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The sheet-to-helix transition is a potential gas-phase unfolding pathway for a multidomain protein CRM_(197)
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作者 Xia Xu Guiqian Yang +3 位作者 Zhen Zheng Cody J.Wenthur Jinyu Li Gongyu Li 《Chinese Chemical Letters》 2025年第7期228-232,共5页
Despite the expansive applications of gas-phase unfolding techniques,the molecular mechanism for the solvent-free forced unfolding pathway which substrate multidomain proteins usually adopt remains elusive at the seco... Despite the expansive applications of gas-phase unfolding techniques,the molecular mechanism for the solvent-free forced unfolding pathway which substrate multidomain proteins usually adopt remains elusive at the secondary structure level.Herein,upon carefully selecting CRM_(197) as a therapeutically-relevant model system containing multiple secondary structure-separated domains,we systematically examine its solvent-free unfolding pathway.Further-more,utilizing the hybrid of noncovalent chemical probing with niacinamide and ion mobility-mass spectrometry-guided all-atom molecular dynamics simulations,we map a nearly complete unfolding atlas for the conjugate vaccine carrier protein CRM_(197) in a domain-and secondary structure-resolved manner.The totality of our data supports the preferential unfolding of the sheet-rich domain,indicating the dynamic transition from β-sheet toα-helix,and demonstrating that helix exhibit comparatively higher stability thanβ-sheets.We propose that this sheet-to-helix dynamic transition may be central to the gas-phase unfolding pathways of multidomain proteins,suggesting the need for systematic studies on additional multidomain protein systems. 展开更多
关键词 Sheet-to-helix transition Ion mobility-mass spectrometry Collision-induced unfolding Molecular dynamics simulation CRM_(197)
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Force-dependent unfolding dynamics of spectrin R16:Resolving experimental contradiction and unveiling model consistency
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作者 Wanxing Zhang Zhuwei Zhang +3 位作者 Zhenyong Xue Yuhang Zhang Shimin Le Hu Chen 《Chinese Physics B》 2025年第8期92-98,共7页
Spectrin domains,characterized by a distinctive triple helix structure,are crucial in physiological processes,particularly in maintaining membrane shape and crosslinking cytoskeletons.Previous research on the 16th dom... Spectrin domains,characterized by a distinctive triple helix structure,are crucial in physiological processes,particularly in maintaining membrane shape and crosslinking cytoskeletons.Previous research on the 16th domain of a-spectrin repeats(R16)has yielded conflicting results:bulk experiments showed an unfolding rate approximately two orders of magnitude faster than the zero-force result extrapolated from single-molecule force spectroscopy experiments using atomic force microscopy(AFM).To address this discrepancy,we investigated the folding and unfolding rates of R16 across a broader range of forces using magnetic tweezers(MT).Our findings reveal that AFM results at higher forces cannot be directly extrapolated to the low-force regime due to a nonlinear relationship between force and the logarithm of the unfolding rate.We demonstrated that two-dimensional model,structural-elastic model,and two-pathway model can all effectively explain the experimental data when they capture the core physics of the short unfolding distance at low forces.Our study provides a more comprehensive understanding of the unfolding dynamics of the spectrin domain,resolves previous contradictory experimental results,and highlights the common basis of different theoretical models. 展开更多
关键词 SPECTRIN protein folding and unfolding force spectroscopy magnetic tweezers
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Temperature-Induced Unfolding Pathway of Staphylococcal Enterotoxin B:Insights from Circular Dichroism and Molecular Dynamics Simulation 被引量:1
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作者 LIU Ji ZHANG Shiyu +1 位作者 ZENG Yu DENG Yi 《食品科学》 EI CAS CSCD 北大核心 2024年第18期55-76,共22页
