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Smart Machines: Technologies and Global Markets

  • March 2016
  • -
  • BCC Research
  • -
  • 145 pages

This BCC Research report identifies smart machine products and related technologies with the greatest commercial potential from 2015-2026. It also analyzes the key drivers and constraints that will shape the market for these products and technologies over the next ten years.

Use this report to:

Gain insight into smart machine products and related technologies with the greatest commercial potential over the next ten years (2016 to 2026).
Identify the key drivers and constraints that will shape the market for various types of smart machine products and technologies over the next ten years.
Estimate the current and future demand for smart machine products and enabling technologies.
Assess information about companies, academic and government laboratories that are developing smart machines.

Highlights

The global market for smart machines reached $6.6 billion in 2015. The market should reach $7.4 billion in 2016 and nearly $15.0 billion in 2021, a compound annual growth rate (CAGR) of 15.0% from 2016 to 2021.
Over the five years following 2021, the total market for smart machines is expected to reach $40.3 billion, a CAGR of 21.9% from 2021 and 2026.
Expert systems made up the largest share (52%) of the market in 2015, followed by autonomous robots (21%) and intelligent assistants (11%). However, by 2026 intelligent assistants are expected to be the largest market segment, followed by autonomous robots with 33.4% and 30.2% of the market respectively.

STUDY BACKGROUND

The possibilities and challenges created by “smart” machines replacing humans have been a staple of science fiction for nearly 150 years, beginning with Samuel Butler’s novel Erewhon. Since then, the theme of smart machines has been developed in numerous books and films, most of which portray smart machines either as mankind’s helpers (e.g., Isaac Asimov’s Robot books), its equal partners (Star Trek: The Next Generation’s Lt. Commander Data) or its implacable enemies (The Terminator’s Skynet ).

STUDY GOALS AND OBJECTIVES

Amid the debate about the benefits and risks of smart machines, or the effects they might have on society or the economy, the goal of this report is more concrete. Its goal is both to provide the reader with an understanding of the technologies that will influence the future size and structure of the market for smart machines and related
technologies.

Specific objectives include:

Identifying smart machine products and related technologies with the greatest commercial potential over the next ten years (2016 to 2026).
Analyzing the key drivers and constraints that will shape the market for these products and technologies over the next ten years.
Estimating the current and future demand for smart machine products and enabling technologies.
Ascertaining which companies are best positioned to meet this demand, because of proprietary technologies, strategic alliances or other advantages.


