เทคโนโลยีการขับขี่อัตโนมัติที่เกิดขึ้นใหม่จะเพิ่มตลาดเรดาร์ยานยนต์เป็นสองเท่าในปี 2030

เรดาร์ยานยนต์ 2024-2044: การคาดการณ์เทคโนโลยีการใช้งาน

การใช้ฟังก์ชั่น ADAS ที่เปิดใช้งานเรดาร์เทคโนโลยีเรดาร์ใหม่การเกิดขึ้นของเรดาร์ภาพ 4D การเปรียบเทียบเรดาร์การถ่ายภาพการคาดการณ์ตลาดเรดาร์ยานยนต์ผลิตภัณฑ์ชั้นนำระดับ 1 และระดับ 2 ส่วนแบ่งการตลาดผู้จัดจำหน่ายเรดาร์ระดับ 1


Show All Description Contents, Table & Figures List Pricing Related Content
Spurred by the adoption of new advanced driver assistance technologies during this century, the automotive radar market has blossomed. However, despite its widespread adoption and popularity IDTechEx predicts within this report that there are still substantial opportunities for this humble sensor, both in terms of new technology developments and new applications. As such this market with a value of more than US$8 billion still has the potential for long, sustained, and steady growth with a 10-year CAGR of 6.9%. This report explains those opportunities, details new and emerging automotive radar technologies, thoroughly examines the existing market, and provides a 20-year forecast of its continued growth and transformation.
 
automotive radar market, autonomous vehicles, ADAS, 4D imaging radar.
 
4D radar
 
Automotive radar has been a common sensor used within the car market for more than 20 years. Thus far its deployment hasn't warranted significant imaging performance, but with the emergence and demand for higher levels of autonomy this is changing. Radar provides exceptional performance in poor weather, night-time, low reflectivity objects, and direct sunlight compared to its competitors. However, its ability to create the high-resolution images necessary for identifying free space to drive in and even perform basic object classification has so far been missing. Most radars on the market even today miss the ability to resolve in the elevation direction which creates significant pitfalls in its performance.
 
Over the past few years 4D radar and imaging radar have emerged, and in the past two years they have begun deployment onto consumer vehicles. This report highlights which radar currently available from leading tier ones such as Continental, Bosch, and ZF could be classified as 4D imaging radars. Additionally known deployments onto existing consumer vehicles are listed and the tier one radar are benchmarked against emerging start-ups such as Arbe, Uhnder, Zendar and more.
 
There is a selection of technological avenues available for improving radar angular resolution performance. This report explains the options available, how they work, the potential for improvement they offer, and which companies have been developing them. An ambitious goal of the automotive radar players has been to get below 0.1˚ of angular resolution in both the elevation and azimuth directions. With this level of performance, a radar would be able to detect an object such as a tire on its side at 200m. Some emerging technologies are getting towards this level of performance, and this report discusses how, and how there are still limitations. Furthermore, the report explores other potential technology developments that could continue the performance growth of radar.
 
Growing emphasis on short range radars driven by radar cocooning features
 
Short range and long-range radars both have important roles in enabling ADAS functionality. Forward facing dependent ADAS applications such as adaptive cruise control and automatic emergency braking require the long detection distances and high resolution offered by the cutting-edge long-range radar products. While short range radar products typically fulfil applications that don't require so much performance, such as blind spot detection systems.
 
automotive radar market, autonomous vehicles, ADAS, 4D imaging radar.
 
Forward facing ADAS applications such as adaptive cruise control are now widely adopted, which means that the growth potential for long range radar is reducing. This report found that there were 0.69 long range radars shipped per vehicle in 2022. This is set to grow, but with the vast majority of autonomous applications utilizing only a single front radar, IDTechEx predicts its adoption ceiling will be little over 1 per vehicle. Some vehicles, such as robotaxis and privately owned level 4 vehicles will consume more than one high performance, long range, 4D imaging radar per vehicle, but even by the end of this reports 20-year forecast that makes up only a small contingency of the automotive market.
 
For significant growth in overall radar numbers, one should instead turn to the short-range radar. In 2022 IDTechEx measured only 0.6 short range radar per vehicle. There is clear potential for this figure to more than treble as blind spot detection systems require at least two short range radar. Furthermore, see in this report how evolving ADAS features will require more short-range radar per vehicle, and how new semiconductor and packaging technologies could position radar as a compelling alternative to ultrasonic devices for parking sensor applications.
 
