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  1. No Access

    Article

    DSCAE: a denoising sparse convolutional autoencoder defense against adversarial examples

    Deep neural networks are a state-of-the-art method used to computer vision. Imperceptible perturbations added to benign images can induce the deep learning network to make incorrect predictions, though the per...

    Hongwei Ye, **aozhang Liu, Chunlai Li in Journal of Ambient Intelligence and Humani… (2022)

  2. Article

    Open Access

    Geomorphic contexts and science focus of the Zhurong landing site on Mars

    As part of the Tianwen-1 mission, the Zhurong rover successfully touched down in southern Utopia Planitia on 15 May 2021. On the basis of the new sub-metre-resolution images from the High Resolution Imaging Ca...

    Jianjun Liu, Chunlai Li, Rongqiao Zhang, Wei Rao, **aofeng Cui in Nature Astronomy (2022)

  3. Article

    Open Access

    Ground Validation Experiment and Spectral Detection Capability Evaluation of Mars Mineralogical Spectrometer (MMS) Aboard HX-1 Orbiter

    As a hyperspectral imager aboard the orbiter “HX-1” of China’s first Mars mission, the Mars Mineralogical Spectrometer (MMS) is designed with hyperspectral and multispectral operation modes to survey the miner...

    Bin Liu, **n Ren, Dawei Liu, Jianjun Liu, Qing Zhang, Hai Huang in Space Science Reviews (2021)

  4. Article

    Open Access

    Two-billion-year-old volcanism on the Moon from Chang’e-5 basalts

    The Moon has a magmatic and thermal history that is distinct from that of the terrestrial planets1. Radioisotope dating of lunar samples suggests that most lunar basaltic magmatism ceased by around 2.9–2.8 billio...

    Qiu-Li Li, Qin Zhou, Yu Liu, Zhiyong **ao, Yangting Lin, **-Hua Li, Hong-**a Ma in Nature (2021)

  5. Article

    Open Access

    China’s Lunar and Planetary Data System: Preserve and Present Reliable Chang’e Project and Tianwen-1 Scientific Data Sets

    Data infrastructure systems such as the National Aeronautics and Space Administration (NASA) Planetary Data System (PDS), European Space Agency (ESA) Planetary Data Archive (PSA)and Japan Aerospace Exploration...

    Wei Zuo, Chunlai Li, Zhoubin Zhang, **ngguo Zeng, Yuxuan Liu in Space Science Reviews (2021)

  6. No Access

    Article

    A S-type bistable locally active memristor model and its analog implementation in an oscillator circuit

    In this paper, a S-type memristor with tangent nonlinearity is proposed. The introduced memristor can generate two kinds of stable pinched hysteresis loops with initial conditions from two flanks of the initia...

    Chunlai Li, Haodong Li, Wenwu **e, Jianrong Du in Nonlinear Dynamics (2021)

  7. Article

    Open Access

    Detection Capability Verification and Performance Test for the High Resolution Imaging Camera of China’s Tianwen-1 Mission

    High-resolution optical cameras have always been important scientific payloads in Mars exploration missions, which can obtain detailed images of Martian surface for the study of geomorphology, topography and g...

    Wei Yan, Jianjun Liu, **n Ren, Chunlai Li, Qiang Fu, Dong Wang in Space Science Reviews (2021)

  8. No Access

    Article

    A simple chaotic circuit with magnetic flux-controlled memristor

    In this paper, we build a simple chaotic circuit by introducing a new magnetic flux-controlled memristor model. The basic dynamics, such as the type of equilibrium point, phase diagram, bifurcation diagram, an...

    Chunlai Li, Yongyan Yang, Jianrong Du in The European Physical Journal Special Topi… (2021)

  9. No Access

    Article

    Self-reproducing dynamics in a two-dimensional discrete map

    This paper mainly explores the self-reproducing dynamics in discrete-time system by constructing a two-dimension map with infinitely many fixed points. Theoretical analysis shows that the attractor of the map ...

    Chunlai Li, Zhen Chen, Xuanbing Yang in The European Physical Journal Special Topi… (2021)

  10. Article

    Open Access

    Design and Validation of the Scientific Data Products for China’s Tianwen-1 Mission

    The Tianwen-1 mission is China’s first Mars exploration mission. To complete the scientific objectives of “orbiting, landing, and patrolling” in one mission, thirteen instruments for acquiring multi-disciplina...