In this study,circular dichroism(CD)and molecular dynamics(MD)simulation were used to investigate the thermal unfolding pathway of staphylococcal enterotoxin B(SEB)at temperatures of 298–371 and 298–500 K,and the re... In this study,circular dichroism(CD)and molecular dynamics(MD)simulation were used to investigate the thermal unfolding pathway of staphylococcal enterotoxin B(SEB)at temperatures of 298–371 and 298–500 K,and the relationship between the experimental and simulation results were explored.Our computational findings on the secondary structure of SEB showed that at room temperature,the CD spectroscopic results were highly consistent with the MD results.Moreover,under heating conditions,the changing trends of helix,sheet and random coil obtained by CD spectral fitting were highly consistent with those obtained by MD.In order to gain a deeper understanding of the thermal stability mechanism of SEB,the MD trajectories were analyzed in terms of root mean square deviation(RMSD),secondary structure assignment(SSA),radius of gyration(R_(g)),free energy surfaces(FES),solvent-accessible surface area(SASA),hydrogen bonds and salt bridges.The results showed that at low heating temperature,domain Ⅰ without loops(omitting the mobile loop region)mainly relied on hydrophobic interaction to maintain its thermal stability,whereas the thermal stability of domain Ⅱ was mainly controlled by salt bridges and hydrogen bonds.Under high heating temperature conditions,the hydrophobic interactions in domain Ⅰ without loops were destroyed and the secondary structure was almost completely lost,while domain Ⅱ could still rely on salt bridges as molecular staples to barely maintain the stability of the secondary structure.These results help us to understand the thermodynamic and kinetic mechanisms that maintain the thermal stability of SEB at the molecular level,and provide a direction for establishing safer and more effective food sterilization processes. 展开更多
关键词 staphylococcal enterotoxin B circular dichroism molecular dynamics simulations temperature-induced unfolding
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论Folding/Unfolding程序转换的能力
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作者 朱鸿 《软件学报》 EI CSCD 北大核心 1991年第2期31-41,共11页
本文讨论Burstall与Darlington提出的folding/unfolding系统的程序转换能力,即讨论从一个给定的程序可以推导出什么样的程序。因此,这是正确性与完备性问题的推广。本文证明了可推导性的一个必要条件,并由此得到了该系统提高程序效率的... 本文讨论Burstall与Darlington提出的folding/unfolding系统的程序转换能力,即讨论从一个给定的程序可以推导出什么样的程序。因此,这是正确性与完备性问题的推广。本文证明了可推导性的一个必要条件,并由此得到了该系统提高程序效率的一个界限。该系统的部分正确性和不完备性也均是该条件的推论。 展开更多
关键词 程序转换 FOLDING unfolding
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Unfolding算法实现的高速并行CRC电路的VLSI设计 被引量:3
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作者 程超 程善美 《微电子学与计算机》 CSCD 北大核心 2002年第12期68-69,共2页
文章通过分析Unfolding算法和被广泛应用的串行CRC校验电路,提出了一种新的高速并行CRC电路,给出了推导过程,并对它的优缺点进行了讨论。
关键词 unfolding算法 高速并行CRC电路 VLSI 设计 超大规模集成电路
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Improvement of Artificial Foldable Wing Models by Mimicking the Unfolding/Folding Mechanism of a Beetle Hind Wing 被引量:8
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作者 Azhar Muhammad Quoc Viet Nguyen +3 位作者 Hoon Cheol Park Do Y.Hwang Doyoung Byun Nam Seo Goo 《Journal of Bionic Engineering》 SCIE EI CSCD 2010年第2期134-141,共8页
In an attempt to realize a flapping wing micro-air vehicle with morphing wings, we report on improvements to our previousfoldable artificial hind wing.Multiple hinges, which were implemented to mimic the bending zone ... In an attempt to realize a flapping wing micro-air vehicle with morphing wings, we report on improvements to our previousfoldable artificial hind wing.Multiple hinges, which were implemented to mimic the bending zone of a beetle hind wing, weremade of small composite hinge plates and tiny aluminum rivets.The buck-tails of rivets were flared after the hinge plates wereassembled with the rivets so that the folding/unfolding motions could be completed in less time, and the straight shape of theartificial hind wing could be maintained after fabrication.Folding and unfolding actions were triggered by electrically-activatedShape Memory Alloy (SMA) wires.For wing folding, the actuation characteristics of the SMA wire actuator were modifiedthrough heat treatment.Through a series of flapping tests, we confirmed that the artificial wings did not fold back and arbitrarilyfluctuate during the flapping motion. 展开更多
关键词 hind wing unfolding FOLDING shape memory alloy folding ratio artificial wing
