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Published byDelphia Edwards Modified over 9 years ago
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FPGA Implementation of Closed-Loop Control System for Small-Scale Robot
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2 Small-scale robot for urban search and rescue Bore Hole Search Occluded Spaces with Tethered Robot Dropped Through Bore Hole Deployed Configuration Stowed Configuration
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3 Introduction Small-Scale Robot –Beneficial for urban search and rescue, military surveillance and countermeasure, planetary exploration –Resource-constrained issues –Mechanical design and controller design CRAWLER functional architecture
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4 Introduction (cont ’ d) Tasks of this project –Investigate FPGA implementation of different designs for PID control system to provide performance and resource requirements to Run Time Reconfiguration (RTR) and HW/SW codesign algorithms –Different designs One-channel parallel and serial designs Multiple-channel designs –These designs are evaluated in terms of Area Power Speed
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5 Related work Weiss et al. analyzed different RTR methods on the XC6000 architecture [2]. Shirazi described a framework and tools for RTR [5]. Noguera and Badia proposed a HW/SW codesign algorithm for dynamically reconfiguration [3]. Chen et al. implemented a complete wheelchair controller on an FPGA with parallel PID design [13]. Samet et al. designed three PID architectures for FPGA implementation – parallel, serial and mixed [14]. Chan et al. implemented power-efficient design of PID controller using FPGA [Chan04]. –[Chan04]: Y.F. Chan, M. Moallem, and W. Wang, “Efficient implementation of PID control algorithm using FPGA technology,” in 43rd IEEE Conference on Decision and Control, Vol. 5, Dec. 2004, pp. 4885 – 4890.
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6 PID control algorithm Differential equation K p : proportional gain, T i : integral time constant, T d : derivative time constant : Position algorithm : Incremental algorithm where Difference equation
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7 One-channel parallel design Incremental algorithm 4 additions and 3 multiplications
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8 Department of Electrical Engineering, University of Minnesota One-channel serial design
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9 Multiple-channel designs Channel-level parallel (CLP) designs Each channel has its own PID unit Large area, proportional to number of channels Channel-level serial (CLS) designs All channels share one PID unit Small area independent of each channel More complex control unit Context switching
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10 Multiple-channel designs Channel-level parallel (CLP) designs Each channel has its own PID unit Large area, proportional to number of channels Channel-level serial (CLS) designs All channels share one PID unit Small area independent of each channel More complex control unit Context switching Arithmetic-level parallel (ALP) design Arithmetic-level serial (ALS) design
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11 Experiment system platform FPGA board (Xport) –Spartan II XC2S150 FPGA Microprocessor module (GBA) –ARM7TDMI processor, 32-bit RISC
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12 Department of Electrical Engineering, University of Minnesota Function test Step response control –All designs perform correct function. –Fast response, small overshoot and high accuracy.
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13 Performance test: area Area test –Test tool Xilinx ISE, Place & Route Report –Test metric CLB slices Logic gates Device resources utilization of designs
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14 Performance test: area (cont ’ d) Area –CLS design smaller than CLP design for large number of channels –But, CLP design smaller for small number of channels –Arithmetic-level serial design always smaller than arithmetic-level parallel, whatever CLP or CLS
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15 Performance test: speed Speed test –Test tool Xilinx Timing Analyzer
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16 Performance test: power Power test –Test tool Xilinx XPower –Input signals Set input signal frequency and activity rate: far from accurate Simulation data file (VCD file): accurate –Simulation tool: ModelSim –Simulation input: real step response experiment data –Two situations Stable state –Control error = 0 Dynamic state –Control error 0
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17 Performance test: power (cont ’ d)
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18 Performance test: power (cont ’ d) Power dissipation –For the same sampling frequency, CLP+ALS design consumes least power. –But area of CLP is too large for large number of channels. CLS+ALS design has smallest area.
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19 Conclusions Preliminary work exploring resources-constrained robot control system design using FPGA. One-channel serial and parallel architectures, and CLS multiple-channel designs for PID closed-loop control. Functional correctness verified. For one channel design increasing sampling frequency, –ALS shows less power than ALP. For small number of channels –CLP+ALS design has smallest area and least power. For large number of channels –CLP+ALS design still least power, but design is too large. –CLS+ALS design has smallest area. Performance test methodologies and metrics discussed.
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20 Future work Implement and test on Virtex-II Pro FPGA. Run time reconfiguration: reconfigure structure to adapt different situation and terrain. Use Virtex-II FPGA clock gating structure to improve power efficiency. Decrease motor power consumption. Current work: develop FPGA Interface to C3088 camera using Xilinx ML310 board (Virtex-II pro).
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