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  1. No Access

    Article

    Virtual node graph neural network for full phonon prediction

    Understanding the structure–property relationship is crucial for designing materials with desired properties. The past few years have witnessed remarkable progress in machine-learning methods for this connecti...

    Ryotaro Okabe, Abhijatmedhi Chotrattanapituk in Nature Computational Science (2024)

  2. Article

    Open Access

    Map** the pathways of photo-induced ion migration in organic-inorganic hybrid halide perovskites

    Organic-inorganic hybrid perovskites exhibiting exceptional photovoltaic and optoelectronic properties are of fundamental and practical interest, owing to their tunability and low manufacturing cost. For pract...

    Taeyong Kim, Soyeon Park, Vasudevan Iyer, Basamat Shaheen in Nature Communications (2023)

  3. No Access

    Article

    Heavy-Head Sampling for Fast Imitation Learning of Machine Learning Based Combinatorial Auction Solver

    The winner determination problem of a combinatorial auction can be modeled as mixed-integer linear programming, and is a popular benchmark to evaluate modern solvers. Recent advancements in combinatorial optim...

    Chen Peng, Bolin Liao in Neural Processing Letters (2023)

  4. No Access

    Article

    A gradient-based neural network accelerated for vision-based control of an RCM-constrained surgical endoscope robot

    This paper presents an accelerated gradient-based neural network (GNN) to achieve visual servoing of a surgical endoscope robot. A KUKA LWR 4+ robot with seven joints is used to serve as an endoscope holder. K...

    Weibing Li, Luyang Han, **ao **ao, Bolin Liao in Neural Computing and Applications (2022)

  5. No Access

    Article

    Prescribed-time convergent and noise-tolerant Z-type neural dynamics for calculating time-dependent quadratic programming

    Neural-dynamics methods for solving quadratic programming (QP) have been studied for decades. The main feature of a neural-dynamics solver is that it can generate a continuous path from the initial point, and ...

    Bolin Liao, Yuyan Wang, Weibing Li, Chen Peng in Neural Computing and Applications (2021)

  6. No Access

    Article

    Discrete-time noise-tolerant Zhang neural network for dynamic matrix pseudoinversion

    In this work, a discrete-time noise-tolerant Zhang neural network (DTNTZNN) model is proposed, developed, and investigated for dynamic matrix pseudoinversion. Theoretical analyses show that the proposed DTNTZN...

    Qiuhong **ang, Bolin Liao, Lin **ao, Long Lin, Shuai Li in Soft Computing (2019)

  7. No Access

    Article

    Scanning ultrafast electron microscopy: Four-dimensional imaging of materials dynamics in space and time

    Conventional electron microscopy during the last three decades has experienced tremendous developments, especially in equipment design and engineering, to become one of the most widely recognized and powerful ...

    Ding-Shyue Yang, Bolin Liao, Omar F. Mohammed in MRS Bulletin (2018)

  8. Article

    Open Access

    Large thermoelectric power factor from crystal symmetry-protected non-bonding orbital in half-Heuslers

    Modern society relies on high charge mobility for efficient energy production and fast information technologies. The power factor of a material—the combination of electrical conductivity and Seebeck coefficien...

    Jiawei Zhou, Hangtian Zhu, Te-Huan Liu, Qichen Song, Ran He in Nature Communications (2018)

  9. No Access

    Article

    Photo-excited hot carrier dynamics in hydrogenated amorphous silicon imaged by 4D electron microscopy

    Scanning ultrafast electron microscopy provides new insights into hot carrier dynamics in amorphous semiconductors.

    Bolin Liao, Ebrahim Najafi, Heng Li, Austin J. Minnich in Nature Nanotechnology (2017)

  10. No Access

    Article

    Control of pendulum tracking (including swinging up) of IPC system using zeroing-gradient method

    The pendulum control of the inverted-pendulum-on-a-cart (IPC) system is one of the most important issues in nonlinear control theory and has been widely investigated. Nevertheless, the control of pendulum trac...

    Yunong Zhang, Binbin Qiu, Bolin Liao, Zhi Yang in Nonlinear Dynamics (2017)

  11. No Access

    Chapter and Conference Paper

    An Arctan-Activated WASD Neural Network Approach to the Prediction of Dow Jones Industrial Average

    Accurate prediction of the stock market index is a very challenging task due to the highly nonlinear characteristic of financial time series. For this reason, a single hidden-layer feed-forward neural network,...

    Bolin Liao, Chuan Ma, Lin **ao, Rongbo Lu in Advances in Neural Networks - ISNN 2017 (2017)

  12. No Access

    Chapter and Conference Paper

    A Complex Gradient Neural Dynamics for Fast Complex Matrix Inversion

    Complex-valued matrix inversion problem is investigated by using the gradient-neural-dynamic method. Differing from the traditional processing method (only for real-valued matrix inversion), the proposed metho...

    Lin **ao, Bolin Liao, Qinli Zeng, Lei Ding in Advances in Neural Networks - ISNN 2017 (2017)

  13. Article

    Open Access

    Entropic and Near-Field Improvements of Thermoradiative Cells

    A p-n junction maintained at above ambient temperature can work as a heat engine, converting some of the supplied heat into electricity and rejecting entropy by interband emission. Such thermoradiative cells h...

    Wei-Chun Hsu, Jonathan K. Tong, Bolin Liao, Yi Huang in Scientific Reports (2016)

  14. Article

    Open Access

    Photo-excited charge carriers suppress sub-terahertz phonon mode in silicon at room temperature

    There is a growing interest in the mode-by-mode understanding of electron and phonon transport for improving energy conversion technologies, such as thermoelectrics and photovoltaics. Whereas remarkable progre...

    Bolin Liao, A. A. Maznev, Keith A. Nelson, Gang Chen in Nature Communications (2016)

  15. No Access

    Article

    Nanocomposites for thermoelectrics and thermal engineering

    The making of composites has served as a working principle of achieving material properties beyond those of their homogeneous counterparts. The classical effective-medium theory models the constituent phases w...

    Bolin Liao, Gang Chen in MRS Bulletin (2015)

  16. No Access

    Chapter and Conference Paper

    A Fully Complex-Valued Neural Network for Rapid Solution of Complex-Valued Systems of Linear Equations

    In this paper, online solution of complex-valued systems of linear equations is investigated in the complex domain. Different from the conventional real-valued neural network, which is only designed for real-v...

    Lin **ao, Weiwei Meng, Rongbo Lu, ** Yang in Advances in Neural Networks – ISNN 2015 (2015)

  17. No Access

    Article

    On exponential convergence of nonlinear gradient dynamics system with application to square root finding

    Gradient dynamics systems and their exponential convergence theories are investigated in this paper. Differing from widely considered linear gradient dynamics system (LGDS), a class of nonlinear gradient dynam...

    Yunong Zhang, Dechao Chen, Dongsheng Guo, Bolin Liao, Ying Wang in Nonlinear Dynamics (2015)

  18. No Access

    Article

    Analysis and Verification of Repetitive Motion Planning and Feedback Control for Omnidirectional Mobile Manipulator Robotic Systems

    Mobile manipulator robotic systems (MMRSs) composed of a manipulator and a mobile platform are investigated in this paper. In order for the mobile manipulator robotic system (MMRS) to return to its initial sta...

    Yunong Zhang, Weibing Li, Bolin Liao in Journal of Intelligent & Robotic Systems (2014)