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Erschienen in: Autonomous Robots 1-2/2012

01.08.2012

On the design and development of attitude stabilization, vision-based navigation, and aerial gripping for a low-cost quadrotor

verfasst von: Vaibhav Ghadiok, Jeremy Goldin, Wei Ren

Erschienen in: Autonomous Robots | Ausgabe 1-2/2012

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Abstract

This paper presents the design and development of autonomous attitude stabilization, navigation in unstructured, GPS-denied environments, aggressive landing on inclined surfaces, and aerial gripping using onboard sensors on a low-cost, custom-built quadrotor. The development of a multi-functional micro air vehicle (MAV) that utilizes inexpensive off-the-shelf components presents multiple challenges due to noise and sensor accuracy, and there are control challenges involved with achieving various capabilities beyond navigation. This paper addresses these issues by developing a complete system from the ground up, addressing the attitude stabilization problem using extensive filtering and an attitude estimation filter recently developed in the literature. Navigation in both indoor and outdoor environments is achieved using a visual Simultaneous Localization and Mapping (SLAM) algorithm that relies on an onboard monocular camera. The system utilizes nested controllers for attitude stabilization, vision-based navigation, and guidance, with the navigation controller implemented using a nonlinear controller based on the sigmoid function. The efficacy of the approach is demonstrated by maintaining a stable hover even in the presence of wind gusts and when manually hitting and pulling on the quadrotor. Precision landing on inclined surfaces is demonstrated as an example of an aggressive maneuver, and is performed using only onboard sensing. Aerial gripping is accomplished with the addition of a secondary camera, capable of detecting infrared light sources, which is used to estimate the 3D location of an object, while an under-actuated and passively compliant manipulator is designed for effective gripping under uncertainty.
The quadrotor is therefore able to autonomously navigate inside and outside, in the presence of disturbances, and perform tasks such as aggressively landing on inclined surfaces and locating and grasping an object, using only inexpensive, onboard sensors.

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1
Camera I2C interfacing are discussed by Kako on his website (http://​www.​kako.​com).
 
Literatur
Zurück zum Zitat Achtelik, M., Bachrach, A., He, R., Prentice, S., & Roy, N. (2009). Stereo vision and laser odometry for autonomous helicopters in GPS-denied indoor environments. In Proceedings of the International Society for Optical Engineering (SPIE). Achtelik, M., Bachrach, A., He, R., Prentice, S., & Roy, N. (2009). Stereo vision and laser odometry for autonomous helicopters in GPS-denied indoor environments. In Proceedings of the International Society for Optical Engineering (SPIE).
Zurück zum Zitat Ahn, K., & Thanh, T. (2005). Nonlinear pid control to improve the control performance of the pneumatic artificial muscle manipulator using neural network. Journal of Mechanical Science and Technology, 19, 106–115. CrossRef Ahn, K., & Thanh, T. (2005). Nonlinear pid control to improve the control performance of the pneumatic artificial muscle manipulator using neural network. Journal of Mechanical Science and Technology, 19, 106–115. CrossRef
Zurück zum Zitat Altuğ, E., Ostrowski, J. P., & Taylor, C. J. (2005). Control of a quadrotor helicopter using dual camera visual feedback. The International Journal of Robotics Research, 24, 329–341. CrossRef Altuğ, E., Ostrowski, J. P., & Taylor, C. J. (2005). Control of a quadrotor helicopter using dual camera visual feedback. The International Journal of Robotics Research, 24, 329–341. CrossRef
Zurück zum Zitat Amidi, O., Kanade, T., & Miller, J. R. (1998). Vision-based autonomous helicopter research at Carnegie Mellon Robotics Institute 1991–1997. In American helicopter society international conference. Amidi, O., Kanade, T., & Miller, J. R. (1998). Vision-based autonomous helicopter research at Carnegie Mellon Robotics Institute 1991–1997. In American helicopter society international conference.
