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perception sensing modality and the need for   object rather than safely avoiding it. LIDAR’s strong
       multiple sensors in a system.        object detection and classification accuracy
                                            provides the precision necessary to complete these
       Giving machines sight                common tasks.
       The challenges of Industry 4.0 are diverse. Limited   Operating in the terahertz frequency range,
       space and autonomously acting machinery (robots,   LIDAR systems achieve fine angular resolution that
       cobots, etc.) paired in hostile environments require   translates into high resolution depth maps. With
       radar technology that’s smaller in size, more   these high-res depth maps, a LIDAR system can
       accurate, and capable of measuring nearby targets.   classify objects to fuse with vision, IMU, and radar
       Imaging and classification of surrounding areas is   information to make reliable, mission-critical
       essential to efficiency, productivity, and safety.   decisions. LIDAR systems are designed to work in
         Driven by the latest advances in RF transceiver   dynamic environments, such as outdoors in bright
       IC technology, radar is quickly becoming one of the   sunlight. By using narrow pulses of 9xx nm and
       important sensor technologies for perception   15xx nm wavelengths, and driving them with high
       applications. One example is 77 GHz fully integrated   power, LIDAR is able to see farther in these
       all-digital transceiver MMICs. High speed and   challenging conditions. In addition, the narrow
       linearity FMCW chirps combined with high output   pulses allow for finer depth resolution to detect
       power, low noise transmit and receive channels, and   multiple targets within a pixel, while the infrared
       MIMO antenna arrays now enable high performance,   light at 9xx and 15xx has less solar radiation.
       high resolution radar systems at reasonable cost.   Numerous challenges must be overcome to
       Radar-based digital beamforming enables detection   encourage the mass adoption of LIDAR systems.
       of radial velocity, angle, and distance to multiple   These include complex and costly signal chains,
       targets under the harshest environmental conditions   optical design issues, and system test and
       – it’s key for the safe and efficient interaction of   calibration. Developments are currently underway
       robots, cobots, and AGVs in dynamic environments.   to integrate these signal chains and reduce their
         The mission of an autonomous system in an   complexity, size, power requirements, and overall
       industrial setting is often to locate and pick up an   cost of ownership.

        Sensing                        Key Benefits                                       Limitations                                      Primary Contribution

        Vision                 Highest resolution, color                  Night-time, bad weather,                 3D mapping (>15 m), first level
                                                                                                    estimated range                   classification, small obstacle detection

        LIDAR                        High resolution,                                   Bad weather                           3D mapping (>15 m), first level
                                          measured range                                                                             classification, small obstacle detection

        Radar                 Most weather, measured                          Low resolution                            Object detection and tracking
                                  range, measured velocity

        Ultrasonic            All weather, measured                 Short range, low resolution,              Low speed, short range detection
                                        range, lowest cost                                slow response

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