Table Of Contents

Smart Machines: Technologies and Global Markets
CHAPTER 1 INTRODUCTION 2
STUDY BACKGROUND 2
STUDY GOALS AND OBJECTIVES 2
INTENDED AUDIENCE 2
SCOPE AND FORMAT 3
INFORMATION SOURCES AND METHODOLOGY 3
ANALYST'S CREDENTIALS 4
RELATED BCC RESEARCH REPORTS 4
BCC RESEARCH WEBSITE 5
DISCLAIMER 5
CHAPTER 2 EXECUTIVE SUMMARY 7
SUMMARY TABLE GLOBAL MARKET FOR SMART MACHINES, THROUGH 2026 ($
MILLIONS) 7
SUMMARY FIGURE GLOBAL MARKET FOR SMART MACHINES, 2015-2026 ($
MILLIONS) 8
CHAPTER 3 OVERVIEW 10
DEFINITION, GENERAL DESCRIPTION AND PROPERTIES 10
HISTORY OF SMART MACHINES 10
1957 11
1959 11
1961 12
1965 12
1966 12
1968 12
1971 12
1979 13
1982 13
1986 13
1989 13
1992 13
1994 14
1997 14
1999 14
2004 15
2013 15
2014 15
TYPES OF SMART MACHINES AND THEIR APPLICATIONS 16
MARKET FOR SMART MACHINES 16
TABLE 1 GLOBAL MARKET FOR SMART MACHINES BY TYPE, THROUGH 2026 ($
MILLIONS) 16
CHAPTER 4 ENABLING TECHNOLOGIES FOR SMART MACHINES 18
MACHINE SPEECH TECHNOLOGY 18
SPEECH RECOGNITION 18
SPEECH SYNTHESIS 19
SENSORS 19
MICROSENSORS 20
NANOSENSORS 20
MACHINE VISION 21
ALGORITHMS 21
CALIBRATION 21
CAMERAS 21
RADIO FREQUENCY TECHNOLOGIES 22
RFID 22
GPS 22
WIRELESS NETWORKING 22
Digital Mobile Telephony 23
Vehicle-to-Vehicle Communications 23
Machine-to-Machine Communications 23
POWER SOURCES 23
PHOTOVOLTAICS 23
NUCLEAR POWER 24
MOLECULAR FUEL CELLS 24
OCEAN ENERGY 25
SELF-REPAIR 25
UNCONVENTIONAL COMPUTATION 26
CHAPTER 5 EXPERT SYSTEMS 28
DEFINITION, GENERAL DESCRIPTION AND PROPERTIES 28
TECHNOLOGIES 28
KNOWLEDGE-BASED EXPERT SYSTEMS 28
PROBABILISTIC EXPERT SYSTEMS 29
Bayesian Networks 29
HEURISTIC SYSTEMS 30
APPLICATIONS 30
AUTOMATIC FLIGHT CONTROL SYSTEMS 30
MEDICINE 31
Workflow Integration 32
FINANCIAL ANALYSIS 32
Expert Systems for Financial Analysis of Firms 32
Expert Systems for Analyzing the Causes of Successful or
Unsuccessful Business Development 33
Expert Systems for Market Analysis 33
Expert Systems for Acquiring Knowledge in a Subfield of Finance 33
GEOLOGY 33
CHEMISTRY 34
METEOROLOGY 35
OTHER APPLICATIONS 36
MARKETS 36
TABLE 2 GLOBAL MARKET FOR EXPERT SYSTEMS, THROUGH 2026 ($ MILLIONS) 36
CHAPTER 6 NEURAL COMPUTERS 39
DEFINITION, GENERAL DESCRIPTION AND PROPERTIES 39
BIOLOGICAL NEUROCOMPUTERS 39
ARTIFICIAL NEURAL NETWORKS 39
TECHNOLOGIES 40
GENERAL PRINCIPLES 40
PHYSICAL ANNS 41
Memristive Neural Networks 41
Other Developments 43
IBM Introduces Digital Neurosynaptic Core 43
Intel Reveals Neuromorphic Chip Design 43
Panasonic Develops Low Energy Consumption Circuit for Neural
Network Systems 44
Neurocomputer Programming Software Ecosystem 44
Memristors Boost Image Processing 44
SOFTWARE-BASED ANNS 45
APPLICATIONS 45
BANKING AND FINANCE 45
TABLE 3 REPORTED APPLICATIONS OF ANNS IN FINANCE AND ACCOUNTING 46
DEFENSE AND PUBLIC SAFETY 46
Defense 47
Public Safety 47
Law Enforcement 47
Fire Protection 48
Explosives Detection 48
Security/Access Control 49
MANUFACTURING INDUSTRY 49
TABLE 4 REPORTED APPLICATIONS OF ANNS IN THE MANUFACTURING INDUSTRY 49
MARKETING AND SALES 50
TABLE 5 REPORTED APPLICATIONS OF ANNS IN MARKETING AND SALES 50
Market Segmentation 51
Customer Behavior Analysis 51
Market Forecasting 52
STRATEGIC MANAGEMENT AND BUSINESS POLICY 53
TABLE 6 REPORTED APPLICATIONS OF ANNS IN STRATEGIC MANAGEMENT AND
BUSINESS POLICY 53
TELECOMMUNICATIONS 53
TABLE 7 REPORTED APPLICATIONS OF ANNS IN TELECOMMUNICATIONS 54
Equalizers 54
Network Design, Management, Routing and Control 54
Fault Management 55
Fraud Detection 55
Mobile Station Location 56
HEALTHCARE 56
TABLE 8 REPORTED APPLICATIONS OF ANNS IN HEALTH CARE 56