Zurück zum Zitat Bayraktar, S., & Feron, E. (2008). Experiments with small helicopter automated landings at unusual attitudes. arXiv:0709.1744. Bayraktar, S., & Feron, E. (2008). Experiments with small helicopter automated landings at unusual attitudes. arXiv:0709.​1744.
Zurück zum Zitat Blösch, M., Weiss, S., Scaramuzza, D., & Siegwart, R. (2010). Vision based MAV navigation in unknown and unstructured environments. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 21–28). Blösch, M., Weiss, S., Scaramuzza, D., & Siegwart, R. (2010). Vision based MAV navigation in unknown and unstructured environments. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 21–28).
Zurück zum Zitat Bouabdallah, S., & Siegwart, R. (2007). Full control of a quadrotor. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 153–158). Bouabdallah, S., & Siegwart, R. (2007). Full control of a quadrotor. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 153–158).
Zurück zum Zitat Bouabdallah, S., Noth, A., & Siegwart, R. (2004). PID vs. LQ control techniques applied to an indoor micro quadrotor. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 2451–2456). Bouabdallah, S., Noth, A., & Siegwart, R. (2004). PID vs. LQ control techniques applied to an indoor micro quadrotor. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 2451–2456).
Zurück zum Zitat Bouguet, J. Y. (1999). Pyramidal implementation of the Lucas Kanade feature tracker (Tech. Rep.), Intel Corp. Bouguet, J. Y. (1999). Pyramidal implementation of the Lucas Kanade feature tracker (Tech. Rep.), Intel Corp.
Zurück zum Zitat Bourquardez, O., Mahony, R., Guenard, N., Chaumette, F., Hamel, T., & Eck, L. (2009). Image-based visual servo control of the translation kinematics of a quadrotor aerial vehicle. IEEE Transactions on Robotics, 25(3), 743–749. CrossRef Bourquardez, O., Mahony, R., Guenard, N., Chaumette, F., Hamel, T., & Eck, L. (2009). Image-based visual servo control of the translation kinematics of a quadrotor aerial vehicle. IEEE Transactions on Robotics, 25(3), 743–749. CrossRef
Zurück zum Zitat Castillo, P., Lozano, R., & Dzul, A. (2005). Stabilization of a mini rotorcraft with four rotors. IEEE Control Systems Magazine, 25(6), 45–55. MathSciNetCrossRef Castillo, P., Lozano, R., & Dzul, A. (2005). Stabilization of a mini rotorcraft with four rotors. IEEE Control Systems Magazine, 25(6), 45–55. MathSciNetCrossRef
Zurück zum Zitat Celik, K., Chung, S. J., Clausman, M., & Somani, A. (2009). Monocular vision SLAM for indoor aerial vehicles. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 1566–1573). Celik, K., Chung, S. J., Clausman, M., & Somani, A. (2009). Monocular vision SLAM for indoor aerial vehicles. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 1566–1573).
Zurück zum Zitat Cory, R. E. (2010). Supermaneuverable perching. PhD thesis, Massachusetts Institute of Technology, Cambridge, MA. Cory, R. E. (2010). Supermaneuverable perching. PhD thesis, Massachusetts Institute of Technology, Cambridge, MA.
