1
|
Guan Y, Luo X, Cao W, Du X, Du M, Zhou Z, Cao X. Dynamic Compressive Behavior of a Novel Bioinspired Gradient Negative Poisson's Ratio Sign-Switching Metamaterial Made of Thermoplastic Polyurethane. Polymers (Basel) 2025; 17:1181. [PMID: 40362967 PMCID: PMC12074191 DOI: 10.3390/polym17091181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2025] [Revised: 04/25/2025] [Accepted: 04/25/2025] [Indexed: 05/15/2025] Open
Abstract
Inspired by Scylla serrata, a novel thermoplastic polyurethane (TPU) negative Poisson's ratio sign-switching metamaterial is proposed, and the corresponding original and gradient structures (i.e., OPSM and GPSM) are created. Numerical simulation is utilized to simulate the quasi-static and dynamic compression behavior of the proposed structures considering the rate-dependent properties, elastoplastic response, and nonlinear contact. The neo-Hookean hyperelastic constitutive model and the Prony series are adopted to model the target structures. Finite element results are validated through experimental results. Parametric studies are conducted to study the effects of gradient characteristics and loading velocities on the mechanical behavior and Poisson's ratio of the structures. Testing results indicate that the proposed novel bioinspired structure patterns exhibit fascinating mechanical behavior and interesting negative Poisson's ratio sign-switching characteristics, which would provide the design guidance for the development and application of bioinspired structural materials.
Collapse
Affiliation(s)
- Yiting Guan
- Hubei Key Laboratory of Theory and Application of Advanced Materials Mechanics, Department of Engineering Mechanics, School of Physics and Mechanics, Wuhan University of Technology, Wuhan 430070, China; (Y.G.); (X.L.); (M.D.)
| | - Xing Luo
- Hubei Key Laboratory of Theory and Application of Advanced Materials Mechanics, Department of Engineering Mechanics, School of Physics and Mechanics, Wuhan University of Technology, Wuhan 430070, China; (Y.G.); (X.L.); (M.D.)
| | - Weidong Cao
- Research Center of Fluid Machinery Engineering and Technology, Jiangsu University, Zhenjiang 212013, China;
| | - Xiao Du
- China Ship Development and Design Center, Wuhan 430064, China;
| | - Mingkun Du
- Hubei Key Laboratory of Theory and Application of Advanced Materials Mechanics, Department of Engineering Mechanics, School of Physics and Mechanics, Wuhan University of Technology, Wuhan 430070, China; (Y.G.); (X.L.); (M.D.)
| | - Zhiwei Zhou
- Key Laboratory of High-Performance Ship Technology (Wuhan University of Technology), Ministry of Education, Wuhan 430063, China
- School of Naval Architecture, Ocean and Energy Power Engineering, Wuhan University of Technology, Wuhan 430063, China
| | - Xiaofei Cao
- Hubei Key Laboratory of Theory and Application of Advanced Materials Mechanics, Department of Engineering Mechanics, School of Physics and Mechanics, Wuhan University of Technology, Wuhan 430070, China; (Y.G.); (X.L.); (M.D.)
| |
Collapse
|
2
|
Ma WWS, Yang H, Zhao Y, Li X, Ding J, Qu S, Liu Q, Hu Z, Li R, Tao Q, Mo H, Zhai W, Song X. Multi-Physical Lattice Metamaterials Enabled by Additive Manufacturing: Design Principles, Interaction Mechanisms, and Multifunctional Applications. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025; 12:e2405835. [PMID: 39834122 PMCID: PMC11848643 DOI: 10.1002/advs.202405835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Revised: 11/21/2024] [Indexed: 01/22/2025]
Abstract
Lattice metamaterials emerge as advanced architected materials with superior physical properties and significant potential for lightweight applications. Recent developments in additive manufacturing (AM) techniques facilitate the manufacturing of lattice metamaterials with intricate microarchitectures and promote their applications in multi-physical scenarios. Previous reviews on lattice metamaterials have largely focused on a specific/single physical field, with limited discussion on their multi-physical properties, interaction mechanisms, and multifunctional applications. Accordingly, this article critically reviews the design principles, structure-mechanism-property relationships, interaction mechanisms, and multifunctional applications of multi-physical lattice metamaterials enabled by AM techniques. First, lattice metamaterials are categorized into homogeneous lattices, inhomogeneous lattices, and other forms, whose design principles and AM processes are critically discussed, including the benefits and drawbacks of different AM techniques for fabricating different types of lattices. Subsequently, the structure-mechanism-property relationships and interaction mechanisms of lattice metamaterials in a range of physical fields, including mechanical, acoustic, electromagnetic/optical, and thermal disciplines, are summarized to reveal critical design principles. Moreover, the multifunctional applications of lattice metamaterials, such as sound absorbers, insulators, and manipulators, sensors, actuators, and soft robots, thermal management, invisible cloaks, and biomedical implants, are enumerated. These design principles and structure-mechanism-property relationships provide effective design guidelines for lattice metamaterials in multifunctional applications.
