Dr. Peng Jia Profile

Dr. Peng Jia

Professor at Taiyuan Univ of Technology

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Author

Publications (16)

Proceedings Article | 31 August 2022 Poster + Presentation + Paper

Source detection algorithm for lobster eye telescopes with machine learning algorithms

Wenbo Liu, Peng Jia, Yuan Liu, Haiwu Pan

Proceedings Volume 12181, 121816W (2022) https://doi.org/10.1117/12.2629892

KEYWORDS: Detection and tracking algorithms, Target detection, X-ray telescopes, Algorithm development, Machine learning, X-rays, Telescopes, Signal detection, Neural networks

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Proceedings Article | 30 August 2022 Poster + Presentation + Paper

A method to build digital twin of atmospheric turbulence phase screens with comprehensible deep neural networks

Xiang Zhang, Peng Jia, Weihua Wang

Proceedings Volume 12185, 121853C (2022) https://doi.org/10.1117/12.2630029

KEYWORDS: Atmospheric turbulence, Neural networks, Point spread functions, Reconstruction algorithms, Algorithm development, Systems modeling, Turbulence, Monte Carlo methods, Image restoration, Evolutionary algorithms

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Proceedings Article | 29 August 2022 Presentation + Paper

Bad pixel recognition and dark current modelling for CMOS with machine learning algorithm

Chao Lv, Peng Jia, Yushan Li, Zhuoxiao Wang, Meng Su

Proceedings Volume 12191, 121911I (2022) https://doi.org/10.1117/12.2629905

KEYWORDS: Image processing, Detection and tracking algorithms, Modeling, Machine learning, CMOS sensors, Satellites, Cameras, Algorithm development, Ultraviolet radiation, Telescopes

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Proceedings Article | 29 August 2022 Poster + Presentation + Paper

A general purpose image restoration method with deep neural network and active learning

Jiameng Lv, Runyu Ning, Yu Song, Peng Jia

Proceedings Volume 12189, 121891U (2022) https://doi.org/10.1117/12.2637111

KEYWORDS: Image restoration, Point spread functions, Neural networks, Data modeling, Astronomy, Monte Carlo methods, Image quality, Atmospheric turbulence, Galactic astronomy, Image processing

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Proceedings Article | 29 August 2022 Presentation + Paper

Image quality evaluation and fast masking with deep neural networks

Yu Song, Runyu Ning, Jiameng Lv, Peng Jia

Proceedings Volume 12189, 121890K (2022) https://doi.org/10.1117/12.2637005

KEYWORDS: Neural networks, Image quality, Image segmentation, Image analysis, Astronomy, Image resolution, Image processing, Detection and tracking algorithms, Feature extraction, Data processing

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Proceedings Article | 29 August 2022 Poster + Presentation + Paper

Data processing pipeline for photo plates digital archives with deep neural networks

Zhimin Yang, Peng Jia, Yong Yu, Jianhai Zhao

Proceedings Volume 12189, 121891T (2022) https://doi.org/10.1117/12.2636995

KEYWORDS: Target detection, Data processing, Neural networks, Digital photography, Stars, Astronomy, Scientific research, Image quality, Machine learning, Charge-coupled devices

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Proceedings Article | 25 August 2022 Poster + Presentation + Paper

A low cost and automatic meteorites detection system with commercial camera and neural networks

Tian He, Peng Jia, Guangwei Li

Proceedings Volume 12186, 121861W (2022) https://doi.org/10.1117/12.2637011

KEYWORDS: Cameras, Neural networks, Detection and tracking algorithms, Imaging systems, Hough transforms, Data processing, Video, Target detection, Video surveillance, Video processing

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Proceedings Article | 25 August 2022 Presentation + Paper

Optimal control of wide field small aperture telescope arrays with reinforcement learning

Qiwei Jia, Peng Jia, Jifeng Liu

Proceedings Volume 12186, 121860S (2022) https://doi.org/10.1117/12.2630019

KEYWORDS: Telescopes, Monte Carlo methods, Computer simulations, Device simulation, Electromagnetic simulation, Algorithm development, Astronomy, Stars, Astronomical telescopes, Target detection

