High-Resolution Range Profile Recognition Based on Improved One-Dimensional Convolutional Neural Network

LU Jinwen; YIN Hongcheng; SHENG Jing; YUAN Li; DONG Chunzhu

doi:10.3969/j.issn.1671-637x.2020.08.004

[2] DU L,LIU H W,WANG P H,et al.Noise robust radar HRRP target recognition based on multitask factor analysis with small training data size［J］.IEEE Transactions on Signal Processing,2012,60(7):3546-3559.

[3] DU L,LIU H W,BAO Z,et al.Radar automatic target recognition using complex high-resolution range profiles［J］.IET Radar,Sonar and Navigation,2007,1(1):18-26.

[4] ZHU F,ZHANG X D,HU Y F,et al.Nonstationary hidden Markov models for multiaspect discriminative feature extraction from radar targets［J］.IEEE Transactions on Signal Processing,2007,55(5):2203-2214.

[5] PAN M,DU L,WANG P H,et al.Multi-task hidden Markov modeling of spectrogram feature from radar high-resolution range profiles［J］.EURASIP Journal on Advances in Signal Processing,2012,86:1-17.

[6] LIU H W,FENG B,CHEN B,et al.Radar high-resolution range profiles target recognition based on stable dictionary learning［J］.IET Radar,Sonar and Navigation,2016,10(2):228-237.

[8] HINTON G,DENG L,YU D,et al.Deep neural networks for acoustic modeling in speech recognition:the shared views of four research groups［J］.IEEE Signal Processing Magazine,2012,29(6):82-97.

[9] KRIZHEVSKY A,SUTSKEVER I,HINTON G E.Image-Net classification with deep convolutional neural networks［J］.Advances in Neural Information Processing Systems,2012,25(2):1097-1105.

[10] COLLOBERT R,WESTON J,BOTTOU L,et al.Natural language processing (almost) from scratch［J］.Journal of Machine Learning Research,2011,12:2493-2537.

[11] FENG B,CHEN B,LIU H W.Radar HRRP target recognition with deep networks［J］.Pattern Recognition, 2017,61:379-393.

[12] PAN M,JIANG J,KONG Q P,et al.Radar HRRP target recognition based on t-SNE segmentation and discriminant deep belief network［J］.IEEE Geoscience and Remote Sensing Letters,2017,14(9):1609-1613.

[13] LIAO K,SI J X,ZHU F Q,et al.Radar HRRP target recognition based on concatenated deep neural networks［J］.IEEE Access,2018,6:29211-29218.

[14] XU B,CHEN B,WAN J W,et al.Target-aware recurrent attentional network for radar HRRP target recognition［J］.Signal Processing,2019,155:268-280.

CLP Journals