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Published byJewel Griffith Modified over 9 years ago
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Autonomous Guidance Navigation and Control Michael Gillham University of Kent SYSIASS Meeting University of Essex 21.04.11
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Problems Localisation and global goals. Local Minima and obstacle avoidance. Trajectory following smoothness. Sensor uncertainties or failure. Control robustness and safety criticality.
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Research Integration of higher level control with lower level incorporating learning and deliberation. Local minima avoidance and goal seeking solutions. Real-time dynamic and static collision avoidance incorporated into the trajectory manifold. Local path planning smoothness from look-ahead prediction. Removal of chatter and instabilities from sliding mode. Weightless neural network real-time feedback dynamic controller.
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Sensing for localisation and control LIDAR: Accurate ranging to obstacles and targets Stereo vision: Angle, depth, motion. Sonar: Immediate vicinity obstacles, motion. Magnetic: Simple inertial/body frame of reference. GPS: Localisation and map planning. Gyroscope: MEMS, attitude feedback. Accelerometers: Good feedback for smoothness. Wheel rotation sensor: Traction control.
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Path Planning
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Dynamic obstacle avoidance
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Higher level and lower level control
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Looking ahead Feedback and feed-forward Virtual vehicle method Look ahead point
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Control Weightless neural networks. Modularisation. Sliding mode control. Alternate trajectories and bifurcation points. Real-time dynamic and static collision avoidance. look-ahead prediction.
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Hybrid Adaptive Intelligent Control
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Platform Processor: 1000mips 500MHz Analog Devices Blackfin BF537, 32MB SDRAM, 4MB Flash, JTAG SRV-1 Blackfin Camera with 500MHz Analog Devices Blackfin BF537 processor, 32MB SDRAM, 4MB Flash, and OV7725 VGA low-light camera (up to 60fps) with 3.6mm f2.0 lens (90-deg field-of-view) laser pointers for ranging, support for up to 4 Maxbotics ultrasonic ranging modules and various I2C sensors
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