Zurück zum Zitat Davison, A., Reid, I., Molton, N., & Stasse, O. (2007). MonoSLAM: Real-time single camera SLAM. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(6), 1052–1067. CrossRef Davison, A., Reid, I., Molton, N., & Stasse, O. (2007). MonoSLAM: Real-time single camera SLAM. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(6), 1052–1067. CrossRef
Zurück zum Zitat Desbiens, AL, Asbeck, A. T., & Cutkosky, M. R. (2011). Landing, perching and taking off from vertical surfaces. The International Journal of Robotics Research, 30(3), 355–370. CrossRef Desbiens, AL, Asbeck, A. T., & Cutkosky, M. R. (2011). Landing, perching and taking off from vertical surfaces. The International Journal of Robotics Research, 30(3), 355–370. CrossRef
Zurück zum Zitat Dollar, A., & Howe, R. (2006). A robust compliant grasper via shape deposition manufacturing. IEEE/ASME Transactions on Mechatronics, 11(2), 154–161. CrossRef Dollar, A., & Howe, R. (2006). A robust compliant grasper via shape deposition manufacturing. IEEE/ASME Transactions on Mechatronics, 11(2), 154–161. CrossRef
Zurück zum Zitat Fowers, S., Lee, D., Tippetts, B., Lillywhite, K., Dennis, A., & Archibald, J. (2007). Vision aided stabilization and the development of a quad-rotor micro UAV. In Proceedings of the IEEE international symposium on computational intelligence in robotics and automation (CIRA) (pp. 143–148). CrossRef Fowers, S., Lee, D., Tippetts, B., Lillywhite, K., Dennis, A., & Archibald, J. (2007). Vision aided stabilization and the development of a quad-rotor micro UAV. In Proceedings of the IEEE international symposium on computational intelligence in robotics and automation (CIRA) (pp. 143–148). CrossRef
Zurück zum Zitat Gentili, L., Naldi, R., & Marconi, L. (2008). Modeling and control of VTOL UAVs interacting with the environment. In Proceedings of the IEEE conference on decision and control (CDC) (pp. 1231–1236). Gentili, L., Naldi, R., & Marconi, L. (2008). Modeling and control of VTOL UAVs interacting with the environment. In Proceedings of the IEEE conference on decision and control (CDC) (pp. 1231–1236).
Zurück zum Zitat Grzonka, S., Grisetti, G., & Burgard, W. (2009). Towards a navigation system for autonomous indoor flying. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 2878–2883). Grzonka, S., Grisetti, G., & Burgard, W. (2009). Towards a navigation system for autonomous indoor flying. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 2878–2883).
Zurück zum Zitat Guenard, N., Hamel, T., & Moreau, V. (2005). Dynamic modeling and intuitive control strategy for an “x4-flyer”. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 141–146). Guenard, N., Hamel, T., & Moreau, V. (2005). Dynamic modeling and intuitive control strategy for an “x4-flyer”. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 141–146).
Zurück zum Zitat Guenard, N., Hamel, T., & Mahony, R. (2008). A practical visual servo control for an unmanned aerial vehicle. IEEE Transactions on Robotics, 24(2), 331–340. CrossRef Guenard, N., Hamel, T., & Mahony, R. (2008). A practical visual servo control for an unmanned aerial vehicle. IEEE Transactions on Robotics, 24(2), 331–340. CrossRef
Zurück zum Zitat Gurdan, D., Stumpf, J., Achtelik, M., Doth, K., Hirzinger, G., & Rus, D. (2007). Energy-efficient autonomous four-rotor flying robot controlled at 1 kHz. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 361–366). CrossRef Gurdan, D., Stumpf, J., Achtelik, M., Doth, K., Hirzinger, G., & Rus, D. (2007). Energy-efficient autonomous four-rotor flying robot controlled at 1 kHz. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 361–366). CrossRef
Zurück zum Zitat He, R., Prentice, S., & Roy, N. (2008). Planning in information space for a quadrotor helicopter in a GPS-denied environment. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 1814–1820). He, R., Prentice, S., & Roy, N. (2008). Planning in information space for a quadrotor helicopter in a GPS-denied environment. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 1814–1820).
Zurück zum Zitat Hoffmann, G. M., Huang, H., Waslander, S. L., & Tomlin, C. J. (2007). Quadrotor helicopter flight dynamics and control: Theory and experiment. In Proceedings of the AIAA guidance, navigation, and control conference (GNC). Hoffmann, G. M., Huang, H., Waslander, S. L., & Tomlin, C. J. (2007). Quadrotor helicopter flight dynamics and control: Theory and experiment. In Proceedings of the AIAA guidance, navigation, and control conference (GNC).
