 TABLE 67 ROBOTS: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 142 TABLE 68 INDUSTRIAL ROBOTS MARKET, BY TYPE, 2019–2022 (THOUSAND UNITS) 142 TABLE 69 INDUSTRIAL ROBOTS MARKET, BY TYPE, 2023–2028 (THOUSAND UNITS) 143 7.4 INDUSTRIAL SENSORS 143 7.4.1 INTEGRATION OF INDUSTRIAL SENSORS WITH ADVANCED CONNECTIVITY SOLUTIONS TO FUEL MARKET GROWTH 143 7.4.2 INDUSTRIAL SENSORS, BY TYPE 143 7.4.2.1 Wired 143 7.4.2.2 Wireless 144 TABLE 70 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 144 TABLE 71 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 144 TABLE 72 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 144 TABLE 73 INDUSTRIAL SENSORS: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 145 7.5 AI IN MANUFACTURING 145 7.5.1 RELIANCE ON AI TECHNOLOGY TO REVOLUTIONIZE MANUFACTURING OPERATIONS TO PROPEL MARKET 145 7.5.2 AI IN MANUFACTURING, BY OFFERING 146 7.5.2.1 Hardware 146 7.5.2.2 Software 146 7.5.3 AI IN MANUFACTURING, BY TECHNOLOGY 146 7.5.3.1 Computer vision 146 7.5.3.2 Deep learning 146 7.5.3.3 Natural language processing (NLP) 147 7.5.3.4 Context awareness 147 7.5.4 AI IN MANUFACTURING, BY APPLICATION 147 7.5.4.1 Predictive maintenance 147 7.5.4.2 Machinery inspection 147 7.5.4.3 Production planning 147 7.5.4.4 Field services 147 7.5.4.5 Quality control 148 TABLE 74 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 148 TABLE 75 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 148 TABLE 76 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 148 TABLE 77 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 149 TABLE 78 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 149 TABLE 79 AI IN MANUFACTURING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 149 7.6 MACHINE CONDITION MONITORING 150 7.6.1 RELIANCE ON PREDICTIVE MONITORING SYSTEMS TO DETECT THREATS AND TAKE REMEDIAL ACTIONS TO FUEL MARKET GROWTH 150 7.6.2 MACHINE CONDITION MONITORING, BY TECHNIQUE 150 7.6.2.1 Vibration monitoring 150 7.6.2.2 Thermography 150 7.6.2.3 Oil analysis 150 7.6.2.4 Corrosion monitoring 151 7.6.2.5 Motor current analysis 151 7.6.3 MACHINE CONDITION MONITORING, BY OFFERING 151 7.6.3.1 Hardware 151 7.6.3.2 Software 152 7.6.4 MACHINE CONDITION MONITORING, BY DEPLOYMENT TYPE 152 7.6.4.1 On-premises 152 7.6.4.2 Cloud-based 152 TABLE 80 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 152 TABLE 81 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 153 TABLE 82 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 153 TABLE 83 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 153 TABLE 84 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 154 TABLE 85 MACHINE CONDITION MONITORING: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 154 7.7 INDUSTRIAL MACHINE VISION 154 7.7.1 APPLICATION OF 3D MACHINE VISION TECHNOLOGY IN MANUFACTURING PROCESSES TO ACCELERATE SEGMENTAL GROWTH 154 7.7.2 INDUSTRIAL MACHINE VISION, BY COMPONENT 155 7.7.2.1 Hardware 155 7.7.2.2 Software 155 7.7.3 INDUSTRIAL MACHINE VISION, BY PRODUCT 156 7.7.3.1 PC-based 156 7.7.3.2 Smart camera-based 156 7.7.4 INDUSTRIAL MACHINE VISION, BY APPLICATION 156 7.7.4.1 Quality assurance and inspection 156 7.7.4.2 Positioning and guidance 156 7.7.4.3 Measurement 156 7.7.4.4 Identification 157 TABLE 86 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 157 TABLE 87 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 157 TABLE 88 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 157 TABLE 89 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 158 TABLE 90 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 158 TABLE 91 INDUSTRIAL MACHINE VISION: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 158 7.8 INDUSTRIAL CYBERSECURITY 159 7.8.1 RELIANCE ON SECURE INDUSTRIAL CONTROL SYSTEMS TO FUEL MARKET GROWTH 159 7.8.2 INDUSTRIAL CYBERSECURITY, BY TYPE 159 7.8.2.1 Network security 159 7.8.2.2 Application security 159 7.8.2.3 Endpoint security 160 7.8.2.4 Cloud security 160 7.8.2.5 Wireless security 160 7.8.2.6 Other security types 160 7.8.3 INDUSTRIAL CYBERSECURITY, BY PRODUCT 160 7.8.3.1 Gateways 160 7.8.3.2 Network devices 161 7.8.4 INDUSTRIAL CYBERSECURITY, BY TYPE 161 