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Application of Mean Field Annealing Algorithms to GPS-Based Attitude Determination

平均场退火算法在GPS姿态确定中的应用(英文)
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摘要 This paper researches the attitude determination of a body based on GPScarrier phase measurement, and the algorithms used is the mean field annealing neuralnetwork(MFANN), which has the advantages of high accuracy and rapidity. The MFANN approach is acombination of the competitive Hopfield neural network and the stochastic simulated annealingtechnique, which is efficacious in resolving the optimal attitude determination. Firstly, thefundamental principle of GPS attitude determination is described, then a test platform of attitudedetermination is set up, and the MFANN algorithm is verified to resolve integer ambiguity andazimuth angles. Lastly, the experimental example is presented by means of MFANN, and it shows thatthis method is effective. This paper researches the attitude determination of a body based on GPScarrier phase measurement, and the algorithms used is the mean field annealing neuralnetwork(MFANN), which has the advantages of high accuracy and rapidity. The MFANN approach is acombination of the competitive Hopfield neural network and the stochastic simulated annealingtechnique, which is efficacious in resolving the optimal attitude determination. Firstly, thefundamental principle of GPS attitude determination is described, then a test platform of attitudedetermination is set up, and the MFANN algorithm is verified to resolve integer ambiguity andazimuth angles. Lastly, the experimental example is presented by means of MFANN, and it shows thatthis method is effective.
出处 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2004年第3期165-169,共5页 中国航空学报(英文版)
基金 DoctoralFoundationofministryofeducation( 2 0 0 3 0 2 870 0 5 )
关键词 GPS neural network MFANN integer ambiguity attitude determination GPS neural network MFANN integer ambiguity attitude determination
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