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基于Fast Unfolding算法的情感词典扩展方法研究 被引量:1
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作者 陈力 黄树成 《计算机与数字工程》 2023年第2期405-410,共6页
随着互联网技术的发展,越来越多的互联网产品出现了,极大地改变了人们的生活方式。越来越多的人选择在网络上发表自己的观点,分享自己的生活。这些行为带来了大量的数据,其中蕴含着丰富的商业和社会价值。对这些数据进行情感分析就是挖... 随着互联网技术的发展,越来越多的互联网产品出现了,极大地改变了人们的生活方式。越来越多的人选择在网络上发表自己的观点,分享自己的生活。这些行为带来了大量的数据,其中蕴含着丰富的商业和社会价值。对这些数据进行情感分析就是挖掘其背后隐藏价值的过程。论文在SO-PMI算法的基础上,提出将Fast Unfolding算法与PMI相结合,设计并实现FU-PMI算法,并使用准确率、召回率及F1值对算法的有效性进行评判。对比实验表明,论文提出的算法构建的情感词典相比于SO-PMI算法构建的情感词典效果更好,验证了FU-PMI算法的有效性。 展开更多
关键词 情感词典 情感分析 Fast unfolding SO-PMI
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Unfolding neutron spectra from water-pumping-injection multilayered concentric sphere neutron spectrometer using self-adaptive differential evolution algorithm 被引量:5
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作者 Rui Li Jian-Bo Yang +2 位作者 Xian-Guo Tuo Jie Xu Rui Shi 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2021年第3期41-51,共11页
A self-adaptive differential evolution neutron spectrum unfolding algorithm(SDENUA)is established in this study to unfold the neutron spectra obtained from a water-pumping-injection multilayered concentric sphere neut... A self-adaptive differential evolution neutron spectrum unfolding algorithm(SDENUA)is established in this study to unfold the neutron spectra obtained from a water-pumping-injection multilayered concentric sphere neutron spectrometer(WMNS).Specifically,the neutron fluence bounds are estimated to accelerate the algorithm convergence,and the minimum error between the optimal solution and input neutron counts with relative uncertainties is limited to 10^(-6)to avoid unnecessary calculations.Furthermore,the crossover probability and scaling factor are self-adaptively controlled.FLUKA Monte Carlo is used to simulate the readings of the WMNS under(1)a spectrum of Cf-252 and(2)its spectrum after being moderated,(3)a spectrum used for boron neutron capture therapy,and(4)a reactor spectrum.Subsequently,the measured neutron counts are unfolded using the SDENUA.The uncertainties of the measured neutron count and the response matrix are considered in the SDENUA,which does not require complex parameter tuning or an a priori default spectrum.The results indicate that the solutions of the SDENUA agree better with the IAEA spectra than those of MAXED and GRAVEL in UMG 3.1,and the errors of the final results calculated using the SDENUA are less than 12%.The established SDENUA can be used to unfold spectra from the WMNS. 展开更多
关键词 Water-pumping-injection multilayered spectrometer Neutron spectrum unfolding Differential evolution algorithm Self-adaptive control
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TAR~*:an improved process similarity measure based on unfolding of Petri nets 被引量:4
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作者 WANG Wen-xing WANG Jian-min 《计算机集成制造系统》 EI CSCD 北大核心 2012年第8期1774-1784,共11页
Determining the similarity degree between process models was very important for their management,reuse,and analysis.Current approaches either focused on process model's structural aspect,or had inefficiency or imp... Determining the similarity degree between process models was very important for their management,reuse,and analysis.Current approaches either focused on process model's structural aspect,or had inefficiency or imprecision in behavioral similarity.Aiming at these problems,a novel similarity measure which extended an existing method named Transition Adjacent Relation(TAR) with improved precision and efficiency named TAR * was proposed.The ability of measuring similarity was extended by eliminating the duplicate tasks without impacting the behaviors.For precision,TARs was classified into repeatable and unrepeatable ones to identify whether a TAR was involved in a loop.Two new kinds of TARs were added,one related to the invisible tasks after the source place and before sink place,and the other representing implicit dependencies.For efficiency,all TARs based on unfolding instead of its reach ability graph of a labeled Petri net were calculated to avoid state space explosion.Experiments on artificial and real-world process models showed the effectiveness and efficiency of the proposed method. 展开更多
关键词 transition adjacent relation unfolding Petri nets behavioral similarity