7.8.4.1 Solutions 161 7.8.4.2 Services 161 TABLE 92 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 162 TABLE 93 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 162 TABLE 94 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 162 TABLE 95 INDUSTRIAL CYBERSECURITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 162 7.9 DIGITAL TWIN 163 7.9.1 INTEGRATION OF AI AND ML WITH DIGITAL TWIN TECHNOLOGIES TO CONTRIBUTE TO MARKET GROWTH 163 7.9.2 DIGITAL TWIN, BY APPLICATION 163 7.9.2.1 Product design and development 163 7.9.2.2 Machine and equipment health monitoring 164 7.9.2.3 Structural health monitoring 164 7.9.2.4 Condition monitoring 164 7.9.2.5 Predictive maintenance 164 7.9.2.6 Dynamic optimization 164 TABLE 96 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 164 TABLE 97 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 165 TABLE 98 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 165 TABLE 99 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 165 TABLE 100 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 166 TABLE 101 DIGITAL TWIN: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 166 7.10 AUTOMATED GUIDED VEHICLES 166 7.10.1 DEPLOYMENT OF 5G TO PROVIDE HIGH-SPEED VEHICLE CONNECTIVITY AND NAVIGATION TO PROPEL MARKET 166 7.10.2 AUTOMATED GUIDED VEHICLES, BY TYPE 167 7.10.2.1 Unit load carriers 167 7.10.2.2 Tow vehicles 167 7.10.2.3 Pallet trucks 167 7.10.2.4 Assembly line vehicles 167 7.10.3 AUTOMATED GUIDED VEHICLES, BY NAVIGATION TECHNOLOGY 168 7.10.3.1 Laser guidance 168 7.10.3.2 Magnetic guidance 168 7.10.3.3 Vision guidance 168 7.10.3.4 Inductive guidance 168 7.10.3.5 Optical tape guidance 168 7.10.4 AUTOMATED GUIDED VEHICLES, BY APPLICATION 168 7.10.4.1 Transportation 168 7.10.4.2 Distribution 169 7.10.4.3 Storage 169 7.10.4.4 Assembly 169 7.10.4.5 Packaging 169 TABLE 102 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 169 TABLE 103 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 170 TABLE 104 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 170 TABLE 105 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 170 TABLE 106 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 171 TABLE 107 AUTOMATED GUIDED VEHICLES: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 171 7.11 AUGMENTED REALITY & VIRTUAL REALITY 171 7.11.1 GROWING DEMAND FOR AR & VR TECHNOLOGIES BY MANUFACTURING SECTOR TO DRIVE MARKET 171 7.11.2 AUGMENTED REALITY & VIRTUAL REALITY, BY TECHNOLOGY 172 7.11.2.1 Augmented reality 172 7.11.2.2 Virtual reality 172 7.11.3 AUGMENTED REALITY & VIRTUAL REALITY, BY OFFERING 173 7.11.3.1 Hardware 173 7.11.3.2 Software 174 7.11.4 AUGMENTED REALITY & VIRTUAL REALITY, BY DEVICE TYPE 174 7.11.4.1 Head-mounted displays (HMDs) 174 7.11.4.2 Head-up displays (HUDs) 174 TABLE 108 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 175 TABLE 109 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 175 TABLE 110 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 175 TABLE 111 AUGMENTED REALITY & VIRTUAL REALITY: SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 176 7.12 5G INDUSTRIAL IOT 176 7.12.1 RISING DEMAND FOR RELIABLE AND LOW-LATENCY NETWORKS TO BOOST SEGMENTAL GROWTH 176 TABLE 112 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 177 TABLE 113 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 177 TABLE 114 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY INDUSTRY, 2019–2022 (USD MILLION) 178 TABLE 115 5G INDUSTRIAL IOT: SMART MANUFACTURING MARKET, BY INDUSTRY, 2023–2028 (USD MILLION) 178 8 SMART MANUFACTURING MARKET, BY INDUSTRY 179 8.1 INTRODUCTION 180 FIGURE 39 SMART MANUFACTURING MARKET, BY INDUSTRY 180 8.2 PROCESS INDUSTRIES 180 FIGURE 40 ENERGY & POWER SEGMENT TO HOLD LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2028 181 TABLE 116 SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2019–2022 (USD MILLION) 181 TABLE 117 SMART MANUFACTURING MARKET, BY PROCESS INDUSTRY, 2023–2028 (USD MILLION) 182 TABLE 118 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 182 TABLE 119 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 183 TABLE 120 