Autonomous mobility as a service coming of age
 
One of the biggest drivers for the future growth of the automotive radar market will be the emergence and widespread adoption of autonomous vehicles. These vehicles use many radars for understanding the environment and different obstacles. In fact, one of the leaders and most prominent companies in robotaxi development, Cruise, uses 21 radars per vehicle. Close rival, Waymo, relies more heavily on cameras in its sensor suite, yet it still has an impressive six radar, all of which IDTechEx believe to be high performance 4D imaging radar.
 
Currently, many of these vehicles are deployed for testing in California, with the leaders, Waymo and Cruise having a combined fleet of more than 1,000 vehicles. However, that is small in the grand scheme of the automotive market. The promising development within the past two years is that commercial robotaxi services are beginning to come online. It is now possible for members of the public to pay for autonomous mobility as a service (MaaS) in several cities across the US including San Francisco, Phoenix, and Las Vegas. For the automotive radar market this signifies a new phase of market growth propelled by vehicles that require numerous high performance automotive radar.
 
This report covers the requirements for this new era of vehicle and how their emergence will change the automotive market. IDTechEx predicts that this new mobility opportunity will have noticeable impact on the demand for new personally owned vehicles, causing the car market to peak. Despite this, see how the forecasts for automotive radar still predict continued growth after the peak in passenger car sales.
A complete and comprehensive view of the automotive radar market can be found in this report. Key aspects of the automotive radar industry covered include:
  • Forces that are driving further adoption of automotive radar, such as increased adoption of ADAS technologies, the emergence of more sophisticated ADAS technologies, and emerging autonomous driving technologies.
  • Radar requirements for private automotive products, emerging robotaxis, and autonomous mobility as a service.
  • Performance trends within radar
  • Technology trends driving performance improvements and emerging technologies
  • 4D imaging radars, technologies explained and key products benchmarked
  • Changes to radar technologies; frequencies, waveforms, radomes, antennas, and semiconductors
  • Automotive market characterization and analysis of leading tier-one companies by region, for different radar types, and radar choices of leading OEMs
 
The forecast chapter then explains how trends within the automotive radar market will play out over the next 20 years:
  • Automotive market unit sales
  • Automotive radar unit sales and revenue (US$ million)
  • Material demand for radar (million m2)
Report MetricsDetails
Historic Data2019 - 2022
CAGRThe automotive radar market is already well established, but new and upcoming technologies are driving long and stable growth with a 10-year CAGR of 6.9%.
Forecast Period2023 - 2044
Forecast UnitsUnit sales (thousands and millions), US$ million, material by million m^2, adoption %
Regions CoveredUnited States, China, Europe, Japan
Segments Coveredautomotive radar, long range radar, short range radar, 4D imaging radar
Analyst access from IDTechEx
All report purchases include up to 30 minutes telephone time with an expert analyst who will help you link key findings in the report to the business issues you're addressing. This needs to be used within three months of purchasing the report.
Further information
If you have any questions about this report, please do not hesitate to contact our report team at research@IDTechEx.com or call one of our sales managers:

AMERICAS (USA): +1 617 577 7890
ASIA (Japan): +81 3 3216 7209
EUROPE (UK) +44 1223 812300
Table of Contents
1.EXECUTIVE SUMMARY
1.1.Three Key Takeaways for the Automotive Radar Market
1.2.Introduction to Automotive Radar
1.3.ADAS Applications Enabled by Front Radar
1.4.ADAS Applications Enabled by Side Radar
1.5.Growth in ADAS Availability Over the Past 20 years
1.6.Percentage of Vehicles Shipped With Key ADAS Features in 2022
1.7.SAE Automation Levels Definition
1.8.Growth in Level 2 Deployment Since 2020
1.9.Number of Radars Shipped per Vehicle
1.10.Number of Radars Used in SAE Levels 0, 1 & 2
1.11.No of Sensors Required for Autonomous Cars - Level 0 to Level 4 and Robotaxis
1.12.The Need For and Emergence of Imaging Radar
1.13.4D Radars and Imaging Radars
1.14.Existing 4D Imaging Radars on the Market
1.15.Vehicles Currently Using 4D Imaging Radars
1.16.Semiconductor Technology Trends in Radar
1.17.Future Radar Packaging Choices
1.18.Passenger Vehicle Sales Forecast by Region 2019-2044
1.19.Autonomous Vehicles Forecast by SAE level 2022-2044
1.20.Sensors for Autonomous Vehicles 2024-2044
1.21.Radar Unit Sales for Different SAE Levels 2020-2044
1.22.Regional Radar Sales 2020-2024
1.23.Sales Revenue From Radar by SAE Level 2020-2044
1.24.Company profiles
2.INTRODUCTION
2.1.Radar - Radio Detection and Ranging
2.2.Typical Sensor Suite for Autonomous Cars
2.3.Radar
2.4.Sensors and their Purpose
2.5.Where does Radar Sit in the Sensor Trio?
2.6.ADAS Adoption by Region in 2022
2.7.Functions of Autonomous Driving at Different Levels
2.8.ADAS and AV Key Terminologies
2.9.SAE Levels of Automation in Cars
2.10.Legislative Barriers for Private Autonomous Vehicles
2.11.Safety Mandated Features Driving Wider Radar Adoption
2.12.Typical Sensor Suites and the Purpose of Each Sensor
2.13.Quantity per Car - Level 2
2.14.Sensors per Vehicle: Level 3 and Above
2.15.No More Medium Range Radar (MRR)
2.16.Occupant Detection
2.17.Radar Anatomy
2.18.Radar Key Components
2.19.Primary Radar Components - The Antenna
2.20.Primary Radar Components - the RF Transceiver
2.21.Primary Radar Components - MCU
3.REGULATORY & LEGISLATIVE PROGRESS FOR PRIVATE VEHICLES
3.1.1.Why Regulating Autonomous Vehicles is Important for the Continued Growth of Radar
3.1.2.Privately Owned Autonomous Vehicles
3.1.3.Legislation and Autonomy
3.2.Europe
3.2.1.EU Mandating Level 2 Autonomy from July 2022
3.2.2.Level 3 roll out in Europe (1)
3.2.3.Level 3 Roll Out in Europe (2)
3.2.4.Level 3 outlook in Europe
3.2.5.UNECE 2023 Update
3.3.US
3.3.1.Level 3, Legislation, US
3.3.2.Mercedes S-Class first level 3 car in US
3.3.3.Outlook for the US
3.4.China
3.4.1.Level 3, Legislation, China
3.4.2.Shenzhen Moves Towards Level 3
3.4.3.Outlook for China
3.5.Japan
3.5.1.Private Autonomous Vehicles in Japan
3.5.2.World Overview
3.5.3.The Autonomous Legal Race
4.PRIVATE AUTONOMOUS VEHICLES
4.1.ADAS Features
4.1.1.ADAS Functions and Radar
4.1.2.IDTechEx's ADAS Feature Database
4.1.3.ADAS Adoption by Region in 2022
4.1.4.ADAS Feature Deployment in the US
4.1.5.ADAS Feature Deployment in the China
4.1.6.ADAS Feature Deployment in EU + UK + EFTA
4.1.7.ADAS Feature Deployment in Japan
4.1.8.SAE Level Adoption by Region 2020 vs 2022
4.2.Examples and Case Studies
4.2.1.Sensor Suite Disclaimer
4.2.2.Honda
4.2.3.Honda Legend - Sensor suite
4.2.4.Mercedes S-Class (2021), EQS (2022)
4.2.5.Mercedes S-class - Sensor Suite
4.2.6.Daimler/Bosch Autonomous Parking
4.2.7.Ford, VW and Argo AI
4.2.8.Audi
4.2.9.Case study - Audi A8 (2017)
4.2.10.Tesla
4.2.11.Tesla's Unusual Approach
4.2.12.Tesla's Sensor Suite
4.2.13.Super Cruise (GM) and BlueCruise (Ford)
4.2.14.Cadillac Escalade - Sensor suite
4.2.15.China - XPeng and Arcfox
4.2.16.Leaders
4.2.17.Private Vehicle Leaders
4.3.Sensors for Private Vehicles
4.3.1.Front Radar Applications
4.3.2.The Role of Side Radars
4.3.3.Front and Side Radars per Car
4.3.4.Total Radars per Car for Different SAE levels
4.3.5.Vehicle camera applications
4.3.6.E-mirrors, an emerging camera application
4.3.7.External Cameras for Autonomous Driving
4.3.8.Internal Cameras for Autonomous Driver Monitoring
4.3.9.LiDARs in automotive applications
