LiDAR Innovations: Insights from a Patent and Scientometric Analysis
Abstract
:1. Introduction
- 1.
- Problem Analysis: An in-depth exploration of technical barriers in current LiDAR systems, focusing on cost, size, capability, and operational efficiency.
- 2.
- Solution Landscape: A thematic categorization of innovations in cost/size reduction, field-of-view (FOV) enhancement, signal quality improvement, and beam steering.
- 3.
- Comparative Evaluation: An assessment of how these solutions address specific challenges, highlighting the most impactful techniques and their implications.
- 4.
- Future Directions: Suggestions for advancing LiDAR development, identifying gaps, and proposing areas for further research and innovation.
2. Literature Review
2.1. Technological Advancements
2.2. Market Demands
2.3. Challenges
2.4. Proposed Solutions
3. Methodology
3.1. Data Sources
3.2. Data Mining
3.3. Scientometric Analysis
- 1.
- What is the annual patent award trend and how did those distribute among U.S.-based and foreign-based assignee countries? (Figure 4)
- 2.
- What is the average number of inventors per patent and how is that distributed? (Figure 8a)
- 3.
- How does the number of unique inventors on U.S.-based assignee patents compare with the aggregate of non-U.S. assignees? (Figure 8b)
- 4.
- What is the typical timing from filing to patent grant, how is that latency distributed, and were there any annual trends in that latency? (Figure 9)
- 5.
- Who were the top assignees based on the number of patent awards, and what is their annual trend? (Figure 10)
- 6.
- Were there significant differences in the filing to grant timing for the top assignees? (Figure 11)
- 7.
- Which thematic categories had the most patent activity, and were there any notable differences in their average award latency? (Figure 12)
- 8.
- Which thematic categories did the top assignees focus on? (Figure 13)
- 9.
- What was the annual trend in patents awarded across the distinct thematic categories? (Figure 14)
- 10.
- How did the number of inventors vary across thematic categories? (Figure 14)
4. Results
4.1. Temporal Trends
4.2. Thematic Clustering
4.3. Comparative Evaluation
4.3.1. Beam Generation
4.3.2. Beam Steering
4.3.3. FOV Enhancement
4.3.4. Signal Quality
4.3.5. Cost/Size Reduction
4.4. Scientometric Insights
5. Discussions
5.1. Technological Implications by Innovation Category
5.2. Targeted Future Research Opportunities and Market Alignment
5.3. Commercialization Considerations and Recommendations
5.4. Limitations
6. Conclusions
Funding
Data Availability Statement
Conflicts of Interest
References
- Li, Y.; Zhao, X.; Schwertfeger, S. Detection and Utilization of Reflections in LiDAR Scans Through Plane Optimization and Plane SLAM. Sensors 2024, 24, 4794. [Google Scholar] [CrossRef] [PubMed]
- Tan, Z.; Zhang, X.; Teng, S.; Wang, L.; Gao, F. A Review of Deep Learning-Based LiDAR and Camera Extrinsic Calibration. Sensors 2024, 24, 3878. [Google Scholar] [CrossRef]
- Naich, A.Y.; Carrión, J.R. LiDAR-based Intensity-aware Outdoor 3D Object Detection. Sensors 2024, 24, 2942. [Google Scholar] [CrossRef] [PubMed]