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Calibration and Unfolding of the Pulse Height Spectra of Liquid Scintillator-Based Neutron Detectors Using Photon Sources 被引量:4
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作者 谢旭飞 袁熙 +3 位作者 张兴 樊铁栓 陈金象 李湘庆 《Plasma Science and Technology》 SCIE EI CAS CSCD 2012年第6期553-557,共5页
An accurate energy calibration of a 5"× 2" BC501A liquid scintillator-based neutron detector by means of photon sources and the unfolding of pulse height spectra are described. The photon responses were measure... An accurate energy calibration of a 5"× 2" BC501A liquid scintillator-based neutron detector by means of photon sources and the unfolding of pulse height spectra are described. The photon responses were measured with 22Na, 137Cs and 54Mn photon sources and simulated using the GRESP code, which was developed at the Physiknlisch Technische Bundesanstalt in Germany. Pulse height spectra produced by three different photon sources were employed to investigate the effects of the unfolding techniques. It was found that the four unfolding codes of the HEPRO and UMG3.3 packages, including GRAVEL, UNFANA, MIEKE and MAXED, performed well with the test spectra and produced generally consistent results. They could therefore be used to obtain neutron energy spectra in toknmak experiments. 展开更多
关键词 liquid scintillation detector CALIBRATION pulse height spectra unfolding methods
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Molecular Dynamics Simulation of RNA Pseudoknot Unfolding Pathway 被引量:2
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作者 GUO Yun ZHANG Wenbing 《Wuhan University Journal of Natural Sciences》 CAS 2013年第2期133-141,共9页
Many biological functions of RNA molecules are re- lated to their pseudoknot structures. It is significant for predicting the structure and function of RNA that learning about the stability and the process of RNA pseu... Many biological functions of RNA molecules are re- lated to their pseudoknot structures. It is significant for predicting the structure and function of RNA that learning about the stability and the process of RNA pseudoknot folding and unfolding. The structural features of mouse mammary tumor virus (MMTV) RNA pseudoknot in different ion concentration, the unfolding process of the RNA pseudoknot, and the two hairpin helices that constitute the RNA pseudoknot were studied with all atom molecule dynam- ics simulation method in this paper. We found that the higher cation concentration can cause structure of the RNA molecules more stable, and ions played an indispensable role in keeping the structure of RNA molecules stable; the unfolding process of hair- pin structure was corresponding to the antiprocess of its folding process. The main pathway of pseudoknot unfolding was that the inner base pair opened first, and then, the two helices, which formed the RNA pseudoknot opened decussately, while the folding pathway of the RNA pseudoknot was a helix folding after forma- tion of the other helix. Therefore, the unfolding process of RNA pseudoknot is different from the antiprocess of its folding process, and the unfolding process of each helix in the RNA pseudoknot is similar to the hairpin structure's unfolding process, which means that both are the unzipping process. 展开更多
关键词 RNA pseudoknot molecular dynamics simulation STABILITY unfolding PATHWAY
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The study of a neutron spectrum unfolding method based on particle swarm optimization combined with maximum likelihood expectation maximization 被引量:2
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作者 Hong-Fei Xiao Qing-Xian Zhang +5 位作者 He-Yi Tan Bin Shi Jun Chen Zhi-Qiang Cheng Jian Zhang Rui Yang 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2023年第4期149-160,共12页