Zurück zum Zitat Huang, H., Hoffmann, G., Waslander, S., & Tomlin, C. (2009). Aerodynamics and control of autonomous quadrotor helicopters in aggressive maneuvering. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 3277–3282). Huang, H., Hoffmann, G., Waslander, S., & Tomlin, C. (2009). Aerodynamics and control of autonomous quadrotor helicopters in aggressive maneuvering. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 3277–3282).
Zurück zum Zitat Kendoul, F., Nonami, K., Fantoni, I., & Lozano, R. (2009). An adaptive vision-based autopilot for mini flying machines guidance, navigation and control. Autonomous Robots, 27, 165–188. CrossRef Kendoul, F., Nonami, K., Fantoni, I., & Lozano, R. (2009). An adaptive vision-based autopilot for mini flying machines guidance, navigation and control. Autonomous Robots, 27, 165–188. CrossRef
Zurück zum Zitat Klein, G., & Murray, D. (2007). Parallel tracking and mapping for small AR workspaces. In Proceedings of the IEEE and ACM international symposium on mixed and augmented reality (ISMAR) (pp. 1–10). CrossRef Klein, G., & Murray, D. (2007). Parallel tracking and mapping for small AR workspaces. In Proceedings of the IEEE and ACM international symposium on mixed and augmented reality (ISMAR) (pp. 1–10). CrossRef
Zurück zum Zitat Klein, G., & Murray, D. (2008). Improving the agility of keyframe-based SLAM. In Proceedings of the European conference on computer vision (ECCV) (pp. 802–815). Klein, G., & Murray, D. (2008). Improving the agility of keyframe-based SLAM. In Proceedings of the European conference on computer vision (ECCV) (pp. 802–815).
Zurück zum Zitat Kuntz, N. R., & Oh, P. Y. (2008). Development of autonomous cargo transport for an unmanned aerial vehicle using visual servoing. In: Proceedings of the ASME dynamic systems and control conference (DSCC), 2008 (pp. 731–738). CrossRef Kuntz, N. R., & Oh, P. Y. (2008). Development of autonomous cargo transport for an unmanned aerial vehicle using visual servoing. In: Proceedings of the ASME dynamic systems and control conference (DSCC), 2008 (pp. 731–738). CrossRef
Zurück zum Zitat Lindsey, Q., Mellinger, D., & Kumar, V. (2011). Construction of cubic structures with quadrotor teams. In Proceedings of the robotics: science and systems conference (RSS), Los Angeles, CA, USA. Lindsey, Q., Mellinger, D., & Kumar, V. (2011). Construction of cubic structures with quadrotor teams. In Proceedings of the robotics: science and systems conference (RSS), Los Angeles, CA, USA.
Zurück zum Zitat Lourakis, MIA, & Argyros, A. A. (2009). SBA: A software package for generic sparse bundle adjustment. ACM Transactions on Mathematical Software, 36(2), 1–30. MathSciNetCrossRef Lourakis, MIA, & Argyros, A. A. (2009). SBA: A software package for generic sparse bundle adjustment. ACM Transactions on Mathematical Software, 36(2), 1–30. MathSciNetCrossRef
Zurück zum Zitat Lowe, D. G. (2004). Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision, 60(2), 91–110. CrossRef Lowe, D. G. (2004). Distinctive image features from scale-invariant keypoints. International Journal of Computer Vision, 60(2), 91–110. CrossRef
Zurück zum Zitat Mahony, R., Hamel, T., & Pflimlin, J. (2008). Nonlinear complementary filters on the special orthogonal group. IEEE Transactions on Automatic Control, 53(5), 1203–1218. MathSciNetCrossRef Mahony, R., Hamel, T., & Pflimlin, J. (2008). Nonlinear complementary filters on the special orthogonal group. IEEE Transactions on Automatic Control, 53(5), 1203–1218. MathSciNetCrossRef
Zurück zum Zitat Mellinger, D., Michael, N., & Kumar, V. (2010). Trajectory generation and control for precise aggressive maneuvers with quadrotors. In Proceedings of the IFRR international symposium on experimental robotics (ISER). Mellinger, D., Michael, N., & Kumar, V. (2010). Trajectory generation and control for precise aggressive maneuvers with quadrotors. In Proceedings of the IFRR international symposium on experimental robotics (ISER).