- Peng, H.; Zhao, Z.; Wang, L. A Review of Dynamic Object Filtering in SLAM Based on 3D LiDAR. Sensors 2024, 24, 645. [Google Scholar] [CrossRef] [PubMed]
- Roriz, R.; Silva, H.; Dias, F.; Gomes, T. A Survey on Data Compression Techniques for Automotive LiDAR Point Clouds. Sensors 2024, 24, 3185. [Google Scholar] [CrossRef]
- Qian, X.; Jiang, W.; Deen, M.J. Single Photon Detectors for Automotive LiDAR Applications: State-of-the-Art and Research Challenges. IEEE J. Sel. Top. Quantum Electron. 2023, 30, 1–20. [Google Scholar] [CrossRef]
- Li, Y.; Ibanez-Guzman, J. Lidar for Autonomous Driving: The Principles, Challenges, and Trends for Automotive Lidar and Perception Systems. IEEE Signal Process. Mag. 2020, 37, 50–61. [Google Scholar] [CrossRef]
- Hsu, C.P.; Li, B.; Solano-Rivas, B.; Gohil, A.R.; Chan, P.H.; Moore, A.D.; Donzella, V. A Review and Perspective on Optical Phased Array for Automotive LiDAR. IEEE J. Sel. Top. Quantum Electron. 2020, 27, 1–16. [Google Scholar] [CrossRef]
- Atalar, O.; Van Laer, R.; Safavi-Naeini, A.H.; Arbabian, A. Longitudinal Piezoelectric Resonant Photoelastic Modulator for Efficient Intensity Modulation At Megahertz Frequencies. Nat. Commun. 2022, 13, 1526. [Google Scholar] [CrossRef]
- De Silva, V.; Roche, J.; Kondoz, A. Robust Fusion of LiDAR and Wide-angle Camera Data for Autonomous Mobile Robots. Sensors 2018, 18, 2730. [Google Scholar] [CrossRef]
- Bo, L.; Bin, Z.; Yun, J.; Songhua, W.; Guang, W. Special Issue on Innovation and Application of LiDAR. Opto-Electron. Eng. 2024, 51, 240076-1–240076-4. [Google Scholar]
- Rinchi, O.; Ghazzai, H.; Alsharoa, A.; Massoud, Y. Lidar Technology for Human Activity Recognition: Outlooks and Challenges. IEEE Internet Things Mag. 2023, 6, 143–150. [Google Scholar] [CrossRef]
- Yin, H.; Xu, X.; Lu, S.; Chen, X.; Xiong, R.; Shen, S.; Stachniss, C.; Wang, Y. A Survey on Global Lidar Localization: Challenges, Advances and Open Problems. Int. J. Comput. Vis. 2024, 132, 3139–3171. [Google Scholar] [CrossRef]
- Li, W.; Shi, T.; Wang, R.; Yang, J.; Ma, Z.; Zhang, W.; Fu, H.; Guo, P. Advances in LiDAR Hardware Technology: Focus on Elastic LiDAR for Solid Target Scanning. Sensors 2024, 24, 7268. [Google Scholar] [CrossRef] [PubMed]
- Xie, Y.; Nanlal, C.; Liu, Y. Reliable LiDAR-based Ship Detection and Tracking for Autonomous Surface Vehicles in Busy Maritime Environments. Ocean Eng. 2024, 312, 119288. [Google Scholar] [CrossRef]
- Zhao, X.; Xia, H.; Zhou, F. NWSP: A Novel Indicator for Ocean–Land Interface Extraction Using Bathymetric LiDAR. IEEE J. Ocean. Eng. 2024, 49, 1472–1487. [Google Scholar] [CrossRef]
- Boretti, A. Perspective on Single-photon LiDAR Systems. Microw. Opt. Technol. Lett. 2024, 66, e33918. [Google Scholar] [CrossRef]
- Pan, H.; Chen, Z.; Chen, L.; Hong, H. Major Technical Barriers and A High-precision Distance Measurement Method for Frequency Modulated Continuous Wave LiDAR. Opt. Lasers Eng. 2024, 183, 108494. [Google Scholar] [CrossRef]
- Aung, N.H.H.; Sangwongngam, P.; Jintamethasawat, R.; Shah, S.; Wuttisittikulkij, L. Review of LiDAR-based 3D Object Detection Via Deep Learning Approaches Towards Robust Connected and Autonomous Vehicles. IEEE Trans. Intell. Veh. Early Access 2024, 1–23. [Google Scholar] [CrossRef]
