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SIEMENS MOBILITY SOLUTIONS
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INTEL CORPORATION
NEC CORPORATION
MICROSOFT CORPORATION
IBM CORPORATION
ROBERT BOSCH GMBH
VALEO
DAIMLER AG
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CONTINENTAL AG
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Market Overview
AI in Transportation Market is anticipated to register a significant CAGR of 15.3% during the review period. Interest for AI in transportation is being driven by the requirement for increased effectiveness, security, and consumer loyalty, as well as the potential for cost savings and natural advantages.
Man-made consciousness (AI) is playing an increasingly significant job in the advancement of transportation frameworks, especially those determined by the interest for autonomous vehicles. Self-driving vehicles depend on a scope of innovations, including PC vision, machine learning, and regular language processing, to see their current circumstance, simply decide, and speak with different vehicles and infrastructure. AI is especially valuable in transportation is in predicting and managing traffic stream. By analyzing ongoing information from sensors, cameras, and different sources, AI calculations can anticipate blockage and change traffic signals and other infrastructure to enhance traffic stream.
This can assist with reducing travel times, fuel utilization, and discharges, as well as further develop security. AI is making a distinction in the improvement of autonomous vehicle control frameworks. These frameworks utilize various sensors, including lidar, radar, and cameras, to see the climate and arrive at conclusions about how to explore it. Machine learning calculations are utilized to train these frameworks to perceive items and examples in the climate, and to go with choices in view of that information.
Market Segmentation
Based on components type, the AI in Transportation market segmentation hardware and software.
Based on end user type, the AI in Transportation market segmentation includes Truck platooning, Autonomous trucks, Semi-autonomous trucks, Autonomous Cars, Human-machine interface, Predictive maintenance, and Precision and mapping.
Regional Insights
The North American region dominates this market with a huge share of 40% in 2023 and is likewise assessed to observe exemplary development with a CAGR of 13.3% during the conjecture time frame. U.S. holds the biggest market share in AI for transportation market and is supposed to dominate the market through the estimate period.
The U.S. government is effectively investing in the turn of events and reception of AI in transportation. For instance, the Division of Transportation has sent off a few initiatives, for example, the Shrewd City Challenge, which aims to advance the utilization of AI and other cutting-edge innovations in transportation.
Asia Pacific is supposed to develop at the most elevated rate because of its augmented vehicle framework and bigger populace segment. In Asia Pacific, China dominated the market with a share of over 36% in 2022. With the growing populace and urbanization, the interest in proficient transportation administrations is increasing. AI upgrades transportation benefits and works on their effectiveness, as would be considered normal to drive the interest in AI in transportation. The Chinese government has been effectively promoting the utilization of AI and other trend setting innovations in transportation, as a feature of its more extensive push towards becoming a forerunner in cutting edge industries.
Major Players
Major players in the AI in Transportation market, are Bosch, Alphabet, Daimler, Intel, Continental, Magna, Man, Nauto, NVIDIA, IBM Corporation, Microsoft, Paccar, Scania, Valeo, Xevo, ZF, Peloton, Zonar, and Volvo.
TABLE OF CONTENTS
TABLE OF CONTENTS
1 EXECUTIVE SUMMARY 22
2 MARKET INTRODUCTION 24
2.1 DEFINITION 24
2.2 SCOPE OF THE STUDY 24
2.3 RESEARCH OBJECTIVE 24
2.4 MARKET STRUCTURE 24
3 RESEARCH METHODOLOGY 25
4 MARKET INSIGHTS 32
5 MARKET DYNAMICS 34
5.1 INTRODUCTION 34
5.2 DRIVERS 35
5.2.1 INCREASING FOCUS ON ENHANCING DRIVER AND VEHICLE SAFETY 35
5.2.2 RISING NEED FOR ENHANCED OPERATIONAL EFFICIENCY 35
5.3 RESTRAINTS 36
5.3.1 HIGH COST OF IMPLEMENTATION 36
5.3.2 LACK OF SKILLED WORKFORCE 36
5.4 OPPORTUNITY 37
5.4.1 INCREASING DEMAND FOR AI SOLUTIONS IN RAILWAY CARGO TRANSPORTATION 37
5.5 IMPACT OF COVID-19 38
5.5.1 IMPACT ON TRANSPORTATION INDUSTRY 38
5.5.2 IMPACT OF IT EXPENDITURE 38
5.5.3 IMPACT ON AUTOMATION 39
6 MARKET FACTOR ANALYSIS 40
6.1 SUPPLY CHAIN ANALYSIS 40
6.1.1 HARDWARE/SOFTWARE PROVIDERS 40
6.1.2 AI IN TRANSPORTATION VENDORS/SERVICE PROVIDERS 40
6.1.3 SYSTEM INTEGRATORS 41
6.1.4 END USERS 41
6.2 PORTER'S FIVE FORCES MODEL 41
6.2.1 THREAT OF NEW ENTRANTS 42
6.2.2 BARGAINING POWER OF SUPPLIERS 42
6.2.3 THREAT OF SUBSTITUTES 42
6.2.4 BARGAINING POWER OF BUYERS 42
6.2.5 INTENSITY OF RIVALRY 42
7 GLOBAL AI IN TRANSPORTATION MARKET, BY OFFERING 43
7.1 OVERVIEW 43
7.1.1 HARDWARE 44
7.1.1.1 CPU 44
7.1.1.2 GPU 45
7.1.1.3 SENSORS 45
7.1.1.4 OTHERS 45
7.1.2 SOFTWARE 46
7.1.2.1 AI PLATFORM 46
7.1.2.2 AI SOLUTION 47
8 GLOBAL AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY 48
8.1 OVERVIEW 48
8.1.1 DEEP LEARNING 49
8.1.2 COMPUTER VISION 49
8.1.3 NATURAL LANGUAGE PROCESSING (NLP) 49
8.1.4 CONTEXT AWARENESS 49
9 GLOBAL AI IN TRANSPORTATION MARKET, BY APPLICATION 50
9.1 OVERVIEW 50
9.1.1 SEMI-AUTONOMOUS TRUCK 51
9.1.2 TRUCK PLATOONING 51
9.1.3 PREDICTIVE MAINTENANCE 51
9.1.4 PRECISION & MAPPING 52
9.1.5 AUTONOMOUS TRUCK 52
9.1.6 HUMAN-MACHINE INTERFACE (HMI) 52
9.1.7 OTHERS 52
10 GLOBAL AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY 53
10.1 OVERVIEW 53