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Proceedings Article | 25 August 2022 Poster + Presentation + Paper

An automatic cost optimization method for wide field small aperture telescope arrays

Wennan Xiang, Peng Jia, Xinhua Pan, Zhengyang Li, Jifeng Liu

Proceedings Volume 12187, 121871T (2022) https://doi.org/10.1117/12.2637000

KEYWORDS: Telescopes, Optical instrument design, Point spread functions, Cameras, Signal to noise ratio, Prototyping, Genetic algorithms, Optimization (mathematics), Monte Carlo methods, CCD cameras

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Proceedings Article | 25 August 2022 Poster + Presentation + Paper

Database design for digital twin of optical telescopes

Yangyang Zhan, Peng Jia, Wennan Xiang, Zhengyang Li

Proceedings Volume 12187, 121871S (2022) https://doi.org/10.1117/12.2636996

KEYWORDS: Telescopes, Data modeling, Databases, Optical telescopes, Point spread functions, Optical instrument design, Mirrors, Artificial intelligence, Evolutionary algorithms, Device simulation

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Proceedings Article | 13 December 2020 Presentation + Paper

Smart obervation method with wide field small aperture telescopes for real time transient detection

Jia Peng, Qiang Liu, Yongyang Sun, Yitian Zheng, Wenbo Liu, Yifei Zhao

Proceedings Volume 11449, 114491Y (2020) https://doi.org/10.1117/12.2560123

KEYWORDS: Telescopes, Astronomy, Astronomical telescopes, Neural networks, Target detection, Data processing

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Proceedings Article | 13 December 2020 Presentation + Paper

Non-parametric point spread function modelling for adaptive optics systems

Peng Jia, Mingyang Ma, Miao Zhang, Xuebo Wu, Weihua Wang, Yangyang Zhan

Proceedings Volume 11448, 114484A (2020) https://doi.org/10.1117/12.2560119

KEYWORDS: Point spread functions, Adaptive optics, Modeling, Atmospheric turbulence, Data modeling, Neural networks, Numerical simulations, Image quality, Turbulence

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Proceedings Article | 3 January 2020 Paper

Astronomical image restoration and point spread function estimation with deep neural networks

Peng Jia, Xuebo Wu, Xiaoshan Yang, Yi Huang, Bojun Cai, Dongmei Cai

Proceedings Volume 11203, 112030Q (2020) https://doi.org/10.1117/12.2541083

KEYWORDS: Point spread functions, Image restoration, Neural networks, Adaptive optics

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Proceedings Article | 2 September 2014 Paper

Static characteristic measurement of MEMS deformable mirror with phase-shift interferometer

Kui Wu, Dongmei Cai, Dong Wang, Jia Peng

Proceedings Volume 9280, 92801A (2014) https://doi.org/10.1117/12.2069644

KEYWORDS: Microelectromechanical systems, Phase shifts, Deformable mirrors, Interferometers, Adaptive optics, Liquid crystals, Calibration, Wave plates, Phase shifting, Phase interferometry

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Proceedings Article | 13 September 2012 Paper

Analysis and experimental demonstration of adaptive optics based on the modal control optimization

Bangming Li, Changwei Li, Peng Jia, Sijiong Zhang

Proceedings Volume 8447, 844733 (2012) https://doi.org/10.1117/12.924094

KEYWORDS: Adaptive optics, Control systems, Actuators, Wavefronts, Atmospheric turbulence, Distortion, Astronomy, Astronomical imaging, Adaptive control, Wavefront sensors

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Proceedings Article | 13 September 2012 Paper

Ground layer adaptive optics system simulation for the 2.5m telescope in Dome A

Peng Jia, Sijiong Zhang

Proceedings Volume 8447, 84475J (2012) https://doi.org/10.1117/12.924262

KEYWORDS: Telescopes, Mirrors, Atmospheric turbulence, Device simulation, Wavefront sensors, Adaptive optics, Wavefronts, Laser guide stars, Domes, Optical simulations

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Showing 5 of 16 publications

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