- Bu, D.; Jiang, F.; Ku, Y.; Kong, W.; Luo, Y.; Wang, Y. A Priori Map-Based Automated Valet Parking with Accurate Adjustment Ability for Automatic Charging. Int. J. Veh. Des. 2021, 87, 120–145. [Google Scholar] [CrossRef]
- Gong, S.; Shi, C.; Zhang, H.; Lu, H.; Zeng, Z.; Chen, X. RSS-LIWOM: Rotating Solid-state LiDAR for Robust LiDAR-Inertial-Wheel Odometry and Mapping. Remote Sens. 2023, 15, 4040. [Google Scholar] [CrossRef]
- Li, Y.; Zhong, W.; Lu, Y. Calibration of Multi-sensor Fusion for Autonomous Vehicle System. Int. J. Veh. Des. 2023, 91, 248–262. [Google Scholar] [CrossRef]
- Li, Z.; Han, Y.; Wu, L.; Zang, Z.; Dai, M.; Set, S.; Yamashita, S.; Li, Q.; Fu, H. Towards An Ultrafast 3D Imaging Scanning LiDAR System: A Review. Photonics Res. 2024, 12, 1709–1729. [Google Scholar] [CrossRef]
- Thakur, A.; Mishra, S.K. An In-depth Evaluation of Deep Learning-enabled Adaptive Approaches for Detecting Obstacles using Sensor-fused Data in Autonomous Vehicles. Eng. Appl. Artif. Intell. 2024, 133, 108550. [Google Scholar] [CrossRef]
- Zhang, C.; Li, H.; Liang, D. Antireflective Vertical-cavity Surface-emitting Laser for LiDAR. Nat. Commun. 2024, 15, 1105. [Google Scholar] [CrossRef]
- Xu, H.; Yu, W.; Zhang, Q.; Yan, J.; Yuan, H. Hierarchical Fusion Based High Precision SLAM for Solid-state Lidar. Meas. Sci. Technol. 2024, 35, 055102. [Google Scholar] [CrossRef]
- Wang, X.; Zhu, J. Vehicle-mounted Imaging Lidar with Nonuniform Distribution of Instantaneous Field of View. Opt. Laser Technol. 2023, 169, 110063. [Google Scholar] [CrossRef]
- Pipicelli, M.; Gimelli, A.; Sessa, B.; De Nola, F.; Toscano, G.; Di Blasio, G. Architecture and Potential of Connected and Autonomous Vehicles. Vehicles 2024, 6, 275–304. [Google Scholar] [CrossRef]
- Shanmugam, K.; Rana, M.E.; Hong, F.T.Y. Autonomous Intelligent Vehicles: Impact, Current Market, Future Trends, Challenges, and Limitations. In Optimized Computational Intelligence Driven Decision-Making: Theory, Application and Challenges; Tripathy, H.K., Mishra, S., Balamurugan, M.R.S., Mishra, S., Eds.; Scrivener Publishing LLC: Beverly, MA, USA, 2024; pp. 173–194. [Google Scholar]
- Google. Google Patents. Available online: http://patents.google.com (accessed on 22 November 2024).
- WIPO. PATENTSCOPE, World Intellectual Property Organization (WIPO). Available online: https://patentscope.wipo.int/search/en/search.jsf (accessed on 20 November 2024).
- USPTO. Patent Public Search, United States Patent and Trademark Office (USPTO). Available online: https://www.uspto.gov/patents/search/patent-public-search (accessed on 22 November 2024).
- USPTO. Data Download Tables, U.S. Patent and Trademark Office (USPTO). Available online: https://patentsview.org/download/brf_sum_text (accessed on 2 October 2024).
- Yigitcanlar, T.; Senadheera, S.; Marasinghe, R.; Bibri, S.E.; Sanchez, T.; Cugurullo, F.; Sieber, R. Intelligence and the Local Government: A Five-Decade Scientometric Analysis on the Evolution, State-of-the-Art, and Emerging Trends. Cities 2024, 152, 105151. [Google Scholar] [CrossRef]
- Eck, N.J.V.; Waltman, L.V. Leiden University. Available online: https://www.vosviewer.com/ (accessed on 30 June 2024).