Zurück zum Zitat Michael, N., Fink, J., & Kumar, V. (2009). Cooperative manipulation and transportation with aerial robots. In Proceedings of the robotics: science and systems conference (RSS). Michael, N., Fink, J., & Kumar, V. (2009). Cooperative manipulation and transportation with aerial robots. In Proceedings of the robotics: science and systems conference (RSS).
Zurück zum Zitat Montemerlo, M., Thrun, S., Koller, D., & Wegbreit, B. (2003). FastSLAM 2.0: An improved particle filtering algorithm for simultaneous localization and mapping that provably converges. In Proceedings of the international conference on artificial intelligence (IJCAI) (pp. 1151–1156). Montemerlo, M., Thrun, S., Koller, D., & Wegbreit, B. (2003). FastSLAM 2.0: An improved particle filtering algorithm for simultaneous localization and mapping that provably converges. In Proceedings of the international conference on artificial intelligence (IJCAI) (pp. 1151–1156).
Zurück zum Zitat Moore, J., & Tedrake, R. (2009). Powerline perching with a fixed-wing UAV. In Proceedings of the AIAA infotech@aerospace conference. Moore, J., & Tedrake, R. (2009). Powerline perching with a fixed-wing UAV. In Proceedings of the AIAA infotech@aerospace conference.
Zurück zum Zitat Moore, J. M. (1994). A system for landing an autonomous radio controlled helicopter on sloped terrain. Master’s thesis, Massachusetts Institute of Technology, Cambridge, Massachusetts. Moore, J. M. (1994). A system for landing an autonomous radio controlled helicopter on sloped terrain. Master’s thesis, Massachusetts Institute of Technology, Cambridge, Massachusetts.
Zurück zum Zitat Oh, S. R., Pathak, K., Agrawal, S., Pota, H., & Garratt, M. (2006). Approaches for a tether-guided landing of an autonomous helicopter. IEEE Transactions on Robotics, 22(3), 536–544. CrossRef Oh, S. R., Pathak, K., Agrawal, S., Pota, H., & Garratt, M. (2006). Approaches for a tether-guided landing of an autonomous helicopter. IEEE Transactions on Robotics, 22(3), 536–544. CrossRef
Zurück zum Zitat Pounds, P., & Dollar, A. (2010a). Aerial grasping from a helicopter UAV platform. In Proceedings of the IFRR international symposium on experimental robotics (ISER) Pounds, P., & Dollar, A. (2010a). Aerial grasping from a helicopter UAV platform. In Proceedings of the IFRR international symposium on experimental robotics (ISER)
Zurück zum Zitat Pounds, P., & Dollar, A. (2010b). Hovering stability of helicopters with elastic constraints. In Proceedings of the ASME dynamic systems and control conference (DSCC). Pounds, P., & Dollar, A. (2010b). Hovering stability of helicopters with elastic constraints. In Proceedings of the ASME dynamic systems and control conference (DSCC).
