artificial intelligence and machine learning to increase value for their customers. Offering, technology, application, industry and region. The companies are advancing features which can assist the drivers without taking the wheel; the companies are more putting more efforts in Artificial Intelligence-based technology can better vehicles by high-level security benefits. NVIDIA, Intel, IBM, Siemens and General Electric (GE) Company are some of the major players in AI in manufacturing market. Artificial Intelligence Cloud Services. - 70)    6.1 INTRODUCTION         TABLE 2 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET, BY OFFERING, 2017–2026 (USD MILLION)        FIGURE 18 SOFTWARE TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET DURING FORECAST PERIOD        TABLE 3 AI IN MANUFACTURING MARKET, BY OFFERING, 2017–2019 (USD MILLION)        TABLE 4 AI IN MANUFACTURING MARKET, BY OFFERING, 2020–2026 (USD MILLION)    6.2 HARDWARE         TABLE 5 AI IN MANUFACTURING MARKET, BY HARDWARE, 2017–2019 (USD MILLION)        TABLE 6 AI IN MANUFACTURING MARKET, BY HARDWARE, 2020–2026 (USD MILLION)        TABLE 7 AI IN MANUFACTURING MARKET FOR HARDWARE, BY REGION, 2017–2019 (USD MILLION)        TABLE 8 AI IN MANUFACTURING MARKET FOR HARDWARE, BY REGION, 2020–2026 (USD MILLION)           6.2.1 PROCESSOR                    6.2.1.1 High parallel processing capabilities and improved computing power have resulted in adoption of processors                            FIGURE 19 MARKET FOR GPU TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD                            TABLE 9 AI IN MANUFACTURING MARKET, BY PROCESSOR, 2017–2019 (USD MILLION)                            TABLE 10 AI IN MANUFACTURING MARKET, BY PROCESSOR, 2020–2026 (USD MILLION)                               6.2.1.1.1 MPU                               6.2.1.1.2 GPU                               6.2.1.1.3 FPGA                               6.2.1.1.4 ASIC           6.2.2 MEMORY                    6.2.2.1 High-bandwidth memory is being developed and deployed for AI applications, independent of its computing architecture           6.2.3 NETWORK                    6.2.3.1 Nvidia (US), Intel (US) and Mellanox Technologies (Israel) are key providers of network interconnect adapters for AI applications    6.3 SOFTWARE         TABLE 11 AI IN MANUFACTURING MARKET FOR OFFERING, BY SOFTWARE, 2017–2019 (USD MILLION)        TABLE 12 AI IN MANUFACTURING MARKET FOR OFFERING, BY SOFTWARE, 2020–2026 (USD MILLION)        FIGURE 20 APAC TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET FOR SOFTWARE FROM 2020 TO 2026        TABLE 13 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY REGION, 2017–2019 (USD MILLION)        TABLE 14 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY REGION, 2020–2026 (USD MILLION)           6.3.1 AI SOLUTIONS                 TABLE 15 AI IN MANUFACTURING MARKET FOR SOLUTION, BY DEPLOYMENT, 2017–2019 (USD MILLION)                 TABLE 16 AI IN MANUFACTURING MARKET FOR SOLUTION, BY DEPLOYMENT, 2020–2026 (USD MILLION)                    6.3.1.1 On-Premises                               6.3.1.1.1 Data-sensitive enterprises prefer on-premise advanced NLP and ML tools to be used in AI solutions                    6.3.1.2 Cloud                               6.3.1.2.1 AI solution providers are focusing on development of robust cloud-based solutions for their clients           6.3.2 AI PLATFORM                 TABLE 17 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY PLATFORM, 2017–2019 (USD MILLION)                 TABLE 18 AI IN MANUFACTURING MARKET FOR SOFTWARE, BY PLATFORM, 2020–2026 (USD MILLION)                    6.3.2.1 Machine learning framework                               6.3.2.1.1 Major tech companies such as Google, IBM, and Microsoft are developing and offering their ML frameworks                    6.3.2.2 Application Program Interface (API)                               6.3.2.2.1 API provides platform for set of routines and tools for building software applications    6.4 SERVICES         TABLE 19 AI IN MANUFACTURING MARKET, BY SERVICES, 2017–2019 (USD MILLION)        TABLE 20 AI IN MANUFACTURING MARKET, BY SERVICES, 2020–2026 (USD MILLION)        TABLE 21 AI IN MANUFACTURING MARKET FOR SERVICES, BY REGION, 2017–2019 (USD MILLION)        TABLE 22 AI IN MANUFACTURING MARKET FOR SERVICES, BY REGION, 2020–2026 (USD MILLION)           6.4.1 DEPLOYMENT & INTEGRATION                    6.4.1.1 Deployment and integration is a key service required for configuring AI systems in manufacturing           6.4.2 SUPPORT & MAINTENANCE                    6.4.2.1 Objective of maintenance services is to keep systems at an accep        TABLE standard    6.5 IMPACT OF COVID-19 ON VARIOUS OFFERING OF AI TECHNOLOGY FOR MANUFACTURING, 7 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY TECHNOLOGY (Page No. It was followed by the market breakdown and data triangulation procedures, which were used to estimate the size of the market based on different segments and subsegments. AI and machine learning also helps with keeping us safe and connected. Broadly, three major factors are disrupting the manufacturing industries, namely, supply chain disruption, shutdown of manufacturing units, and decrease in demand amidst lockdown in many countries. Even a minor error can result in system failure or can adversely affect the desired result. - 98)    8.1 INTRODUCTION         