Clinical Diagnosis 56
Image Analysis and Interpretation 57
Signal Analysis and Interpretation 58
Drug Development 58
Biochemical Analysis 58
MARKETS 59
TABLE 9 GLOBAL MARKET FOR NEURAL COMPUTING TECHNOLOGIES, THROUGH
2026 ($ MILLIONS) 59
PHYSICAL ANNS 59
TABLE 10 GLOBAL MARKET FOR MEMRISTOR NEUROMORPHIC CHIPS, THROUGH
2026 ($ MILLIONS) 60
SOFTWARE ANNS 60
TABLE 11 PROJECTED MARKET FOR SOFTWARE ANNS, THROUGH 2026 ($ MILLIONS) 60
CHAPTER 7 AUTONOMOUS ROBOTS 62
DEFINITION, GENERAL DESCRIPTION AND PROPERTIES 62
TECHNOLOGIES 62
AUTONOMOUS LEARNING 62
SELF-MAINTENANCE 63
Diagnostic Systems 63
Self-Repairing Materials and Systems 64
PROPRIOSENSING 65
SENSING THE ENVIRONMENT 65
TASK PERFORMANCE 66
INDOOR POSITION SENSING AND NAVIGATION 67
POSITION SENSING AND NAVIGATION 67
Surface (Terrestrial) Robots 68
Underwater Robots 68
Aerial Robots 69
ENERGY 70
INTEROPERABILITY 70
APPLICATIONS 71
AUTONOMOUS VEHICLES 71
Self-Driving Cars 72
Public Transit Vehicles 73
INDUSTRIAL ROBOTS 73
Baxter 74
No Programming Required 74
Ease of Integration 75
Adaptability/Flexibility 75
Safety 75
Sawyer 76
Little Helper 76
YouBot 77
MILITARY ROBOTS 77
PackBot 79
Legged Squad Support System 79
Self-Driving Vehicles 80
Micro Autonomous Systems 80
Autonomous Unmanned Aerial Vehicle 81
Undersea Warfare Vessels 82
Shipboard Autonomous Firefighting Robot 82
AGRICULTURE 83
Self-Steering Tractors 83
Hortibot 83
Lettuce Bot 83
Vitirover 84
Wall-Ye 84
Robotic Strawberry Harvester 84
Citrus Harvester 85
Row Crops Harvester 85
Soil Sterilizer 85
Prospero 85
CLEANING ROBOTS 85
MINING AND ENERGY PRODUCTION 86
Terrestrial Activities 86
Offshore/Undersea Activities 87
SCIENTIFIC RESEARCH 88
Space Exploration 88
Submarine Research 89
Laboratory Research 90
HEALTHCARE 91
LOGISTICS 91
MARKETS 92
TABLE 12 GLOBAL MARKET FOR AUTONOMOUS ROBOTS, THROUGH 2026 ($
MILLIONS) 92
FIGURE 1 GLOBAL MARKET FOR AUTONOMOUS ROBOTS, 2015-2026 ($ MILLIONS) 92
FIGURE 2 GLOBAL MARKET FOR AUTONOMOUS ROBOTS BY TYPE OF END USE,
2015-2026 ($ MILLIONS) 93
SELF-DRIVING VEHICLES 94
TABLE 13 GLOBAL MARKET FOR SELF-DRIVING VEHICLES, THROUGH 2026 ($
MILLIONS) 95
Passenger Cars 95
INDUSTRIAL ROBOTS 96
TABLE 14 GLOBAL MARKET FOR AUTONOMOUS INDUSTRIAL ROBOTS, THROUGH
2026 ($ MILLIONS) 96
FIGURE 3 GLOBAL MARKET FOR AUTONOMOUS INDUSTRIAL ROBOTS, 2015-2026
($ MILLIONS) 96
MILITARY ROBOTS 97
TABLE 15 GLOBAL MARKET FOR AUTONOMOUS MILITARY ROBOTS, THROUGH 2026
($ MILLIONS) 97
FIGURE 4 GLOBAL MARKET FOR AUTONOMOUS MILITARY ROBOTS, 2015-2026 ($
MILLIONS) 97
FIGURE 5 GLOBAL MARKET SHARE FOR AUTONOMOUS MILITARY ROBOTS,
2015-2026 (%) 98
Self-Driving Vehicles 99
UAVs 99
Undersea Warfare Robots 100
TABLE 16 GLOBAL MARKET FOR AUTONOMOUS UNDERSEA WARFARE ROBOTS,
THROUGH 2026 ($ MILLIONS) 100
AGRICULTURAL ROBOTS 101
TABLE 17 GLOBAL MARKET FOR AUTONOMOUS AGRICULTURAL ROBOTS,
THROUGH 2026 ($ MILLIONS) 101
FIGURE 6 GLOBAL MARKET FOR AUTONOMOUS AGRICULTURAL ROBOTS,
2015-2026 ($ MILLIONS) 101
CLEANING ROBOTS 102
TABLE 18 GLOBAL MARKET FOR AUTONOMOUS CLEANING ROBOTS, THROUGH
2026 ($ MILLIONS) 102
FIGURE 7 GLOBAL MARKET FOR AUTONOMOUS CLEANING ROBOTS, 2015-2026 ($
MILLIONS) 102
MEDICAL ROBOTS 103
TABLE 19 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN HEALTHCARE
APPLICATIONS, THROUGH 2026 ($ MILLIONS) 103
FIGURE 8 GLOBAL MARKET FOR AUTONOMOUS ROBOT HEALTHCARE
APPLICATIONS, 2015-2026 ($ MILLIONS) 103
Telepresence Robots 103
MINING AND ENERGY PRODUCTION 104
TABLE 20 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN MINING AND ENERGY
PRODUCTION, THROUGH 2026 ($ MILLIONS) 104