10.1.1 5G 53
10.1.2 LTE 53
10.1.3 LPWAN 54
11 GLOBAL AI IN TRANSPORTATION MARKET, BY REGION 55
11.1 OVERVIEW 55
11.1.1 GLOBAL AI IN TRANSPORTATION MARKET, BY REGION, 2018-2026 (USD MILLION) 55
11.2 NORTH AMERICA 57
11.2.1 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY COUNTRY, 2018-2026 (USD MILLION) 58
11.2.2 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 58
11.2.3 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 59
11.2.4 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 59
11.2.5 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 60
11.2.6 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 61
11.2.7 NORTH AMERICA: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 62
11.2.8 US 62
11.2.8.1 US: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 62
11.2.8.2 US: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 63
11.2.8.3 US: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 63
11.2.8.4 US AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 63
11.2.8.5 US AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 64
11.2.8.6 US AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 64
11.2.9 CANADA 65
11.2.9.1 CANADA: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 65
11.2.9.2 CANADA: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 65
11.2.9.3 CANADA: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 65
11.2.9.4 CANADA AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 66
11.2.9.5 CANADA AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 66
11.2.9.6 CANADA AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 67
11.2.10 MEXICO 67
11.2.10.1 MEXICO: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 67
11.2.10.2 MEXICO: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 68
11.2.10.3 MEXICO: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 68
11.2.10.4 MEXICO AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 68
11.2.10.5 MEXICO AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 69
11.2.10.6 MEXICO AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 69
11.3 ASIA-PACIFIC 70
11.3.1 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY COUNTRY, 2018-2026 (USD MILLION) 71
11.3.2 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 71
11.3.3 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 72
11.3.4 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 72
11.3.5 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 73
11.3.6 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 74
11.3.7 ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 75
11.3.8 CHINA 75
11.3.8.1 CHINA: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 75
11.3.8.2 CHINA: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 76
11.3.8.3 CHINA: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 76
11.3.8.4 CHINA AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 76
11.3.8.5 CHINA AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 77
11.3.8.6 CHINA AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 77
11.3.9 JAPAN 78
11.3.9.1 JAPAN: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 78
11.3.9.2 JAPAN: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 78
11.3.9.3 JAPAN: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 78
11.3.9.4 JAPAN AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 79
11.3.9.5 JAPAN: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 79
11.3.9.6 JAPAN: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 80
11.3.10 REST OF ASIA-PACIFIC 80
11.3.10.1 REST OF ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 80
11.3.10.2 REST OF ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 81
11.3.10.3 REST OF ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 81
11.3.10.4 REST OF ASIA-PACIFIC: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 81
11.3.10.5 REST OF ASIA-PACIFIC:AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 82
11.3.10.6 REST OF ASIA-PACIFIC:AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 82
11.3.11 INDIA 83
11.3.11.1 INDIA: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 83
11.3.11.2 INDIA: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 83
11.3.11.3 INDIA: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 83
11.3.11.4 INDIA: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 84
11.3.11.5 INDIA: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 84
11.3.11.6 INDIA: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 85
11.4 EUROPE 86
11.4.1 EUROPE: AI IN TRANSPORTATION MARKET, BY REGION, 2018-2026 (USD MILLION) 87
11.4.2 EUROPE: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 88
11.4.3 EUROPE: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 88
11.4.4 EUROPE: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 88
11.4.5 EUROPE: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 89
11.4.6 EUROPE: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 90
11.4.7 EUROPE: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 91
11.4.8 UK 91
11.4.8.1 UK: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 91
11.4.8.2 UK: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 92
11.4.8.3 UK: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 92
11.4.8.4 UK: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 92
11.4.8.5 UK: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 93
11.4.8.6 UK: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 93
11.4.9 EU-27 94
11.4.9.1 EU-27: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 94
11.4.9.2 EU-27: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 94
11.4.9.3 EU-27: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 94
11.4.9.4 EU-27 AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 95
11.4.9.5 EU-27 AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 95