Engine | Search Command | Hits |
---|---|---|
(TI=(lidar) AND vehicle* AND distance AND cost) AND (autonomous OR driverless OR driver-less OR self-driving) after:publication:20180101 status:GRANT language:ENGLISH type:PATENT | 5414 | |
WIPO | FP:(FP:(EN_TI:(lidar) EN_ALLTXT:(vehicle* AND distance AND cost) EN_ALLTXT:(autonomous OR driverless OR driver-less OR self-driving))) AND DP:[2018 TO 2024] | 1538 |
USPTO | lidar.ti. AND vehicle* AND distance AND cost AND (autonomous OR driverless or driver-less OR self-driving) AND @py>=”2018” | 524 368 FID |
USPTO Summary | AND keywords = [‘lidar’, ‘vehicle’, ‘distance’, ‘cost’] OR keywords = [‘autonomous’, ‘driverless’, ‘driver-less’, ‘self-driving’] | 867 |
Procedure | 2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | Total |
---|---|---|---|---|---|---|---|---|
USPTO Patents | 243,775 | 314,794 | 326,228 | 330,645 | 355,647 | 357,790 | 310,568 | 2,239,447 |
AND keywords | 232 | 295 | 228 | 173 | 166 | 124 | 80 | 1298 |
OR keywords | 162 | 211 | 156 | 124 | 99 | 73 | 42 | 867 |
Duplicate Removal | 158 | 208 | 150 | 118 | 88 | 68 | 42 | 832 |
>90% Similar | 145 | 170 | 139 | 106 | 82 | 64 | 30 | 736 |
SME Irrelevant | 114 | 124 | 110 | 82 | 54 | 45 | 19 | 548 |
Remaining | 31 | 46 | 29 | 24 | 28 | 19 | 11 | 188 |
Patent | Year | Solution |
---|---|---|
10048358 | 2018 | Dynamic light pulse intensity to minimize variation of reflected signals. |
10131446 | 2018 | Dynamic light pulse repetition rate to improve range and speed. |
10048374 | 2018 | Pulse rate reduction when full resolution is unnecessary, optimizing energy use. |
10222474 | 2019 | MEMS mirror and gallium-nitrogen laser diodes integration for dynamic lighting control. |
10386465 | 2019 | Laser driver and receiver integration for enhanced synchronization and pulse width control. |
10509111 | 2019 | Encoded laser pulses to match their reflections, minimizing interference. |
10495794 | 2019 | A polarization splitting coupler stabilizes light polarization outputs, mitigating interference. |
10345436 | 2019 | Frequency-modulated laser beams detect shape changes like obstacles in real-time. |
10718857 | 2020 | Light power adaptation based on reflected signal quality across diverse environments. |
10690323 | 2020 | Precise emission angle management with adjustable divergence control. |
10641897 | 2020 | Combined polarization diversity, adjustable pulse duration, and cross-receivers. |
11175388 | 2021 | Programmable laser waveforms enable arbitrary patterns to reduce spoofing vulnerability. |
10921450 | 2021 | Variable pulse duration and polarization diversity reduce reflection noise. |
11226413 | 2022 | Adaptively control pulse energy, direction, and timing to focus only on targeted objects. |
11346926 | 2022 | Dynamic field-of-view and resolution adjustments based on a vehicle’s environment. |
11512181 | 2022 | Infrared light transmission filter that doubles as a scratch-resistant sensor cover. |
11236988 | 2022 | Autonomous light power control based on vehicle motion. |
11796648 | 2023 | Multiple light channels with independent triggers and power supply for diverse conditions. |
11837849 | 2023 | A switched-mode laser power supply with capacitors instead of resistors reduces heat. |
11543528 | 2023 | Dynamic beam size and shape to enhance reflections from dispersed targets. |
12092743 | 2024 | Dynamic laser transmission frequency adjustment to operate across diverse environments. |
11994623 | 2024 | Adjustable beam spread by controlling optical fiber movement to expand a target region. |
11879980 | 2024 | An optical grating array to diffract wavelength-specific beams, enhancing target reflections. |
Patent | Year | Solution |
---|---|---|
9885778 | 2018 | Dynamically controlled mirror positions precisely target range points, enhancing accuracy. |
9897689 | 2018 | Dynamic scan pattern using interline skipping and detouring to optimize targeting. |
10042159 | 2018 | Lissajous scanning via a field splitter to enhance gaze on critical regions. |
10353055 | 2019 | 360-degree scanning using a fixed focal plane array and non-rotational laser and receiver. |
10527726 | 2020 | A digital micro-mirror without mechanical components creates patterned light beams. |
10878984 | 2020 | A torsion spring and magnetically driven reciprocating mirror reduces power consumption. |
10649072 | 2020 | An array of scanning mirrors modulates light angle and frequency, reducing interference. |
10678117 | 2020 | An optical phased array with wavelength-tunable control eliminates moving parts. |
10641872 | 2020 | Selectable mirrors target specific range points to enhance range measurement accuracy. |
10642029 | 2020 | Enhanced targeting using orthogonal axis MEMS mirrors with offset ellipsoidal reimaging. |