The neutron spectrum unfolding by Bonner sphere spectrometer(BSS) is considered a complex multidimensional model,which requires complex mathematical methods to solve the first kind of Fredholm integral equation. In or... The neutron spectrum unfolding by Bonner sphere spectrometer(BSS) is considered a complex multidimensional model,which requires complex mathematical methods to solve the first kind of Fredholm integral equation. In order to solve the problem of the maximum likelihood expectation maximization(MLEM) algorithm which is easy to suffer the pitfalls of local optima and the particle swarm optimization(PSO) algorithm which is easy to get unreasonable flight direction and step length of particles, which leads to the invalid iteration and affect efficiency and accuracy, an improved PSO-MLEM algorithm, combined of PSO and MLEM algorithm, is proposed for neutron spectrum unfolding. The dynamic acceleration factor is used to balance the ability of global and local search, and improves the convergence speed and accuracy of the algorithm. Firstly, the Monte Carlo method was used to simulated the BSS to obtain the response function and count rates of BSS. In the simulation of count rate, four reference spectra from the IAEA Technical Report Series No. 403 were used as input parameters of the Monte Carlo method. The PSO-MLEM algorithm was used to unfold the neutron spectrum of the simulated data and was verified by the difference of the unfolded spectrum to the reference spectrum. Finally, the 252Cf neutron source was measured by BSS, and the PSO-MLEM algorithm was used to unfold the experimental neutron spectrum.Compared with maximum entropy deconvolution(MAXED), PSO and MLEM algorithm, the PSO-MLEM algorithm has fewer parameters and automatically adjusts the dynamic acceleration factor to solve the problem of local optima. The convergence speed of the PSO-MLEM algorithm is 1.4 times and 3.1 times that of the MLEM and PSO algorithms. Compared with PSO, MLEM and MAXED, the correlation coefficients of PSO-MLEM algorithm are increased by 33.1%, 33.5% and 1.9%, and the relative mean errors are decreased by 98.2%, 97.8% and 67.4%. 展开更多
关键词 Particle swarm optimization Maximum likelihood expectation maximization Neutron spectrum unfolding Bonner spheres spectrometer Monte Carlo method
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Equilibrium folding and unfolding dynamics to reveal detailed free energy landscape of src SH3 protein by magnetic tweezers 被引量:2
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作者 Huanhuan Su Hao Sun +3 位作者 Haiyan Hong Zilong Guo Ping Yu Hu Chen 《Chinese Physics B》 SCIE EI CAS CSCD 2021年第7期595-599,共5页
Src SH3 protein domain is a typical two-state protein which has been confirmed by research of denaturant-induced unfolding dynamics.Force spectroscopy experiments by optical tweezers and atomic force microscopy have m... Src SH3 protein domain is a typical two-state protein which has been confirmed by research of denaturant-induced unfolding dynamics.Force spectroscopy experiments by optical tweezers and atomic force microscopy have measured the force-dependent unfolding rates with different kinds of pulling geometry.However,the equilibrium folding and unfolding dynamics at constant forces has not been reported.Here,using stable magnetic tweezers,we performed equilibrium folding and unfolding dynamic measurement and force-jump measurement of src SH3 domain with tethering points at its N-and C-termini.From the obtained force-dependent transition rates,a detailed two-state free energy landscape of src SH3 protein is constructed with quantitative information of folding free energy,transition state barrier height and position,which exemplifies the capability of magnetic tweezers to study protein folding and unfolding dynamics. 展开更多
关键词 protein folding and unfolding magnetic tweezers free energy landscape transition state
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Effects of domain unfolding and catch-like dissociation on the collective behavior of integrin-fibronectin bond clusters 被引量:1
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作者 Ji Lin Yanzhong Wang Jin Qian 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2021年第2期229-243,共15页