11.4.9.6 EU-27 AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 96
11.4.9.7 GERMANY 96
11.4.9.7.1 GERMANY: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 96
11.4.9.7.2 GERMANY: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 97
11.4.9.7.3 GERMANY: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 97
11.4.9.7.4 GERMANY AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 97
11.4.9.7.5 GERMANY AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 98
11.4.9.7.6 GERMANY AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 98
11.4.9.8 FRANCE 98
11.4.9.8.1 FRANCE: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 99
11.4.9.8.2 FRANCE: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 99
11.4.9.8.3 FRANCE: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 99
11.4.9.8.4 FRANCE AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 100
11.4.9.8.5 FRANCE AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 100
11.4.9.8.6 FRANCE AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 101
11.4.9.9 ITALY 101
11.4.9.9.1 ITALY: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 101
11.4.9.9.2 ITALY: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 102
11.4.9.9.3 ITALY: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 102
11.4.9.9.4 ITALY AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 102
11.4.9.9.5 ITALY AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 103
11.4.9.9.6 ITALY AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 103
11.4.9.10 SPAIN 104
11.4.9.10.1 SPAIN: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 104
11.4.9.10.2 SPAIN: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 104
11.4.9.10.3 SPAIN: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 105
11.4.9.10.4 SPAIN AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 105
11.4.9.10.5 SPAIN AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 105
11.4.9.10.6 SPAIN AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 106
11.4.9.11 REST OF EU-27 106
11.4.9.11.1 REST OF EU-27: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 106
11.4.9.11.2 REST OF EU-27: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 107
11.4.9.11.3 REST OF EU-27: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 107
11.4.9.11.4 REST OF EU-27 AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 107
11.4.9.11.5 REST OF EU-27 AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 108
11.4.9.11.6 REST OF EU-27 AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 108
11.4.9.12 BELGIUM 109
11.4.9.12.1 BELGIUM: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 109
11.4.9.12.2 BELGIUM: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 109
11.4.9.12.3 BELGIUM: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 109
11.4.9.12.4 BELGIUM AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 110
11.4.9.12.5 BELGIUM AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 110
11.4.9.12.6 BELGIUM AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 111
11.4.9.13 THE NETHERLANDS 111
11.4.9.13.1 THE NETHERLANDS: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 111
11.4.9.13.2 THE NETHERLANDS: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 112
11.4.9.13.3 THE NETHERLANDS: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 112
11.4.9.13.4 THE NETHERLANDS AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 112
11.4.9.13.5 THE NETHERLANDS AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 113
11.4.9.13.6 THE NETHERLANDS AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 113
11.4.9.14 SWEDEN 114
11.4.9.14.1 SWEDEN: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 114
11.4.9.14.2 SWEDEN: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 114
11.4.9.14.3 SWEDEN: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 114
11.4.9.14.4 SWEDEN AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 115
11.4.9.14.5 SWEDEN AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 115
11.4.9.14.6 SWEDEN AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 116
11.4.9.15 CZECH REPUBLIC 116
11.4.9.15.1 CZECH REPUBLIC: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 116
11.4.9.15.2 CZECH REPUBLIC: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 117
11.4.9.15.3 CZECH REPUBLIC: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 117
11.4.9.15.4 ZECH REPUBLIC AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 117
11.4.9.15.5 CZECH REPUBLIC AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 118
11.4.9.15.6 CZECH REPUBLIC AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 118
11.5 MIDDLE EAST & AFRICA 119
11.5.1 MIDDLE EAST & AFRICA: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 119
11.5.2 MIDDLE EAST & AFRICA: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 119
11.5.3 MIDDLE EAST & AFRICA: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 120
11.5.4 MIDDLE EAST & AFRICA: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 120
11.5.5 MIDDLE EAST & AFRICA: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 121
11.5.6 MIDDLE EAST & AFRICA: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 121
11.6 SOUTH AMERICA 122
11.6.1 SOUTH AMERICA: AI IN TRANSPORTATION MARKET, BY OFFERING, 2018-2026 (USD MILLION) 122
11.6.2 SOUTH AMERICA: AI IN TRANSPORTATION MARKET, BY HARDWARE, 2018-2026 (USD MILLION) 122
11.6.3 SOUTH AMERICA: AI IN TRANSPORTATION MARKET, BY SOFTWARE, 2018-2026 (USD MILLION) 122
11.6.4 SOUTH AMERICA: AI IN TRANSPORTATION MARKET, BY ML TECHNOLOGY, 2018-2026 (USD MILLION) 123
11.6.5 SOUTH AMERICA: AI IN TRANSPORTATION MARKET, BY APPLICATION, 2018-2026 (USD MILLION) 123
11.6.6 SOUTH AMERICA: AI IN TRANSPORTATION MARKET, BY IOT COMMUNICATION TECHNOLOGY, 2018-2026 (USD MILLION) 124