TABLE 38 PRE-COVID-19 SCENARIO: AI IN MANUFACTURING MARKET, BY APPLICATION, 2017–2026 (USD MILLION)        FIGURE 22 QUALITY CONTROL TO WITNESS HIGHEST GROWTH THROUGHOUT FORECAST PERIOD        TABLE 39 AI IN MANUFACTURING MARKET, BY APPLICATION, 2017–2019 (USD MILLION)        TABLE 40 AI IN MANUFACTURING MARKET, BY APPLICATION, 2020–2026 (USD MILLION)    8.2 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION            8.2.1 PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION PROVIDE THE FRAMEWORK FOR ALL PLANNED MAINTENANCE ACTIVITIES                 TABLE 41 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY REGION, 2017–2019 (USD MILLION)                 TABLE 42 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY REGION, 2020–2026 (USD MILLION)                 TABLE 43 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 44 AI IN MANUFACTURING MARKET FOR PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.3 MATERIAL MOVEMENT            8.3.1 AI-BASED TECHNOLOGY FOR MATERIAL MOVEMENT WILL ENSURE STREAMLINING OF IN-PLANT LOGISTICS                 FIGURE 23 NORTH AMERICA TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT IN 2020                 TABLE 45 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY REGION, 2017–2019 (USD MILLION)                 TABLE 46 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY REGION, 2020–2026 (USD MILLION)                 TABLE 47 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 48 AI IN MANUFACTURING MARKET FOR MATERIAL MOVEMENT, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.4 PRODUCTION PLANNING            8.4.1 THE USE OF AI IN PRODUCTION PLANNING LEADS TO THE STANDARDIZATION OF PRODUCT AND PROCESS SEQUENCE                 TABLE 49 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY REGION, 2017–2019 (USD MILLION)                 TABLE 50 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY REGION, 2020–2026 (USD MILLION)                 TABLE 51 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 52 AI IN MANUFACTURING MARKET FOR PRODUCTION PLANNING, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.5 FIELD SERVICES            8.5.1 FIELD SERVICES ARE EXTENSIVELY USED IN HEAVY METALS AND MACHINE MANUFACTURING, OIL & GAS, AND ENERGY AND POWER INDUSTRY                 FIGURE 24 NORTH AMERICA TO HOLD LARGEST SIZE OF AI MANUFACTURING MARKET FOR FIELD SERVICES DURING FORECAST PERIOD                 TABLE 53 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY REGION, 2017–2019 (USD MILLION)                 TABLE 54 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY REGION, 2020–2026 (USD MILLION)                 TABLE 55 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 56 AI IN MANUFACTURING MARKET FOR FIELD SERVICES, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.6 QUALITY CONTROL            8.6.1 AI-BASED QUALITY CONTROL SYSTEM IS WIDELY USED IN PHARMACEUTICALS, FOOD & BEVERAGES, AND SEMICONDUCTOR INDUSTRIES                 TABLE 57 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY REGION, 2017–2019 (USD MILLION)                 TABLE 58 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY REGION, 2020–2026 (USD MILLION)                 FIGURE 25 MACHINE LEARNING TO HOLD LARGEST SIZE OF AI IN MANUFACTURING MARKET FOR APPLICATION OF QUALITY CONTROL DURING 2020–2026                 TABLE 59 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 60 AI IN MANUFACTURING MARKET FOR QUALITY CONTROL, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.7 CYBERSECURITY            8.7.1 AUTOMATION AND INTEGRATING REAL-TIME SYSTEMS IN MANUFACTURING IS RESULTING IN ADOPTION OF CYBERSECURITY SYSTEMS                 TABLE 61 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY REGION, 2017–2019 (USD MILLION)                 TABLE 62 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY REGION, 2020–2026 (USD MILLION)                 TABLE 63 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 64 AI IN MANUFACTURING MARKET FOR CYBERSECURITY, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.8 INDUSTRIAL ROBOTS            8.8.1 INDUSTRIAL ROBOTS CAN BE CLASSIFIED INTO TRADITIONAL INDUSTRIAL ROBOTS AND COLLABORATIVE ROBOTS                 FIGURE 26 APAC TO HOLD LARGEST SHARE OF AI IN MANUFACTURING MARKET FOR APPLICATION OF INDUSTRIAL ROBOTS DURING 2020–2026                 TABLE 65 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY REGION, 2017–2019 (USD MILLION)                 TABLE 66 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY REGION, 2020–2026 (USD MILLION)                 TABLE 67 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 68 AI IN MANUFACTURING MARKET FOR INDUSTRIAL ROBOTS, BY TECHNOLOGY, 2020–2026 (USD MILLION)    8.9 RECLAMATION            8.9.1 IN RECLAMATION, AI-BASED SYSTEMS DETECT IMPORTANT COMPONENTS FROM WASTE OR SLAGS                 TABLE 69 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY REGION, 2017–2019 (USD MILLION)                 TABLE 70 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY REGION, 2020–2026 (USD MILLION)                 TABLE 71 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY TECHNOLOGY, 2017–2019 (USD MILLION)                 TABLE 72 AI IN MANUFACTURING MARKET FOR RECLAMATION, BY TECHNOLOGY, 2020–2026 (USD MILLION), 9 ARTIFICIAL INTELLIGENCE IN MANUFACTURING MARKET, BY INDUSTRY (Page No.

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