FIGURE 9 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN MINING AND ENERGY
PRODUCTION, 2015-2026 ($ MILLIONS) 105
Automated Mining Trucks 105
Energy Exploration and Production 106
SCIENTIFIC RESEARCH 106
TABLE 21 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN RESEARCH
APPLICATIONS, THROUGH 2026 ($ MILLIONS) 106
FIGURE 10 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN RESEARCH
APPLICATIONS, 2015-2026 ($ MILLIONS) 107
Space Exploration 107
Undersea Research 108
CHAPTER 8 EMBEDDED SYSTEMS 110
DEFINITION, GENERAL DESCRIPTION AND PROPERTIES 110
TECHNOLOGIES 110
MULTI-CORE PROCESSORS IN EMBEDDED SYSTEMS 110
EMBEDDED OPERATING SYSTEMS 111
EMBEDDED DIGITAL SECURITY 111
DEALING WITH UNCERTAINTY 112
APPLICATIONS 112
SMART GRID 112
MEDICAL DEVICES 114
Medical Implants 114
Monitoring Devices 114
Elderly Care 115
MARKETS 116
TABLE 22 GLOBAL MARKET FOR SMART EMBEDDED SYSTEMS, THROUGH 2026 ($
MILLIONS) 117
CHAPTER 9 INTELLIGENT ASSISTANTS 119
DEFINITION, GENERAL DESCRIPTION AND PROPERTIES 119
TECHNOLOGIES 119
NATURAL LANGUAGE PROCESSING 119
PREDICTIVE INTELLIGENCE 120
APPLICATIONS 121
CONSUMER APPLICATIONS 121
ENTERPRISE APPLICATIONS 122
Customer-Facing Applications 122
Sector-Specific Applications 123
Internal-Facing Applications 123
MARKETS 124
TABLE 23 GLOBAL MARKET FOR INTELLIGENT ASSISTANTS, THROUGH 2026 ($
MILLIONS) 124
CHAPTER 10 APPENDIX A COMPANIES, ACADEMIC AND GOVERNMENT
LABORATORIES DEVELOPING SMART MACHINES AND RELATED TECHNOLOGIES 126
ENABLING TECHNOLOGIES 126
BAOLAB MICROSYSTEMS, S.L. 126
BRISTOL ROBOTICS LABORATORY 126
CYCLONE POWER TECHNOLOGIES INC. 127
INTERNATIONAL BUSINESS MACHINES 127
ROBOTIC TECHNOLOGY INC. 127
ROBOTIC VISION TECHNOLOGIES 128
SYSTRON DONNER INERTIAL 128
EXPERT SYSTEMS 128
AKELEX 128
EXSYS INC. 129
HONEYWELL AEROSPACE 129
ISABEL HEALTHCARE INC. 129
LOGICAL IMAGES INC. 130
MASSACHUSETTS GENERAL HOSPITAL 130
ROCKWELL COLLINS 131
VANGUARD SOFTWARE CORP. 131
NEUROCOMPUTING 131
AB NONLINEAR SOLUTIONS OY 131
ALYUDA RESEARCH LLC 132
AND CORP. 132
ANFIELD CAPITAL PTY LTD. 132
APPLIED ANALYTIC SYSTEMS 133
BRAIN CORP. 133
CHURCHILL SYSTEMS INC. 134
CROSSBAR INC. 134
HOLOGIC INC. 135
HRL LABORATORIES LLC 135
INTELLIDYNAMICS 135
KNOWM TECHNOLOGY LLC 136
NEURODIMENSION INC. 136
NEURALWARE 136
PREDPOL INC. 137
QUALCOMM INC. 138
REINCLOUD 138
SCHILLER AG 138
SIEMENS AG 138
WARD SYSTEMS GROUP INC. 139
AUTONOMOUS ROBOTS 139
AUTONOMOUS TRACTOR CORP. 139
BAE SYSTEMS INC. 139
BLUEFIN ROBOTICS CORP. 140
BLUE RIVER TECHNOLOGY 140
CATERPILLAR INC. 140
C and C TECHNOLOGIES 141
DORHOUT RandD LLC 141
FETCH ROBOTICS 141
INDUCT TECHNOLOGY 141
INTERNATIONAL SUBMARINE ENGINEERING LTD. 142
INTOUCH HEALTH 142
IROBOT CORP. 143
KOMATSU LTD. 143
KONGSBERG MARITIME 144
KUKA AG 144
LOCKHEED MARTIN CORP. 145
NORTHROP GRUMMAN CORP. 145
RETHINK ROBOTICS INC. 145
ROBOTIC HARVESTING LLC 146
SAMSUNG TECHWIN CO. LTD. 146
SCIENCE APPLICATIONS INTERNATIONAL CORP. 146
TELEDYNE GAVIA EHF 147
VISION ROBOTICS. 147
VITIROVER 147
WALL-YE 148
EMBEDDED SYSTEMS 148
COMVERGE INC. 148
GAINSPAN CORP. 148
MEDTRONIC 149
MMB NETWORKS INC. 149
SENSIMED AG 150
SILICON LABORATORIES EMBER. 150
INTELLIGENT ASSISTANTS 150
ANBOTO GROUP 150
ARTIFICIAL SOLUTIONS 151
ASTUTE SOLUTIONS 151
CODEBABY 151
CREATIVE VIRTUAL LTD. 152
EXPERTMAKER AB 152
INTELLIRESPONSE 152
NEXTIT 153
CHAPTER 11 APPENDIX B: PATENTS 155
PATENTS BY TYPE OF SMART MACHINE 155
FIGURE 11 U.S. SMART MACHINE PATENTS BY TYPE OF SMART MACHINE ISSUED,
THROUGH DECEMBER 31, 2015 (%) 155
PATENT PORTFOLIOS 156
TABLE 24 NUMBER OF LARGEST SMART MACHINE U.S. PATENT PORTFOLIOS,
DECEMBER 31, 2015 156
LIST OF TABLES