To gain more understanding of cell-matrix adhesion,we consider an idealized theoretical model of a cluster of integrin-fibronectin bonds at the cell-matrix interface subjected to a dynamic ramping.The distributions of... To gain more understanding of cell-matrix adhesion,we consider an idealized theoretical model of a cluster of integrin-fibronectin bonds at the cell-matrix interface subjected to a dynamic ramping.The distributions of bond traction and interfacial deformation are assumed to obey classical elastic equations,whereas the dissociation/association of individual bonds as well as unfolding/refolding of fibronectin domains are described by stochastic equations.Through stochastic-elasticity coupling,we perform Monte Carlo simulations to investigate how the collective behavior and adhesion performance of the integrin-fibronectin-mediated interface are influenced by two characteristics newly incorporated in the modeling,i.e.,catchlike dissociation between integrin and fibronectin,and unfolding of repeated domains in fibronectin.The probable unfolding of fibronectin domains is found to have profound effects on the resultant adhesion energy of the integrin-fibronectin-mediated interface,and governs the failure model transiting between uniform decay and catastrophic crack-like rupture. 展开更多
关键词 Integrin-fibronectin complex Cell-matrix adhesion Domain unfolding Catch bond Rate dependence Modulus effect
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(r, s)-STABILITY OF UNFOLDING OF г-EQUIVARIANT BIFURCATION PROBLEM 被引量:1
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作者 刘恒兴 张敦穆 《Acta Mathematica Scientia》 SCIE CSCD 2005年第3期408-418,共11页
In this paper,the (?)-equivariant (s, t)-equivalence relation and (?)-equivariant infinitesimally (r, s)-stability of (?)-equivariant bifurcation problem are defined. The criterion for (?)-equivariant infinitesimally ... In this paper,the (?)-equivariant (s, t)-equivalence relation and (?)-equivariant infinitesimally (r, s)-stability of (?)-equivariant bifurcation problem are defined. The criterion for (?)-equivariant infinitesimally (r, s)-stability is proven when (?) is a compact finite Lie group .Transversality condition is used to characterize the stability. 展开更多
关键词 г-equivariant bifurcation problem unfolding TRANSVERSALITY г-equivariant infinitesimally (r s)-stability г-equivariant (r s)-equivalence.
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VERSAL UNFOLDING OF EQUIVARIANT BIFURCATION PROBLEMS IN MORE GENERAL CASE UNDER TWO EQUIVALENT GROUPS 被引量:1
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作者 李养成 何伟 《Acta Mathematica Scientia》 SCIE CSCD 2008年第4期915-923,共9页
For the unfolding of equivariant bifurcation problems with two types of state variables in the presence of parameter symmetry,the versal unfolding theorem with respect to left-right equivalence is obtained by using th... For the unfolding of equivariant bifurcation problems with two types of state variables in the presence of parameter symmetry,the versal unfolding theorem with respect to left-right equivalence is obtained by using the related methods and techniques in the singularity theory of smooth map-germs.The corresponding results in[4,9]can be considered as its special cases.A relationship between the versal unfolding w.r.t.left-right equivalence and the versal deformation w.r.t.contact equivalence is established. 展开更多
关键词 Equivariant bifurcation problem unfolding left-right equivalence contact equivalence
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Manufacturing of ultra-large plate forgings by unfolding and flattening of thick cylinders 被引量:1
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作者 DENG Zheng-hua WEN Tong +2 位作者 YOU Jian-hao DU Kang-kang SUN Lei 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第8期2227-2238,共12页
Ultra-large plate forgings are foundation of heavy machinery,but many parts of the type cannot be made by conventional technologies due to the characters of extreme manufacturing in terms of size and quality requireme... Ultra-large plate forgings are foundation of heavy machinery,but many parts of the type cannot be made by conventional technologies due to the characters of extreme manufacturing in terms of size and quality requirements.This paper introduced a systematically method called cylinder unfolding method(CUM)for producing large plate forgings,by using a serial of operations including“splitting”,“unfolding”,and“flattening”of a thick cylinder obtained from saddle forging.The technological route of CUM was presented in detail with an example of plate forging with the horizontal sizes of 6100 mm and thickness of 300 mm.The deformation features of saddle forging for fabricating transitional cylinders were analyzed,and then the subsequent handling steps including splitting,unfolding and flattening of the cylinder,as well as the auxiliary processing,were addressed.The practice proved that CUM can provide an efficient way for manufacturing ultra-large plate forgings and meet the strict requirements in geometry and mechanical performance,without highly increasing the investments of forming equipment and tooling. 展开更多