Collapse
Affiliation(s)
- Winston Wai Shing Ma
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Hang Yang
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| | - Yijing Zhao
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| | - Xinwei Li
- Faculty of Science, Agriculture, and EngineeringNewcastle UniversitySingapore567739Singapore
| | - Junhao Ding
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Shuo Qu
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Quyang Liu
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| | - Zongxin Hu
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Rui Li
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Quanqing Tao
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Haoming Mo
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| | - Wei Zhai
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| | - Xu Song
- Department of Mechanical and Automation EngineeringChinese University of Hong KongSha TinHong Kong999077China
| |
Collapse
|
3
|
Feng J, Qiao J, Xu Q, Wu Y, Zhang G, Li L. Broadband Sound Absorption and High Damage Resistance in a Turtle Shell-Inspired Multifunctional Lattice: Neural Network-Driven Design and Optimization. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2024; 20:e2403254. [PMID: 38845466 DOI: 10.1002/smll.202403254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 05/29/2024] [Indexed: 10/19/2024]
Abstract
Incorporating acoustic and mechanical properties into a single multifunctional structure has attracted considerable attention in engineering. However, effectively integrating these sound absorption properties and damage resistance to achieve multifunctional structural designs remains a great challenge due to imperfect design methods. In this study, the inherent mechanical properties of turtle shells by introducing dissipative pores are leveraged to present a lattice structure that possesses both excellent sound-absorbing and high damage-resistant characteristics. To achieve acoustic optimization design, a universal high-fidelity neural network correction model is proposed to address the impedance calculation challenge in complex structures. Building upon this foundation, a multi-cell combination design enables to achieve high absorption through optimization with a low thickness of 50 mm, resulting in average sound absorption coefficients reaching 0.88 and 0.93 within the frequency ranges of 300-600 Hz and 500-1000 Hz, respectively. It is also found that the optimized structures exhibit exceptional damage resistance under varying relative densities via the coupling effect of the shell thickness on the acoustic and mechanical properties. Overall, this work introduces a novel paradigm for designing intricate multifunctional structures with acoustic and mechanical properties while providing valuable inspiration for future research on multifunctional structure design.
Collapse
Affiliation(s)
- Jianbin Feng
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Heilongjiang, 150001, China
- Zhengzhou Research Institute, Harbin Institute of Technology, Zhengzhou, Henan, 450000, China
| | - Jing Qiao
- School of Materials Science and Engineering, Harbin Institute of Technology, Heilongjiang, 150001, China
| | - Qishan Xu
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Heilongjiang, 150001, China
| | - Yingdan Wu
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Heilongjiang, 150001, China
| | - Guangyu Zhang
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Heilongjiang, 150001, China
| | - Longqiu Li
- State Key Laboratory of Robotics and System, Harbin Institute of Technology, Heilongjiang, 150001, China
- Zhengzhou Research Institute, Harbin Institute of Technology, Zhengzhou, Henan, 450000, China
| |
Collapse
|
4
|
Wang X, Li X, Li Z, Wang Z, Zhai W. Superior Strength, Toughness, and Damage-Tolerance Observed in Microlattices of Aperiodic Unit Cells. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2024; 20:e2307369. [PMID: 38183382 DOI: 10.1002/smll.202307369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 11/23/2023] [Indexed: 01/08/2024]
Abstract
Characterized by periodic cellular unit cells, microlattices offer exceptional potential as lightweight and robust materials. However, their inherent periodicity poses the risk of catastrophic global failure. To address this limitation, a novel approach, that is to introduce microlattices composed of aperiodic unit cells inspired by Einstein's tile, where the orientation of cells never repeats in the same orientation is proposed. Experiments and simulations are conducted to validate the concept by comparing compressive responses of the aperiodic microlattices with those of common periodic microlattices. Indeed, the microlattices exhibit stable and progressive compressive deformation, contrasting with catastrophic fracture of periodic structures. At the same relative density, the microlattices outperform the periodic ones, exhibiting fracture strain, energy absorption, crushing stress efficiency, and smoothness coefficients at least 830%, 300%, 130%, and 160% higher, respectively. These improvements can be attributed to aperiodicity, where diverse failure thresholds exist locally due to varying strut angles and contact modes during compression. This effectively prevents both global fracture and abrupt stress drops. Furthermore, the aperiodic microlattice exhibits good damage tolerance with excellent deformation recoverability, retaining 76% ultimate stress post-recovery at 30% compressive strain. Overall, a novel concept of adopting aperiodic cell arrangements to achieve damage-tolerant microlattice metamaterials is presented.