4.3.10.LiDAR Deployment
4.3.11.Total Sensors For Level 0 to Level 4 and Robotaxis
4.3.12.Summary of Privately Owned Autonomous Vehicles
4.4.Key Player Analysis
4.4.1.State of Development
4.4.2.Waymo
4.4.3.Waymo Sensor Suite
4.4.4.Cruise
4.4.5.Cruise Sensor Suite
4.4.6.Waymo and Cruise's Ground Up Robotaxi Vehicles
4.4.7.AutoX
4.4.8.AutoX Sensor Suite
4.4.9.Baidu/Apollo
4.4.10.Baidu's Ground Up Robotaxi
4.4.11.Mobileye - One of the Most Significant Testers Not in California
4.4.12.Robotaxi Sensor Suite Analysis (1)
4.4.13.Robotaxi Sensor Suite Analysis (2)
5.TIER 1 RADARS, START-UP RADARS & TIER 2 TRANSCEIVERS
5.1.1.Radar Key Performance Indicators
5.2.Tier 2 - Transceivers
5.2.1.What is the Transceiver?
5.2.2.Texas Instruments - CMOS Transceiver with AOP
5.2.3.Texas Instruments Range of Integration
5.2.4.NXP - CMOS Transceiver
5.2.5.STMicroelectronics - SiGe Transceiver
5.2.6.Infineon - Moving Over to CMOS
5.2.7.Analogue Devices
5.2.8.Global Foundries - CMOS Partnership with Bosch
5.3.Tier 1 - Radars
5.3.1.Continental ARS540 - Product
5.3.2.Continental
5.3.3.Bosch
5.3.4.Denso
5.3.5.Hella
5.3.6.ZF - Future
5.3.7.Magna fails to acquire Veoneer, But Supplies Next Gen. Radar to Fisker
5.3.8.Other Tier 1s
5.3.9.Tier 1 Leaders and Laggards
5.3.10.Vertical Integration of Radar
5.4.New Radar Entrants
5.4.1.Table of Emerging Radar Players
5.4.2.Arbe
5.4.3.Arbe and its Investors
5.4.4.Sensrad - Bringing Arbe's Technology to New Markets
5.4.5.Mobileye
5.4.6.Metawave
5.4.7.Metawave and its Investors
5.4.8.Zadar
5.4.9.High Performance And Cost Effective Imaging Radar From Zendar
5.4.10.Software Enabled High Performance Radar With Spartan
5.4.11.Smart Radar System (SRS)
5.4.12.Vayyar - Chip Manufacturer
5.4.13.Oculii (Acquired in 2021)
5.4.14.Lunewave - 3D Printed Radar Antenna
5.4.15.Others
5.4.16.Funding for Radar Start-ups
6.PERFORMANCE TRENDS IN RADAR
6.1.1.IDTechEx Radar Trends Primary Research Method
6.1.2.Radar Trends: Volume and Footprint
6.1.3.Radar Trends: Packaging and Performance
6.1.4.Radar Trends: Increasing Range
6.1.5.Radar Trends: Field of View
6.1.6.Trading FOV with Range
6.1.7.Radar Trends: Angular Resolution (lower is better)
6.1.8.Radar Trends: Virtual Channel Count
6.1.9.Radar Trends: Virtual Channels and Resolution
6.1.10.Radars Limited Resolution
6.1.11.Two Approaches to Larger Channel Counts
6.1.12.Packaging and Integration Trends
6.1.13.Radar Trilemma
7.ROUTES TO 4D AND IMAGING RADAR
7.1.1.Why 4D and Imaging Radars are Needed
7.1.2.Difference between 4D and 4D Imaging Radar
7.1.3.The Rayleigh Criterion
7.1.4.Option 1 - Increase the Operating Frequency
7.1.5.Option 2 - Larger Aperture, Zendar
7.1.6.Plastic Omnium's Functionalized Bumper
7.1.7.Option 3 - Super-Resolution Software
7.1.8.Another Solution - Scanning
7.1.9.4D Imaging Radar Examples
7.1.10.4D Imaging Radar Benchmarking Method
7.1.11.4D Imaging Radar Benchmarking Result
7.1.12.Deployments of 4D Imaging Radars
8.RADAR IN LOCALISATION
8.1.1.What is Localisation?
8.1.2.Localization: Absolute vs Relative
8.1.3.Main Methods of Localisation
8.1.4.Radar Mapping
8.1.5.Radar Localisation: Navtech
8.1.6.Radar Localisation: GPR (previously WaveSense)
9.TECHNOLOGY TRENDS WITHIN RADAR
9.1.Waveforms and MIMO
9.1.1.Introduction to Waveforms
9.1.2.Typical Performance with FMCW (single Tx/Rx) (1)
9.1.3.Typical Performance with FMCW (single Tx/Rx) (2)
9.1.4.Multiple Inputs, Multiple Outputs
9.1.5.Scaling up of MIMO
9.1.6.Oculii (acquired by Ambarella
9.1.7.Orthogonal Frequency Division Multiplexing
9.1.8.Multiple Frequency Shift Key (MFSK)
9.1.9.Random/Noise/Digital Code Modulation
9.1.10.Uhnder - DCM MIMO Chip Developer
9.2.Frequency trends
9.2.1.Which Way is Frequency Going?
9.2.2.Applications of Different Frequencies
9.2.3.Applications of Different Frequencies
9.2.4.Automotive Radar Frequency Trends
9.2.5.Which Parameters Limit the Achievable KPIs
9.2.6.The Significance of
9.2.7.Example of High Frequency Radar Imaging
9.2.8.Packaging Benefits
9.2.9.Ranging
9.2.10.Surface Ice Detection
9.2.11.Radar Imaging at 300GHz from Fraunhofer
9.2.12.Adoption Path of High Frequency Radars
9.2.13.Challenges and Hurdles for High Frequency Radar