关键词 extreme manufacturing ultra-large plate forging cylinder unfolding method metal forming
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Interface water-induced hydrophobic carbon chain unfolding in water 被引量:1
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作者 Zhang Xie Zheng Li +4 位作者 Gang Lou Qing Liang Jiang-Xing Chen Jianlong Kou Gui-Na Wei 《Communications in Theoretical Physics》 SCIE CAS CSCD 2021年第5期102-110,共9页
The folding and unfolding of the carbon chain,which is the basic constitutional unit of polymers,are important to the performance of the material.However,it is difficult to regulate conformational transition of the ca... The folding and unfolding of the carbon chain,which is the basic constitutional unit of polymers,are important to the performance of the material.However,it is difficult to regulate conformational transition of the carbon chain,especially in an aqueous environment.In this paper,we propose a strategy to regulate the conformational transition of the carbon chain in water based on the all-atom molecular dynamics simulations.It is shown that the unfolded carbon chain will spontaneously collapse into the folded state,while the folded carbon chain will unfold with an external electric field.The regulation ability of the electric field is attributed to the electric field-induced redistribution of interface water molecules near the carbon chain.The demonstrated method of regulating conformational transition of the carbon chain in water in this study provides an insight into regulating hydrophobic molecules in water,and has great potential in drug molecule design and new polymer material development. 展开更多
关键词 carbon chain unfolding electric field interface water molecular dynamics simulations
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Deep Unfolding for Cooperative Rate Splitting Multiple Access in Hybrid Satellite Terrestrial Networks 被引量:1
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作者 Qingmiao Zhang Lidong Zhu +1 位作者 Shan Jiang Xiaogang Tang 《China Communications》 SCIE CSCD 2022年第7期100-109,共10页
Rate splitting multiple access(RSMA)has shown great potentials for the next generation communication systems.In this work,we consider a two-user system in hybrid satellite terrestrial network(HSTN)where one of them is... Rate splitting multiple access(RSMA)has shown great potentials for the next generation communication systems.In this work,we consider a two-user system in hybrid satellite terrestrial network(HSTN)where one of them is heavily shadowed and the other uses cooperative RSMA to improve the transmission quality.The non-convex weighted sum rate(WSR)problem formulated based on this model is usually optimized by computational burdened weighted minimum mean square error(WMMSE)algorithm.We propose to apply deep unfolding to solve the optimization problem,which maps WMMSE iterations into a layer-wise network and could achieve better performance within limited iterations.We also incorporate momentum accelerated projection gradient descent(PGD)algorithm to circumvent the complicated operations in WMMSE that are not amenable for unfolding and mapping.The momentum and step size in deep unfolding network are selected as trainable parameters for training.As shown in the simulation results,deep unfolding scheme has WSR and convergence speed advantages over original WMMSE algorithm. 展开更多
关键词 hybrid satellite terrestrial network rate splitting multiple access cooperative transmission deep unfolding weighted minimum mean square error
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Graded Stable Unfoldings in Bifurcation Problems 被引量:1
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作者 Zhang Guo-bin Zhang Dun-mu 《Wuhan University Journal of Natural Sciences》 EI CAS 2000年第3期257-264,共8页
We introduced stability of arbitrary degree number for unfordings of bifurcation problems and established the equivalence of three stabilities. Thom's transversality theory is used to character the new stability.
关键词 Thom-transversality unfolding BIFURCATION
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