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considering the sensor’s scanning speed is crucial for efficient data   7.  Data Processing and Compatibility
        acquisition. Aircraft speed along the flight line is another factor.   The quality of the collected data is only as good as the processing
        Faster scan speed may result in larger point density, but that can   capabilities of the software you use. Assess the workflow of data
        be negated if the drone flies too fast for the requirements. Balanc-  processing and compatibility with software applications com-
        ing the scanning pattern and speed is essential to achieve optimal   monly used in aerial mapping projects. Also, asses your staff’s
        results without compromising data quality.             skill level and their ability to use the software successfully. If your
                                                               firm’s staff does not have the skill level, you may opt for a more
                                                               automated workflow that saves time and effort. However, the
                                                               time savings may mean you don’t have the trained expertise to
                                                               identify and analyze errors. There are black box one button op-
                                                               tions, and there are professional software suites with full manual
                                                               control of processing steps. The increase in software and staffing
                                                               costs may be the difference in successfully delivering data and
                                                               retaining clients. LiDAR processing is not easy, do not believe a
                                                               person who tells you that it is.











            5.  Integration with GNSS and IMU Systems
        The integration of LiDAR sensors with GNSS and IMU systems
        enhances positional accuracy and data georeferencing. GNSS
        provides precise XYZ location information, while the IMU com-
        pensates for the motion and orientation of the sensor platform.
        Lower end IMU’s are susceptible to “drift”, where the sensor will   8.  Cost and Budget Constraints
        “fall asleep” when flown in a straight line for too long. This drift   While cutting-edge technology comes at a price, it’s essential to
        equates to errors in sensor orientation. Errors result in poor data.   strike a balance between performance and budget constraints.
        IMU drift takes a lot of skill to fix in post processing and is best   The highest end, most accurate and precise sensor may not be
                                                               what you need. Evaluate the overall cost of the LiDAR sensor, in-
        fixed by collecting the data in the field the correct way. IMU hard-  cluding associated software, licenses, data processing, and main-
        ware quality is the single biggest factor to consider in terms of   tenance expenses. Often times your single biggest investment
        positional, absolute accuracy.                         will not just be the drone and sensor, it will be the combination of
                                                               software, staff, and workflow that gets you the data you need. As
            6.  Site Conditions                                mentioned before, a higher price tag generally will provide better
        No two LiDAR point clouds, collected from different sensors, over   accuracy and precision. But consider the long-term benefits and
        the same area, will look the same. The point density, range, and   potential return on investment to make an informed decision that
        number of returns all will vary based on site characteristics such   aligns with the project’s goals and financial parameters.
        as buildings, cars, fences, power lines, trees, bushes, and grass. All
        these site features affect how may points will return to the sensor   Conclusion
        as a measurement.  You will have to learn the unique character-  I wrote this article as a lending hand to the surveyor community.
        istics of your chosen sensor to learn what flight altitude, overlap   Please don’t hesitate to reach out with any questions. I’ve seen
        percentage, and hardware limitations will be ideal for the specific   this technology rapidly develop in the past 20 years of my career.
        site being surveyed.                                   I see it more now than ever that a purchase is made and unfortu-
                                                               nately the sensor becomes a paper weight in the equipment room
                                                               because a firm did not properly evaluate all the aspects I men-
                                                               tioned above. Choosing the right LiDAR sensor for aerial mapping
                                                               is a critical decision that can significantly impact the success of
                                                               a project and adds another powerful tool to the land surveyor’s
                                                               toolbox. By carefully considering factors such as accuracy, point
                                                               density, range, scanning patterns, integration capabilities, envi-
                                                               ronmental considerations, and cost, you can tailor your choice to
                                                               the specific requirements of your mapping endeavor. As tech-
                                                               nology continues to advance, staying informed about the latest
                                                               developments in LiDAR technology and industry best practices will
                                                               ensure that your aerial mapping projects benefit from the most
                                                               cutting-edge and efficient solutions available.




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