    Xu Tan, Jianjun Liu, **aoxia Zhang, Wei Yan, Wangli Chen, **n Ren in Space Science Reviews (2021)

  11. Article

    Open Access

    China’s Mars Exploration Mission and Science Investigation

    China’s first Mars exploration mission (Huo**ng-1) has been named as ‘Tianwen-1’ meaning Heaven Inquiry. Tianwen-1 was launched on July 23, 2020. In this paper, the scientific objectives of earlier and current...

    Chunlai Li, Rongqiao Zhang, Dengyun Yu, Guangliang Dong in Space Science Reviews (2021)

  12. No Access

    Article

    Overview of the Chang’e-4 Mission: Opening the Frontier of Scientific Exploration of the Lunar Far Side

    China’s Chang’e-4 (CE-4) mission is the first human lander/rover mission on the far side of the Moon. Its probe is composed of a lander, rover, and the Queqiao relay satellite. Queqiao was successfully launche...

    Chunlai Li, Wei Zuo, Weibin Wen, **ngguo Zeng, **ngye Gao in Space Science Reviews (2021)

  13. Article

    Open Access

    Mars Mineralogical Spectrometer (MMS) on the Tianwen-1 Mission

    The Mars Mineralogical Spectrometer (MMS) is a hyperspectral imager onboard the Mars orbiter of Tianwen-1, China’s first Mars exploration mission. MMS consists of 4 subassemblies: an Optical Sensor Unit (OSU),...

    Zhi** He, Rui Xu, Chunlai Li, Liyin Yuan, Chengyu Liu, Gang Lv in Space Science Reviews (2021)

  14. No Access

    Article

    Image encryption algorithm with circle index table scrambling and partition diffusion

    This paper introduces an image encryption algorithm shorted as CITSPD, manipulated by circle index table scrambling and partition diffusion. Firstly, the circle index table is obtained through the generation, ...

    Yang Zhou, Chunlai Li, Wen Li, Hongmin Li, Wei Feng, Kun Qian in Nonlinear Dynamics (2021)

  15. Article

    Open Access

    Lunar impact crater identification and age estimation with Chang’E data by deep and transfer learning

    Impact craters, which can be considered the lunar equivalent of fossils, are the most dominant lunar surface features and record the history of the Solar System. We address the problem of automatic crater dete...

    Chen Yang, Haishi Zhao, Lorenzo Bruzzone, Jon Atli Benediktsson in Nature Communications (2020)

  16. Article

    Open Access

    Landing Site Selection and Overview of China’s Lunar Landing Missions

    Landing site selection is of fundamental importance for lunar landing mission and it is closely related to the scientific goals of the mission. According to the widely concerned lunar science goals and the lan...

    Jianjun Liu, **ngguo Zeng, Chunlai Li, **n Ren, Wei Yan, Xu Tan in Space Science Reviews (2020)

  17. No Access

    Article

    Extremely rich dynamics in a memristor-based chaotic system

    By introducing a memristor to the jerk system, a four-dimensional (4D) chaotic system is proposed. This system has five line equilibrium points with different stability. The extremely rich dynamic behaviors ar...

    Hongmin Li, Yanfeng Yang, Wen Li, Shaobo He in The European Physical Journal Plus (2020)

  18. No Access

    Article

    Complicated dynamics in a memristor-based RLC circuit

    As the fourth basic circuit element, the memristor is usually employed to design chaotic circuit for the special electrical properties. This paper introduces a memristor-based RLC oscillation circuit with fou...

    Chunlai Li, Yang Zhou, Yanfeng Yang in The European Physical Journal Special Topi… (2019)

  19. Article

    Open Access

    Descent trajectory reconstruction and landing site positioning of Chang’E-4 on the lunar farside

    Chang’E-4 (CE-4) was the first mission to accomplish the goal of a successful soft landing on the lunar farside. The landing trajectory and the location of the landing site can be effectively reconstructed and...

    Jianjun Liu, **n Ren, Wei Yan, Chunlai Li, He Zhang, Yang Jia in Nature Communications (2019)

  20. No Access

    Article

    Shadow–highlight feature matching automatic small crater recognition using high-resolution digital orthophoto map from Chang’E Missions

    This paper introduces a new method of small lunar craters’ automatic identification, using digital orthophoto map (DOM) data. The core of the approach is the fact that the lunar exploration DOM data reveal con...

    Wei Zuo, Chunlai Li, Lingjie Yu, Zhoubin Zhang, Rongwu Wang in Acta Geochimica (2019)

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