Collapse
Affiliation(s)
- Xinxin Wang
- School of Traffic & Transportation Engineering, Central South University, Changsha, Hunan, 410075, P. R. China
- Department of Mechanical Engineering, National University of Singapore, Singapore, 117575, Singapore
| | - Xinwei Li
- Faculty of Science, Agriculture, & Engineering, Newcastle University, Singapore, 567739, Singapore
| | - Zhendong Li
- School of Traffic & Transportation Engineering, Central South University, Changsha, Hunan, 410075, P. R. China
| | - Zhonggang Wang
- School of Traffic & Transportation Engineering, Central South University, Changsha, Hunan, 410075, P. R. China
| | - Wei Zhai
- Department of Mechanical Engineering, National University of Singapore, Singapore, 117575, Singapore
| |
Collapse
|
5
|
Li X, Chua JW, Yu X, Li Z, Zhao M, Wang Z, Zhai W. 3D-Printed Lattice Structures for Sound Absorption: Current Progress, Mechanisms and Models, Structural-Property Relationships, and Future Outlook. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2305232. [PMID: 37997188 PMCID: PMC10939082 DOI: 10.1002/advs.202305232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 10/02/2023] [Indexed: 11/25/2023]
Abstract
The reduction of noises, achieved through absorption, is of paramount importance to the well-being of both humans and machines. Lattice structures, defined as architectured porous solids arranged in repeating patterns, are emerging as advanced sound-absorbing materials. Their immense design freedom allows for customizable pore morphology and interconnectivity, enabling the design of specific absorption properties. Thus far, the sound absorption performance of various types of lattice structures are studied and they demonstrated favorable properties compared to conventional materials. Herein, this review gives a thorough overview on the current research status, and characterizations for lattice structures in terms of acoustics is proposed. Till date, there are four main sound absorption mechanisms associated with lattice structures. Despite their complexity, lattice structures can be accurately modelled using acoustical impedance models that focus on critical acoustical geometries. Four defining features: morphology, relative density, cell size, and number of cells, have significant influences on the acoustical geometries and hence sound wave dissipation within the lattice. Drawing upon their structural-property relationships, a classification of lattice structures into three distinct types in terms of acoustics is proposed. It is proposed that future attentions can be placed on new design concepts, advanced materials selections, and multifunctionalities.
Collapse
Affiliation(s)
- Xinwei Li
- Faculty of Science, Agriculture, and EngineeringNewcastle UniversitySingapore567739Singapore
| | - Jun Wei Chua
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| | - Xiang Yu
- Department of Mechanical EngineeringThe Hong Kong Polytechnic UniversityHong KongHong Kong SAR999077China
| | - Zhendong Li
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
- School of Traffic & Transportation EngineeringCentral South UniversityChangsha410017P. R. China
| | - Miao Zhao
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| | - Zhonggang Wang
- School of Traffic & Transportation EngineeringCentral South UniversityChangsha410017P. R. China
| | - Wei Zhai
- Department of Mechanical EngineeringNational University of SingaporeSingapore117575Singapore
| |
Collapse
|
6
|
Li X, Wang H, Sun L, Wang X, Pan Y, Zhou M, Guo X. 3D Chiral Energy-Absorbing Structures with a High Deformation Recovery Ratio Fabricated via Selective Laser Melting of the NiTi Alloy. ACS APPLIED MATERIALS & INTERFACES 2023; 15:53746-53754. [PMID: 37920991 DOI: 10.1021/acsami.3c13270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/04/2023]
Abstract
Excellent energy-absorbing structures have been highly sought after in engineering applications to improve devices and personal safety. The ideal energy absorption mechanism should exhibit characteristics such as lightweight, high energy absorption capacity, and efficient reusability. To address this demand, a novel three-dimensional (3D) chiral lattice structure with compression-twist coupling deformation is fabricated by combining the left and right chiral units. The proposed structure was fabricated in NiTi shape memory alloys (SMAs) by using laser powder bed fusion technology. The compression experiment result indicates that the shape recovery ratio is as high as 94% even when the compression strain is over 80%. Additionally, the platform strain reaches as high as 66%, offering high-level specific energy absorption, i.e., 213.02 J/g. The obtained results are of great significance for basic research and engineering applications of energy-absorbing structures with high deformation recovery ratios.