10928488 | 2021 | A rotating triangular prism-shaped mirror assembly with angled reflective surfaces. |
10983273 | 2021 | An optical phased array with a weak diffraction grating layer controls beam angles. |
10908265 | 2021 | A dual-axis mirror array precisely targets range points via adaptive scan patterns. |
11454709 | 2022 | An integrated waveguide and scattering array direct a light beam without moving parts. |
11294056 | 2022 | A spatial light modulator creates patterned light beams without mechanical parts. |
11448732 | 2022 | A spiral phase plate resonator and conical mirror scans without moving parts. |
11262438 | 2022 | A matrix of sequentially activated transmitters and receivers scans without moving parts. |
11397246 | 2022 | Adjustable holographic structures and multi-wavelength beams adapt spatial resolution. |
11579363 | 2023 | On-chip planar Luneburg lens with a gradient index provides 360-degree beam steering. |
11585899 | 2023 | A photonic integrated circuit with modular linked fibers and solid-state beam steering. |
11635614 | 2023 | Digital micromirror array capable of static mirror positions to cover large fields of view. |
11747449 | 2023 | Horizontal beam deflector with vertical beam expansion using an optical lens. |
11977185 | 2024 | A single rotating polygonal component with multiple angled facets is energy-efficient. |
11906667 | 2024 | A compact waveguide uses a scattering array to beam steer without moving parts. |
11940712 | 2024 | A planar acousto-optic device uses intersecting light and acoustic waves to steer beams. |
11947042 | 2024 | An emitter array with end-fire tapers and integrated reflectors provides 2D beam steering. |
Patent | Year | Solution |
---|---|---|
10151836 | 2018 | Adjustable remote mirrors enhance blind spot and environmental coverage. |
10330780 | 2019 | Optical phase modulation with shared optical paths for multiple sources senses more area. |
10393877 | 2019 | Integrated planar light source array with beam shaping optics and scanning mirror. |
10281262 | 2019 | Adjustable FOV via pixelated light modulator, controlled reflective surfaces, and lens. |
10634793 | 2020 | Close-distance obstacle detection using four 2D scanning units with noise filtering. |
10571574 | 2020 | Co-planar integration of detector array with high frequency laser scanner. |
10983218 | 2021 | Integrated light source array and oscillating mirror increases sampling density in target area. |
11163116 | 2021 | A planar Luneburg lens with subwavelength photonic structures increases scanning field. |
11340338 | 2022 | Coherent fiber optic bundles relay light reflections from multiple FOVs to a central detector. |
11366230 | 2022 | MEMS mirrors with segment-based illumination enables arbitrary scan sequences. |
11726182 | 2023 | A photonic integrated circuit with multiple light sources directed to a 2D MEMS mirror. |
11550056 | 2023 | An array of multiple laser sources and a scanning mirror increases sampling density. |
11874377 | 2024 | Integrated system of multiple emitters, a beam scanner, and beam-shaping optics. |
Patent | Year | Solution |
---|---|---|
9933513 | 2018 | Controllable photodetector arrays that selectively activate pixel subsets to reduce noise. |
10145945 | 2018 | Continuous sensor alignment calibration using nearby vehicles with known characteristics. |
10627490 | 2020 | Encoded pulse sequences help to distinguish return signals from noise and crosstalk. |
10545222 | 2020 | Synchronized triggers for light pulse and signal detection eliminate timing delays. |
10739444 | 2020 | Combines return signals from multiple channels with temperature-adjusted bias voltages. |
11061116 | 2021 | Adjustable position of transmission and reception spherical lens aligns their focal lengths. |
11073617 | 2021 | Integrated light source and detector with shared polarization and signal processing. |
10969651 | 2021 | Crosstalk estimation and elimination with blinded photodiodes or capacitors. |
10890491 | 2021 | Modification of the spectral composition of reflected light to increase detection accuracy. |
11175386 | 2021 | A controllable photodetector array selectively targets range points to reduce noise. |
11513199 | 2022 | Multi-frame pulse integration and range gating to enhance distance accuracy. |
11415681 | 2022 | Signal dynamic range optimization through dynamic pulse intensity adjustments. |
11513226 | 2022 | Combining time-of-flight and frequency-modulated continuous wave methods. |
11430533 | 2022 | Multi-resolution sampling with dynamic timing and frequency adjustments. |
11372090 | 2022 | Dual-detector for separate intensity and time-of-flight measurements to enhance accuracy. |