9.2.14.Regulation
9.3.Transceivers - Semiconductor Technologies and Cascading
9.3.1.The trend towards smaller transistors
9.3.2.Transceivers Semiconductor Trends: Power and Noise
9.3.3.Transceivers Semiconductor Trends: Power and Noise
9.3.4.Transceivers Semiconductor Trends: Virtual Channels
9.3.5.SiGe BiCMOS
9.3.6.CMOS
9.3.7.FD-SOI
9.3.8.The Future
9.3.9.Timeline
9.3.10.Automotive radar trending towards more advanced silicon
9.4.Radomes, Antennas, Materials and Board Trends
9.4.1.Importance of the Radome
9.4.2.Radome and Range
9.4.3.Ideal Radome Properties
9.4.4.Radome Shape Considerations
9.4.5.Preperm
9.4.6.Laird - Side Lobe Reduction Skirt Material
9.4.7.Radar Aesthetics, Form and Function
9.4.8.Other material considerations
9.4.9.Key Material Suppliers
9.5.Radar Material Selection and Benchmarking
9.5.1.Dielectric Constant: Benchmarking Different Substrate Technologies
9.5.2.Dielectric Constant: Stability vs Frequency for Different Organic Substrates
9.5.3.Dielectric Constant: Stability vs Frequency for Different Inorganic Substrates (LTCC, Glass)
9.5.4.Loss Tangent: Benchmarking Different Substrate Technologies
9.5.5.Loss Tangent: Stability vs Frequency For Different Substrates
9.5.6.Dielectric Constant and Loss Tangent Stability: Behaviour at mmWave Frequencies and Higher
9.5.7.Temperature Stability of Dielectric Constant: Benchmarking Organic Substrates
9.5.8.Moisture Uptake: Benchmarking Different Substrate Technologies
9.6.Antennas
9.6.1.Antenna Design
9.6.2.Patch Array Design
9.6.3.Patch Array in Practice
9.6.4.Phased Array Antennas
9.6.5.Metawave - Analogue Beamforming/Beam Steering
9.6.6.Echodyne
9.6.7.Lunewave - 3D Printed Antenna
9.6.8.Antenna Miniaturisation
9.6.9.Board Trends
10.RADAR MARKET, SUPPLIERS, SHARES, STRUCTURE, CHANGES
10.1.Availability of ADAS
10.2.Adoption of ADAS Driving Radar Growth
10.3.Level 3 Vehicles and Further Radar Adoption
10.4.Tesla and Subaru
10.5.Tier One Market Share by Volume - All Radars
10.6.Tier One Market Share by Revenue - All Radar
10.7.Tier One Market Share by Revenue - Front Radar
10.8.Top OEM Front Radar Choices
10.9.Front Radar Popularity by Region - US and EU + UK + EFTA
10.10.Front Radar Popularity by Region - China and Japan
10.11.Tier One Market Share by Revenue - Side Radar
10.12.Top OEM Side Radar Choices
10.13.Side Radar Popularity by Region - US and EU + UK + EFTA
10.14.Side Radar Popularity by Region - China and Japan
10.15.Radar Model Age
10.16.Most Popular Radar Models in US
10.17.Most popular radar models in EU + UK + EFTA
11.FORECASTS
11.1.Methodology - Autonomous Vehicles Report and Total Number of Radars
11.2.Methodology - Technology Splits
11.3.Addressable Market - Passenger Vehicle Sales Forecast by Region 2019-2044
11.4.Addressable Market - Autonomous Vehicles Forecast by SAE level 2022-2044
11.5.Forecasting Method: Sensors
11.6.Addressable Market - Sensors for Autonomous Vehicles 2022-2044
11.7.Radar Unit Sales by SAE Level Forecast - 2020-2044
11.8.Radar Unit Sales by Region Forecast - 2020-2044
11.9.Radar Sales Revenue Forecast by SAE Level 2020-2044
11.10.Radar Unit Sales Forecast in US by SAE Level 2020-2044
11.11.Radar Unit Sales Forecast in China by SAE Level 2020-2044
11.12.Radar Unit Sales Forecast in EU + UK + EFTA by SAE Level 2024-2044
11.13.Radar Unit Sales Forecast in Japan by SAE Level 2020-2044
11.14.Short-Range Radar Forecast by Virtual Channels 2020-2044
11.15.Long-Range Radar Forecast by Virtual Channels 2020-2044
11.16.Total Radar Market by No. Virtual Channels 2020-2044
11.17.Radar Sales Proportionally by Frequency 2020-2044
11.18.Radar Sales Proportionally by Semiconductor Technology 2024-2044
11.19.Low-Loss Material Market Forecast for Automotive Radar 2020-2044
12.COMPANY PROFILES
12.1.Arbe (2021)
12.2.Bosch (2021)
12.3.Continental - infrastructure radar
12.4.Continental (2021)
12.5.Fisker
12.6.Greenerwave
12.7.Kayaki Advanced Materials
12.8.Metawave
12.9.Mobileye
12.10.Mobileye (2021)
12.11.Nodar
12.12.NXP (2021)
12.13.Plastic Omnium
12.14.Pontosense
12.15.Sensrad
12.16.Smart Radar System
12.17.Spartan Radar
12.18.Uhnder
12.19.Waymo
12.20.Zadar Labs
12.21.Zendar
 