SUMMARY TABLE GLOBAL MARKET FOR SMART MACHINES, THROUGH 2026 ($
MILLIONS) 7
TABLE 1 GLOBAL MARKET FOR SMART MACHINES BY TYPE, THROUGH 2026 ($
MILLIONS) 16
TABLE 2 GLOBAL MARKET FOR EXPERT SYSTEMS, THROUGH 2026 ($ MILLIONS) 36
TABLE 3 REPORTED APPLICATIONS OF ANNS IN FINANCE AND ACCOUNTING 46
TABLE 4 REPORTED APPLICATIONS OF ANNS IN THE MANUFACTURING INDUSTRY 49
TABLE 5 REPORTED APPLICATIONS OF ANNS IN MARKETING AND SALES 50
TABLE 6 REPORTED APPLICATIONS OF ANNS IN STRATEGIC MANAGEMENT AND
BUSINESS POLICY 53
TABLE 7 REPORTED APPLICATIONS OF ANNS IN TELECOMMUNICATIONS 54
TABLE 8 REPORTED APPLICATIONS OF ANNS IN HEALTH CARE 56
TABLE 9 GLOBAL MARKET FOR NEURAL COMPUTING TECHNOLOGIES, THROUGH
2026 ($ MILLIONS) 59
TABLE 10 GLOBAL MARKET FOR MEMRISTOR NEUROMORPHIC CHIPS, THROUGH
2026 ($ MILLIONS) 60
TABLE 11 PROJECTED MARKET FOR SOFTWARE ANNS, THROUGH 2026 ($ MILLIONS) 60
TABLE 12 GLOBAL MARKET FOR AUTONOMOUS ROBOTS, THROUGH 2026 ($
MILLIONS) 92
TABLE 13 GLOBAL MARKET FOR SELF-DRIVING VEHICLES, THROUGH 2026 ($
MILLIONS) 95
TABLE 14 GLOBAL MARKET FOR AUTONOMOUS INDUSTRIAL ROBOTS, THROUGH
2026 ($ MILLIONS) 96
TABLE 15 GLOBAL MARKET FOR AUTONOMOUS MILITARY ROBOTS, THROUGH 2026
($ MILLIONS) 97
TABLE 16 GLOBAL MARKET FOR AUTONOMOUS UNDERSEA WARFARE ROBOTS,
THROUGH 2026 ($ MILLIONS) 100
TABLE 17 GLOBAL MARKET FOR AUTONOMOUS AGRICULTURAL ROBOTS, THROUGH
2026 ($ MILLIONS) 101
TABLE 18 GLOBAL MARKET FOR AUTONOMOUS CLEANING ROBOTS, THROUGH 2026
($ MILLIONS) 102
TABLE 19 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN HEALTHCARE
APPLICATIONS, THROUGH 2026 ($ MILLIONS) 103
TABLE 20 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN MINING AND ENERGY
PRODUCTION, THROUGH 2026 ($ MILLIONS) 104
TABLE 21 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN RESEARCH
APPLICATIONS, THROUGH 2026 ($ MILLIONS) 106
TABLE 22 GLOBAL MARKET FOR SMART EMBEDDED SYSTEMS, THROUGH 2026 ($
MILLIONS) 117
TABLE 23 GLOBAL MARKET FOR INTELLIGENT ASSISTANTS, THROUGH 2026 ($
MILLIONS) 124
TABLE 24 NUMBER OF LARGEST SMART MACHINE U.S. PATENT PORTFOLIOS,
DECEMBER 31, 2015 156