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 183 TABLE 121 PROCESS INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 184 8.2.1 OIL & GAS 184 8.2.1.1 Utilization of asset monitoring solutions by oil & gas companies to drive market 184 8.2.2 FOOD & BEVERAGES 185 8.2.2.1 Requirement for increased productivity and reduced downtime in food & beverage manufacturing plants to fuel segmental growth 185 8.2.3 PHARMACEUTICALS 186 8.2.3.1 Deployment of automated systems to increase operational efficiency by pharma companies to boost market growth 186 8.2.4 CHEMICALS 186 8.2.4.1 Reliance of chemical manufacturers on automated solutions to maintain ideal inventory levels to contribute to market growth 186 8.2.5 ENERGY & POWER 187 8.2.5.1 Adoption of smart manufacturing tools to facilitate efficient energy & power management to propel market 187 8.2.6 METALS & MINING 188 8.2.6.1 Deployment of enabling technologies to optimize metal production to fuel segmental growth 188 8.2.7 PULP & PAPER 188 8.2.7.1 Use of smart manufacturing solutions to cut costs and increase pulp & paper output to drive market 188 8.2.8 OTHER PROCESS INDUSTRIES 189 8.3 DISCRETE INDUSTRIES 189 FIGURE 41 AUTOMOTIVE SEGMENT TO DOMINATE SMART MANUFACTURING MARKET FROM 2023 TO 2028 190 TABLE 122 SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2019–2022 (USD MILLION) 190 TABLE 123 SMART MANUFACTURING MARKET, BY DISCRETE INDUSTRY, 2023–2028 (USD MILLION) 190 TABLE 124 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 191 TABLE 125 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 191 TABLE 126 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 192 TABLE 127 DISCRETE INDUSTRY: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 192 8.3.1 AUTOMOTIVE 193 8.3.1.1 Use of cobots to manage mission-critical tasks in automotive manufacturing plants to contribute to market growth 193 8.3.2 AEROSPACE 193 8.3.2.1 Deployment of AI technologies to detect aerospace & defense machinery faults to propel market 193 8.3.3 SEMICONDUCTOR & ELECTRONICS 194 8.3.3.1 Adoption of smart manufacturing solutions to strengthen semiconductor & electronics supply chain to boost segmental growth 194 8.3.4 MEDICAL DEVICES 194 8.3.4.1 Utilization of robots in medical facilities to maintain infection-free environment to drive segmental growth 194 8.3.5 MACHINE MANUFACTURING 195 8.3.5.1 Reliance on AI technology to analyze machine manufacturing conditions and reduce downtime to accelerate market growth 195 8.3.6 OTHER DISCRETE INDUSTRIES 195 9 SMART MANUFACTURING MARKET, BY REGION 197 9.1 INTRODUCTION 198 FIGURE 42 SMART MANUFACTURING MARKET, BY REGION 198 FIGURE 43 NORTH AMERICA TO DOMINATE SMART MANUFACTURING MARKET DURING FORECAST PERIOD 198 TABLE 128 SMART MANUFACTURING MARKET, BY REGION, 2019–2022 (USD MILLION) 199 TABLE 129 SMART MANUFACTURING MARKET, BY REGION, 2023–2028 (USD MILLION) 199 9.2 NORTH AMERICA 200 9.2.1 RECESSION IMPACT ON MARKET IN NORTH AMERICA 200 FIGURE 44 NORTH AMERICA: SMART MANUFACTURING MARKET SNAPSHOT 201 FIGURE 45 US TO ACCOUNT FOR LARGEST SHARE OF SMART MANUFACTURING MARKET IN 2028 201 TABLE 130 NORTH AMERICA: SMART MANUFACTURING MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 202 TABLE 131 NORTH AMERICA: SMART MANUFACTURING MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 202 TABLE 132 NORTH AMERICA: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2019–2022 (USD MILLION) 202 TABLE 133 NORTH AMERICA: SMART MANUFACTURING MARKET, BY INFORMATION TECHNOLOGY, 2023–2028 (USD MILLION) 203 TABLE 134 NORTH AMERICA: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2019–2022 (USD MILLION) 203 TABLE 135 NORTH AMERICA: SMART MANUFACTURING MARKET, BY ENABLING TECHNOLOGY, 2023–2028 (USD MILLION) 204 9.2.2 US 204 9.2.2.1 Increasing adoption of automation solutions to improve operational efficiency to drive market 204 9.2.3 CANADA 205 9.2.3.1 Growing emphasis on innovation of food & beverage processing activities to accelerate market growth 205 9.2.4 MEXICO 206 9.2.4.1 Rising advancement in IIoT and automation technologies to contribute to market growth 206
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