Ordering Information

เรดาร์ยานยนต์ 2024-2044: การคาดการณ์เทคโนโลยีการใช้งาน

£$¥
Electronic (1-5 users)
£5,650.00
Electronic (6-10 users)
£8,050.00
Electronic and 1 Hardcopy (1-5 users)
£6,450.00
Electronic and 1 Hardcopy (6-10 users)
£8,850.00
Electronic (1-5 users)
€6,400.00
Electronic (6-10 users)
€9,100.00
Electronic and 1 Hardcopy (1-5 users)
€7,310.00
Electronic and 1 Hardcopy (6-10 users)
€10,010.00
Electronic (1-5 users)
$7,000.00
Electronic (6-10 users)
$10,000.00
Electronic and 1 Hardcopy (1-5 users)
$7,975.00
Electronic and 1 Hardcopy (6-10 users)
$10,975.00
Electronic (1-5 users)
¥990,000
Electronic (6-10 users)
¥1,406,000
Electronic and 1 Hardcopy (1-5 users)
¥1,140,000
Electronic and 1 Hardcopy (6-10 users)
¥1,556,000
Electronic (1-5 users)
元50,000.00
Electronic (6-10 users)
元72,000.00
Electronic and 1 Hardcopy (1-5 users)
元58,000.00
Electronic and 1 Hardcopy (6-10 users)
元80,000.00
Click here to enquire about additional licenses.
If you are a reseller/distributor please contact us before ordering.
お問合せ、見積および請求書が必要な方はm.murakoshi@idtechex.com までご連絡ください。

Report Statistics

Slides 310
Companies 21
Forecasts to 2044
ISBN 9781915514950
 

Preview Content

pdf Document Webinar Slides
pdf Document Sample pages
 
 
 
 

Subscription Enquiry