Zurück zum Zitat Pounds, P., Mahony, R., & Corke, P. (2010). Modelling and control of a large quadrotor robot. Control Engineering Practice, 18(7), 691–699. Special Issue on Aerial Robotics. CrossRef Pounds, P., Mahony, R., & Corke, P. (2010). Modelling and control of a large quadrotor robot. Control Engineering Practice, 18(7), 691–699. Special Issue on Aerial Robotics. CrossRef
Zurück zum Zitat Pounds, P.E.I., Bersak, D.R., & Dollar, A.M. (2011). Grasping from the air: Hovering capture and load stability. In Proceedings of the IEEE international conference on robotics and automation (ICRA). Pounds, P.E.I., Bersak, D.R., & Dollar, A.M. (2011). Grasping from the air: Hovering capture and load stability. In Proceedings of the IEEE international conference on robotics and automation (ICRA).
Zurück zum Zitat Romero, H., Benosman, R., & Lozano, R. (2006). Stabilization and location of a four rotor helicopter applying vision. In Proceedings of the AACC american control conference (ACC). Romero, H., Benosman, R., & Lozano, R. (2006). Stabilization and location of a four rotor helicopter applying vision. In Proceedings of the AACC american control conference (ACC).
Zurück zum Zitat Romero, H., Salazar, S., & Lozano, R. (2009). Real-time stabilization of an eight-rotor UAV using optical flow. IEEE Transactions on Robotics, 25(4), 809–817. CrossRef Romero, H., Salazar, S., & Lozano, R. (2009). Real-time stabilization of an eight-rotor UAV using optical flow. IEEE Transactions on Robotics, 25(4), 809–817. CrossRef
Zurück zum Zitat Rudol, P., Wzorek, M., & Doherty, P. (2010). Vision-based pose estimation for autonomous indoor navigation of micro-scale unmanned aircraft systems. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 1913–1920). Rudol, P., Wzorek, M., & Doherty, P. (2010). Vision-based pose estimation for autonomous indoor navigation of micro-scale unmanned aircraft systems. In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 1913–1920).
Zurück zum Zitat Soundararaj, S., Sujeeth, A., & Saxena, A. (2009). Autonomous indoor helicopter flight using a single onboard camera. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 5307–5314). Soundararaj, S., Sujeeth, A., & Saxena, A. (2009). Autonomous indoor helicopter flight using a single onboard camera. In Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) (pp. 5307–5314).
Zurück zum Zitat Strasdat, H., Montiel, J., & Davison, A. (2010). Real-time monocular SLAM: Why filter? In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 2657–2664). Strasdat, H., Montiel, J., & Davison, A. (2010). Real-time monocular SLAM: Why filter? In Proceedings of the IEEE international conference on robotics and automation (ICRA) (pp. 2657–2664).
Zurück zum Zitat Tournier, G. P., Valenti, M., & How, J. P. (2006). Estimation and control of a quadrotor vehicle using monocular vision and Moiré patterns. In Proceedings of the AIAA guidance, navigation, and control conference (GNC) (pp. 2247–2252). Tournier, G. P., Valenti, M., & How, J. P. (2006). Estimation and control of a quadrotor vehicle using monocular vision and Moiré patterns. In Proceedings of the AIAA guidance, navigation, and control conference (GNC) (pp. 2247–2252).
Zurück zum Zitat Valenti, M., Bethke, B., Fiore, G., & How, J. P. (2006). Indoor multi-vehicle flight testbed for fault detection, isolation, and recovery. In Proceedings of the AIAA guidance, navigation, and control conference (GNC). Valenti, M., Bethke, B., Fiore, G., & How, J. P. (2006). Indoor multi-vehicle flight testbed for fault detection, isolation, and recovery. In Proceedings of the AIAA guidance, navigation, and control conference (GNC).
Metadaten
Titel
On the design and development of attitude stabilization, vision-based navigation, and aerial gripping for a low-cost quadrotor
verfasst von
Vaibhav Ghadiok
Jeremy Goldin
Wei Ren
Publikationsdatum
01.08.2012
Verlag
Springer US
Erschienen in
Autonomous Robots / Ausgabe 1-2/2012
Print ISSN: 0929-5593
Elektronische ISSN: 1573-7527
DOI
https://doi.org/10.1007/s10514-012-9286-z

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