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Displaying an analysis report on most advancement autonomous vehicles, for obstacle detection and avoidance.
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Instant Tech Insights @ (1) Click Lidar Analysis as of 2022-07-21 Machine Generated Insights The insights were generated in an incredible 1676 seconds. (c) All Rights Reserved Machine Generated Insights
How to read the report? • Guideline – These reports are meant to give you a quick overview of the technology trends around the keyword. Use it as a way to quickly understand an area or as a way to check your hunch. Run queries for related keywords to get a more holistic picture of the area. Where is it most useful? – Get inputs for R&D roadmap: See pages with title "What are the focus & topic areas?" under Research View – Align tech stack to industry: See pages with title "What are developers focused on?" – Understand investment maturity : See pages with title "Top applicants", "What are the key topics?" etc under patents section – Identifying trends to keep an eye out for: See pages with title "What are the focus areas?" •
Research View • Let us understand technology advancements. Research agenda is key to understanding the upcoming technologies that are being researched that will have a major influence in this space. We do this by analysing research papers to understand emerging technologies. Two categories you will see – Where is the research focused on? – What are developer questions focused on? •
What are the focus areas? • • We analyze 2453 research papers Let us take 3 views of what areas are being researched. 1) basis words in the abstract 2) basis topic classification of the papers 3) discipline classification The top trends basis words are seen in the chart object detection, 3d object, autonomous driving, autonomous vehicle, neural network are the top 5 areas • •
What are the key topics? • • The top trends basis topics are seen below Multimodal_interaction, Global_Positioning_System, Virtual_reality, Market_research, 3D_computer_graphics are the top 5 areas
What are the key disciplines of research focus? • Research progresses across multiple disciplines. The top discipline trends are seen below that provides insights on how the topic is evolving. The top 5 disciplines are: discipline_1: Computer Vision and Pattern Recognition discipline_2: Robotics discipline_3: Quantum Physics discipline_4: Computer Vision and Pattern Recognition:Robotics discipline_5: Robotics:Computer Vision and Pattern Recognition • • • • • •
What are the top cited papers? • Citation of a paper is a key measure of importance of a technology/ concept articluated in a paper. Here we list the titles of top cited papers & show a timeline of the top cited papers. Cited count: 1685 Title: Lidar Remote Sensing for Ecosystem Studies Cited count: 1085 Title: LOAM: Lidar Odometry and Mapping in Real-time Cited count: 824 Title: Real-time loop closure in 2D LIDAR SLAM Cited count: 785 Title: Mapping forest canopy height globally with spaceborne lidar Cited count: 526 Title: Development of a UAV-LiDAR System with Application to Forest Inventory • • • • •
What are developers focused on? • As part of R&D developers build and in the process as questions in developer forums. Let us understand trends from this source. A total of 600 questions were analyzed. lidar, python, c++, point-clouds, arkit are the top 5 areas • •
Patents View • Now that we’ve understood the future research view let us switch gears to understand companies that are investing & leveraging these technology advancements. Patent analysis is key to understanding technologies that are being utilized in this space. This also gives us an insight into organizations that will play a key role going forward. Two categories you will see – Analysis of patenting trends – Company landscape analysis •
What are patent filings trends? • A total of 29837 patents were seen over the years.
What is change in applicants? • The chart shows change in number of applicants/ innovators An increase would suggest new entrants while a decrease would suggest consolidation of innovation amongst smaller set of companies •
Who are top applicants? • The chart shows change in number of applicants/ innovators
Who are new entrants? • A vibrant area is one where new entrants are filing patents. Here are companies that have filed in last 5 years sorted by number of citations of their patents.
What are the focus areas? • The chart shows change in focus areas over time in the last 5 years OR the latest 9155 were analyzed •
What are the key topics? • The top trends basis topics in the last 5 years are seen below Laser_art, Measuring_instruments, Sonar, Global_Positioning_System, Antennas_(radio) are the top 5 areas •
What are the key disciplines? • Patenting progresses across multiple disciplines. The top discipline trends are seen below that provides insights on how the area is evolving. The top 5 disciplines are: cpc_1: Constructional features, e.g. arrangements of optical elements relating to scanning cpc_2: Lidar systems specially adapted for specific applications for mapping or imaging cpc_3: Lidar systems specially adapted for specific applications for anti-collision purposes of land vehicles cpc_4: Means for monitoring or calibrating cpc_5: Simultaneous measurement of distance and other co-ordinates • • • • • •
What are the emerging discipline areas? • Emerging discpilines that are picking steam in the last couple of years is shown in the chart. The top 5 emerging disciplines are: cpc_1: Planning or execution of driving tasks specially adapted for specific operations cpc_2: Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments with ranging devices, e.g. LIDAR or RADAR cpc_3: Planning or execution of driving tasks involving control alternatives for a single driving scenario, e.g. planning several paths to avoid obstacles cpc_4: Cleaning windscreens, windows or optical devices specially adapted for cleaning other parts or devices than front windows or windscreens for signalling devices, e.g. reflectors the operation of at least a part of the cleaning means being controlled by electric means cpc_5: Making measurements of geologic samples, e.g. measurements of moisture, pH, porosity, permeability, tortuosity or viscosity • • • • • •
What are the top cited patents? • Citation of a patent is a key measure of importance of a technology/ concept articluated in the patent. Here we list the titles of top cited patents & show a timeline of the top cited patents. Cited count: 1172 Title: GPS vehicle collision avoidance warning and control system and method Cited count: 540 Title: Bar code symbol reading system supporting visual or/and audible display of product scan speed for throughput optimization in point of sale (POS) environments Cited count: 523 Title: Symbol reading system Cited count: 489 Title: GPS vehicle collision avoidance warning and control system and method Cited count: 426 Title: Camera-based tracking and position determination for sporting events • • • • •
What are the emerging cited patents? • Here we list the titles of top cited patents in last 12 months & show a timeline of the top cited patents adjusted for age.
This report was auto generated by Code+AI algorithms driven machine on 2022-07-21 We thank you for considering us for your business insight needs. Need more in depth analysis or have suggestions do write to us at info@decodem.ai Disclaimer The situation surrounding technologies & trends is dynamic and rapidly evolving, on a daily basis. Although we have taken great care prior to producing this presentation, it represents Decodem Technologies Pvt Ltd’s view at a particular point in time Decodem Technologies Pvt Ltd does not provide investment, legal, medical or other regulated advice or guarantee results. These materials reflect general insight based on information currently available and do not contain all of the information needed to determine a future course of action. Such information has not been generated or independently verified by Decodem Technologies Pvt Ltd and is inherently uncertain and subject to change. Decodem Technologies Pvt Ltd has no obligation to update these materials and makes no representation or warranty and expressly disclaims any liability with respect thereto Conclusions contained in these materials are based upon Machine Learning methodologies, are not definitive forecasts, and are not guaranteed by Decodem Technologies Pvt Ltd (c) All Rights Reserved Machine Generated Insights