LIST OF FIGURES

SUMMARY FIGURE GLOBAL MARKET FOR SMART MACHINES, 2015-2026 ($ MILLIONS) 8
FIGURE 1 GLOBAL MARKET FOR AUTONOMOUS ROBOTS, 2015-2026 ($ MILLIONS) 92
FIGURE 2 GLOBAL MARKET FOR AUTONOMOUS ROBOTS BY TYPE OF END USE,
2015-2026 ($ MILLIONS) 93
FIGURE 3 GLOBAL MARKET FOR AUTONOMOUS INDUSTRIAL ROBOTS, 2015-2026 ($
MILLIONS) 96
FIGURE 4 GLOBAL MARKET FOR AUTONOMOUS MILITARY ROBOTS, 2015-2026 ($
MILLIONS) 97
FIGURE 5 GLOBAL MARKET SHARE FOR AUTONOMOUS MILITARY ROBOTS,
2015-2026 (%) 98
FIGURE 6 GLOBAL MARKET FOR AUTONOMOUS AGRICULTURAL ROBOTS, 2015-2026
($ MILLIONS) 101
FIGURE 7 GLOBAL MARKET FOR AUTONOMOUS CLEANING ROBOTS, 2015-2026 ($
MILLIONS) 102
FIGURE 8 GLOBAL MARKET FOR AUTONOMOUS ROBOT HEALTHCARE APPLICATIONS,
2015-2026 ($ MILLIONS) 103
FIGURE 9 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN MINING AND ENERGY
PRODUCTION, 2015-2026 ($ MILLIONS) 105
FIGURE 10 GLOBAL MARKET FOR AUTONOMOUS ROBOTS IN RESEARCH
APPLICATIONS, 2015-2026 ($ MILLIONS) 107
FIGURE 11 U.S. SMART MACHINE PATENTS BY TYPE OF SMART MACHINE ISSUED,
THROUGH DECEMBER 31, 2015 (%) 155

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