Abstract
In this paper, we present a new application of laser range-finder sensing to agricultural spraying vehicles. The current generation of spraying vehicles use automatic controllers to maintain the height of the sprayer booms above the crop. However, these control systems are typically based on ultrasonic sensors mounted on the booms, which limits the accuracy of the measurements and the response of the controller to changes in the terrain, resulting in a sub-optimal spraying process. To overcome these limitations, we propose to use a laser scanner, attached to the front of the sprayer’s cabin, to scan the ground surface in front of the vehicle and to build a scrolling 3d map of the terrain. We evaluate the proposed solution in a series of field tests, demonstrating that the approach provides a more detailed and accurate representation of the environment than the current sonar-based solution, and which can lead to the development of more efficient boom control systems.
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References
MRPT framework. Website (2013). http://www.mrpt.org
Anthonis, J., Audenaert, J., Ramon, H.: Design optimisation for the vertical suspension of a crop sprayer boom. Biosyst. Eng. 90(2), 153–160 (2005)
Biber, P., Weiss, U., Dorna, M., Albert, A.: Navigation system of the autonomous agricultural robot “BoniRob”. In: Proceedings IROS Workshop on Agricultural Robotics (2012)
Jeon, H., Womac, A., Wilkerson, J., Hart, W.: Sprayer boom instrumentation for field use. Trans. ASAE 47(3), 659–666 (2004)
Magnusson, M., Lilienthal, A., Duckett, T.: Scan registration for autonomous mining vehicles using 3D-NDT. J. Field Robot. 24(10), 803–827 (2007)
Endalew, A.M., Debaer, C., Rutten, N., Vercammen, J., Delele, M.A., Ramon, H., Nicolaï, B.M., Verboven, P.: Modelling the effect of tree foliage on sprayer airflow in orchards. Bound.-Layer Meteorol. 138, 139–162 (2011)
Moorehead, S.J., Wellington, C.K., Gilmore, B.J., Vallespi, C.: Automating orchards: A system of autonomous tractors for orchard maintenance. In: Proceedings IROS Workshop on Agricultural Robotics (2012)
Moreno, F.-A., Gonzalez-Jimenez, J., Blanco, J.L., Esteban, A.: An instrumented vehicle for efficient and accurate 3D mapping of roads. Comput. Aided Civ. Infrastruct. Eng. 28, 403–419 (2013)
Nüchter, A., Lingemann, K., Hertzberg, J., Surmann, H.: 6d SLAM - 3d mapping outdoor environments. J. Field Robot. 24(8–9), 699–722 (2007)
Pedersen, S., Fountas, S., Have, H., Blackmore, B.: Agricultural robots - system analysis and economic feasibility. Precis. Agric. 7(4), 295–308 (2006)
Rovira-Más, F., Zhang, Q., Reid, J.F.: Stereo vision three-dimensional terrain maps for precision agriculture. Comput. Electron. Agric. 60(2), 133–143 (2008)
Sun, J., Miao, Y.: Simulation and controller design for an agricultural sprayer boom leveling system. In: Third International Conference on Measuring Technology and Mechatronics Automation (ICMTMA), vol. 3, pp. 245–248 (2011)
Thrun, S., et al.: Stanley: the robot that won the DARPA grand challenge. In: Buehler, M., Iagnemma, K., Singh, S. (eds.) The 2005 DARPA Grand Challenge. Springer Tracts in Advanced Robotics, vol. 36, pp. 1–43. Springer, Heidelberg (2007)
Walklate, P., Cross, J., Richards, G., Murray, R., Baker, D.: Comparison of different spray volume deposition models using lidar measurements of apple orchards. Biosyst. Eng. 82(3), 253–267 (2002)
Wei, J., Salyani, M.: Development of a laser scanner for measuring tree canopy characteristics, phase 2: foliage density measurement. Trans. ASABE 48(4), 1595–1601 (2005)
Wellington, C., Campoy, J. abd Khot, L., Ehsani, R.: Orchard tree modeling for advanced sprayer control and automatic tree inventory. In: Proceedings of IROS Workshop on Agricultural Robotics (2012)
Acknowledgments
This project was supported by a BBSRC SPARK Award, in collaboration with Househam Sprayers Ltd.
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Moreno, FA., Cielniak, G., Duckett, T. (2014). Evaluation of Laser Range-Finder Mapping for Agricultural Spraying Vehicles. In: Natraj, A., Cameron, S., Melhuish, C., Witkowski, M. (eds) Towards Autonomous Robotic Systems. TAROS 2013. Lecture Notes in Computer Science(), vol 8069. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-43645-5_22
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DOI: https://doi.org/10.1007/978-3-662-43645-5_22
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