Collapse
Affiliation(s)
- Xuyang Li
- Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China
| | - Hao Wang
- Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China
| | - Lianfa Sun
- Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China
| | - Xiaoyue Wang
- Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China
| | - Yang Pan
- Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China
| | - Meng Zhou
- College of New Energy and Materials, China University of Petroleum, Beijing 102249, China
| | - Xiaogang Guo
- Institute of Advanced Structure Technology, Beijing Institute of Technology, Beijing 100081, China
| |
Collapse
|
7
|
Dehghani M, Montazeri Z, Bektemyssova G, Malik OP, Dhiman G, Ahmed AEM. Kookaburra Optimization Algorithm: A New Bio-Inspired Metaheuristic Algorithm for Solving Optimization Problems. Biomimetics (Basel) 2023; 8:470. [PMID: 37887601 PMCID: PMC10604064 DOI: 10.3390/biomimetics8060470] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Revised: 09/16/2023] [Accepted: 09/27/2023] [Indexed: 10/28/2023] Open
Abstract
In this paper, a new bio-inspired metaheuristic algorithm named the Kookaburra Optimization Algorithm (KOA) is introduced, which imitates the natural behavior of kookaburras in nature. The fundamental inspiration of KOA is the strategy of kookaburras when hunting and killing prey. The KOA theory is stated, and its mathematical modeling is presented in the following two phases: (i) exploration based on the simulation of prey hunting and (ii) exploitation based on the simulation of kookaburras' behavior in ensuring that their prey is killed. The performance of KOA has been evaluated on 29 standard benchmark functions from the CEC 2017 test suite for the different problem dimensions of 10, 30, 50, and 100. The optimization results show that the proposed KOA approach, by establishing a balance between exploration and exploitation, has good efficiency in managing the effective search process and providing suitable solutions for optimization problems. The results obtained using KOA have been compared with the performance of 12 well-known metaheuristic algorithms. The analysis of the simulation results shows that KOA, by providing better results in most of the benchmark functions, has provided superior performance in competition with the compared algorithms. In addition, the implementation of KOA on 22 constrained optimization problems from the CEC 2011 test suite, as well as 4 engineering design problems, shows that the proposed approach has acceptable and superior performance compared to competitor algorithms in handling real-world applications.
Collapse
Affiliation(s)
- Mohammad Dehghani
- Department of Electrical and Electronics Engineering, Shiraz University of Technology, Shiraz 7155713876, Iran;
| | - Zeinab Montazeri
- Department of Electrical and Electronics Engineering, Shiraz University of Technology, Shiraz 7155713876, Iran;
| | - Gulnara Bektemyssova
- Department of Computer Engineering, International Information Technology University, Almaty 050000, Kazakhstan;
| | - Om Parkash Malik
- Department of Electrical and Software Engineering, University of Calgary, Calgary, AB T2N 1N4, Canada;
| | - Gaurav Dhiman
- Department of Electrical and Computer Engineering, Lebanese American University, Byblos 13-5053, Lebanon;
- University Centre for Research and Development, Department of Computer Science and Engineering, Chandigarh University, Mohali 140413, India
- Department of Computer Science and Engineering, Graphic Era Deemed to be University, Dehradun 248002, India
- Division of Research and Development, Lovely Professional University, Phagwara 144411, India
| | - Ayman E. M. Ahmed
- Faculty of Computer Engineering, King Salman International University, El Tor 46511, Egypt;
| |
Collapse
|
8
|
Li X, Yu X, Chua JW, Zhai W. Harnessing cavity dissipation for enhanced sound absorption in Helmholtz resonance metamaterials. MATERIALS HORIZONS 2023. [PMID: 37183606 DOI: 10.1039/d3mh00428g] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
Helmholtz resonance, based on resonance through a pore-and-cavity structure, constitutes the primary sound absorption mechanism in majority of sound-absorbing metamaterials. Typically, enhancing sound absorption in such absorbers necessitates substantial geometrical redesign or the addition of dissipative materials, which is non-ideal considering the volume and mass constraints. Herein, we introduce a new approach - that is to simply reshape the cavity, without alterations to its overall mass and volume - to drastically enhance sound absorption. This is achieved by bringing the cavity walls close to the pores where additional thermoviscous dissipation along these boundaries can occur. Experimentally validated, with three sides of the cuboid cavity close to the pore and at a particular pore-cavity geometry, a 44% gain in maximum absorption is achieved compared to the original structure. Through numerical simulations, we fully elucidate structure-property relationships and their mechanisms, and propose analytical models for design and optimization. Ultimately, utilizing this concept, we demonstrate a heterogeneously porous broadband (1500 to 6000 Hz) absorber that exhibits an excellent average absorption coefficient of 0.74 at a very low thickness of 18 mm. Overall, we introduce a new and universal concept that could revolutionize the design principles of Helmholtz resonators, and demonstrate its potential for designing advanced sound-absorbing metamaterials.