11579295 | 2023 | Period switching to reduced power and sensitivity to increase contrast for object detection. |
11592558 | 2023 | Sensitivity enhancement by mixing modulated and unmodulated signals. |
11835652 | 2023 | A dual-aperture cylindrical lens ensures consistent optical properties for output and input. |
11703569 | 2023 | Dual timing modules with a unified pulse trigger synchronizes pulse output and return. |
11815599 | 2023 | Signal mixing with a reference channel reduces Doppler shifts in return signals. |
11645759 | 2023 | Filtering based on channel separated scanning space enhances signals from moving objects. |
11550036 | 2023 | Code, time, or amplitude diversity pulse encoding enhances noise and crosstalk reduction. |
11644550 | 2023 | A low-pass filter reduces high-frequency noise, enabling loss-free compressed signal storage. |
11656342 | 2023 | Adaptive bin widths in sub-histograms for different operational regions enhance resolution. |
11988781 | 2024 | Uses naturally occurring plane shapes to derive calibration parameters for multiple sensors. |
12080994 | 2024 | Chip integrated lasers and current drivers optimize signal integrity. |
11984908 | 2024 | A time-to-digital converter and histogram reduces time jitter, hence reducing noise. |
11927480 | 2024 | Consistent detection accuracy across temperature by stabilizing emitter operating voltage. |
Patent | Year | Solution |
---|---|---|
10018726 | 2018 | Integrates light source, detector, and associated electronics, using shared optical paths. |
10481269 | 2019 | Integration of rotating circuit boards, wireless power, and optical communication. |
10310085 | 2019 | Chip-scale frequency modulated continuous wave distance-measuring pixel. |
10809362 | 2020 | Compact detector array and waveguide redirects light into a small detector. |
10670724 | 2020 | Integrated wavelength filtering on a compact focal plane array eliminates rotating parts. |
10754009 | 2020 | Wireless charging replaces conductive slip rings to eliminate wear of rotating transceiver. |
10684358 | 2020 | Solid-state laser emitters steer beams electronically, including multiple optical phased arrays. |
11002835 | 2021 | Shared laser emitter and detector across multiple scanning units via distributed optical fibers. |
10969490 | 2021 | Stacked circuit boards with wireless power and data transfer, and temperature-stable optics. |
10921454 | 2021 | Solid-state design with integrated laser array and dual time-window charge storage. |
10908286 | 2021 | Silicon-on-insulator waveguide and photodetectors interconnected through common layers. |
11500066 | 2022 | Sensor integration into headlamps, utilizing shared optical pathways. |
11407676 | 2022 | Windshield integrated sensors using a specially formulated infrared-transmitting glass. |
11378688 | 2022 | Homodyne and heterodyne detection, leveraging shared bidirectional components. |
11550040 | 2023 | Control signals address individual sensors via a shared optical fiber bus, reducing parts. |
11579254 | 2023 | Integration of multiple light-emitting units with a single image sensor. |
11650296 | 2023 | Projects multiple wavelengths through a single optical path, enhancing spatial coverage. |
11555891 | 2023 | A spiral phase plate resonator device plus a conical mirror, scans without mechanical parts. |
11579264 | 2023 | A multichannel analog-digital converter with individual signal encoding reduces noise. |
11639997 | 2023 | Integrated 2D optical phased array and 2D photodetector on a single chip. |
11860280 | 2024 | Single circuit board integrating the illumination source, detector, and associated electronics. |
12038573 | 2024 | Integrated mirror module for simultaneous horizontal and vertical coverage, with fewer parts. |
11885914 | 2024 | Eliminates high-speed digital converters and clocks with simpler variable voltage reference. |
11940559 | 2024 | Transceiver array with single optimized light path and compact configuration. |
11860309 | 2024 | Differential wavelength modulation encoded range in the spectral content, obviating timers. |
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Bridgelall, R. LiDAR Innovations: Insights from a Patent and Scientometric Analysis. Designs 2025, 9, 47. https://doi.org/10.3390/designs9020047
Bridgelall R. LiDAR Innovations: Insights from a Patent and Scientometric Analysis. Designs. 2025; 9(2):47. https://doi.org/10.3390/designs9020047
Chicago/Turabian StyleBridgelall, Raj. 2025. "LiDAR Innovations: Insights from a Patent and Scientometric Analysis" Designs 9, no. 2: 47. https://doi.org/10.3390/designs9020047
APA StyleBridgelall, R. (2025). LiDAR Innovations: Insights from a Patent and Scientometric Analysis. Designs, 9(2), 47. https://doi.org/10.3390/designs9020047