Collapse
Affiliation(s)
- Xinwei Li
- Department of Mechanical Engineering, National University of Singapore, Singapore, 117575, Singapore.
| | - Xiang Yu
- Department of Mechanical Engineering, The Hong Kong Polytechnic University, 999077, Hong Kong, China
| | - Jun Wei Chua
- Department of Mechanical Engineering, National University of Singapore, Singapore, 117575, Singapore.
| | - Wei Zhai
- Department of Mechanical Engineering, National University of Singapore, Singapore, 117575, Singapore.
| |
Collapse
|
9
|
Zhu Y, Deng J, Xiong W, You T, Zhou W. Koch Hierarchical Honeycomb: A Fractal-Based Design for Enhanced Mechanical Performance and Energy Absorption. MATERIALS (BASEL, SWITZERLAND) 2023; 16:ma16103670. [PMID: 37241297 DOI: 10.3390/ma16103670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 04/28/2023] [Accepted: 05/05/2023] [Indexed: 05/28/2023]
Abstract
A novel energy-absorbing structure, the Koch hierarchical honeycomb, which combines the Koch geometry with a conventional honeycomb structure, is proposed in this work. Adopting a hierarchical design concept using Koch has improved the novel structure more than the honeycomb. The mechanical properties of this novel structure under impact loading are studied by finite element simulation and compared with the conventional honeycomb structure. To effectively verify the reliability of the simulation analysis, quasi-static compression experiments were conducted on 3D-printed specimens. The results of the study showed that the first-order Koch hierarchical honeycomb structure increased the specific energy absorption by 27.52% compared to the conventional honeycomb structure. Furthermore, the highest specific energy absorption can be obtained by increasing the hierarchical order to 2. Moreover, the energy absorption of triangular and square hierarchies can be significantly increased. All achievements in this study provide significant guidelines in the reinforcement design of lightweight structures.
Collapse
Affiliation(s)
- Yuwen Zhu
- School of Traffic & Transportation Engineering, Central South University, Changsha 410017, China
- The State Key Laboratory of Heavy-Duty and Express High-Power Electric Locomotive, Changsha 410017, China
- National & Local Joint Engineering Research Center of Safety Technology for Rail Vehicle, Changsha 410017, China
- Key Laboratory of Traffic Safety on Track (Central South University), Ministry of Education, Changsha 410017, China
| | - Junjie Deng
- School of Traffic & Transportation Engineering, Central South University, Changsha 410017, China
- The State Key Laboratory of Heavy-Duty and Express High-Power Electric Locomotive, Changsha 410017, China
- National & Local Joint Engineering Research Center of Safety Technology for Rail Vehicle, Changsha 410017, China
- Key Laboratory of Traffic Safety on Track (Central South University), Ministry of Education, Changsha 410017, China
| | - Wei Xiong
- School of Traffic & Transportation Engineering, Central South University, Changsha 410017, China
- The State Key Laboratory of Heavy-Duty and Express High-Power Electric Locomotive, Changsha 410017, China
- National & Local Joint Engineering Research Center of Safety Technology for Rail Vehicle, Changsha 410017, China
- Key Laboratory of Traffic Safety on Track (Central South University), Ministry of Education, Changsha 410017, China
| | - Tianyu You
- School of Traffic & Transportation Engineering, Central South University, Changsha 410017, China
- The State Key Laboratory of Heavy-Duty and Express High-Power Electric Locomotive, Changsha 410017, China
- National & Local Joint Engineering Research Center of Safety Technology for Rail Vehicle, Changsha 410017, China
- Key Laboratory of Traffic Safety on Track (Central South University), Ministry of Education, Changsha 410017, China
| | - Wei Zhou
- School of Traffic & Transportation Engineering, Central South University, Changsha 410017, China
- The State Key Laboratory of Heavy-Duty and Express High-Power Electric Locomotive, Changsha 410017, China
- National & Local Joint Engineering Research Center of Safety Technology for Rail Vehicle, Changsha 410017, China
- Key Laboratory of Traffic Safety on Track (Central South University), Ministry of Education, Changsha 410017, China
| |
Collapse
|