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Low-polarity solvent-mediated lithium metal stabilization for improved performance in lithium–sulfur batteries
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作者 Seung-Yeon Jung Yao-Peng Chen +4 位作者 Yun-Jeong Lee So Hee Kim Jong-Seong Bae Xiang Chen Seung-Ho Yu 《Journal of Energy Chemistry》 2026年第3期737-749,共13页
Rechargeable lithium–sulfur(Li–S)batteries are considered promising next-generation energy storage systems owing to their high theoretical energy density,but their application is hindered by the shuttle effect arisi... Rechargeable lithium–sulfur(Li–S)batteries are considered promising next-generation energy storage systems owing to their high theoretical energy density,but their application is hindered by the shuttle effect arising from dissolved lithium polysulfides(LiPSs).Herein,we design an optimized electrolyte to achieve long-term stability by employing an appropriate low-polarity solvent.A combination of diethyl ether(DEE)and 1,2-dimethoxyethane(DME)was selected to improve Li metal stability even in the presence of LiPSs.The DEE/DME electrolyte not only suppresses parasitic reactions between Li and LiPSs but also promotes uniform Li deposition.Moreover,operando optical microscopy was employed to directly visualize electrolyte stability and dendrite evolution in real time,while quantitative analysis was conducted via normalized hue index and contour image mapping.The enhanced anode stability of the DEE/DME electrolyte enabled excellent cycling performance,retaining 80.14%of its initial capacity after300 cycles at 3 C,while maintaining superior performance under practical conditions with high sulfur loading and a low E/S ratio.These findings highlight that solvent properties critically influence Li metal stabilization in Li–S batteries and underscore the significance of solvent engineering in electrolyte design. 展开更多
关键词 Li–s batteries Electrolyte engineering solvent polarity solvent effects Anode stabilization Operando optical microscopy
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基于T-S模糊模型的E-FMSS大信号稳定性分析
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作者 张元慧 郑华俊 袁旭峰 《电子科技》 2026年第2期61-71,共11页
柔性互联设备有利于提升配电网承载规模化分布式源荷的能力,高比例电力电子设备间的交互耦合影响配电网运行的稳定性。为量化不同配电区域之间通过储能型柔性多状态开关(Energy-storage Flexible Multi-State Switch,E-FMSS)互联系统中... 柔性互联设备有利于提升配电网承载规模化分布式源荷的能力,高比例电力电子设备间的交互耦合影响配电网运行的稳定性。为量化不同配电区域之间通过储能型柔性多状态开关(Energy-storage Flexible Multi-State Switch,E-FMSS)互联系统中系统参数、控制模式、控制参数对稳定性的影响,文中基于T-S模糊模型研究了E-FMSS大信号稳定性。根据E-FMSS的拓扑结构和控制策略推导了T-S模糊模型,提出了基于该模型的吸引域估计方法,并利用吸引域分析主电路参数、表征工作点信息的参数以及控制参数对E-FMSS大信号稳定性的影响。理论分析与时域仿真结果验证了利用所提基于T-S模糊模型估算吸引域判断E-FMSS大信号稳定性方法的正确性。 展开更多
关键词 柔性配电网 E-FMss 大扰动 稳定性 平均值模型 T-s模糊模型 线性矩阵不等式 吸引域
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Insights from TPPP3 and its family member proteins in neuronal diseases
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作者 Mishal Rao Kun-Che Chang 《Neural Regeneration Research》 2026年第8期3332-3335,共4页
Tubulin polymerization-promoting protein family member 3(TPPP3)is a neuronal-specific protein involved in cytoskeletal stability,axonal maintenance,and neuronal survival.Dysregulation of TPPP3 is implicated in neurode... Tubulin polymerization-promoting protein family member 3(TPPP3)is a neuronal-specific protein involved in cytoskeletal stability,axonal maintenance,and neuronal survival.Dysregulation of TPPP3 is implicated in neurodegenerative diseases such as Parkinson’s disease and diabetic retinopathy.Unlike TPPP1,which is oligodendrocyte-specific,TPPP3 was reported to primarily promote neuronal regeneration and serve as a therapeutic target for neurodegenerative diseases such as Parkinson’s disease and glaucoma.Beyond the nervous system,TPPP3 has been linked to oncogenesis and tissue regeneration,suggesting potential roles in tumor suppression and wound healing.This review summarizes neuronal functions of TPPP3,therapeutic opportunities,and future research directions.Understanding the molecular mechanisms underlying function of TPPP3 could provide valuable insights into its therapeutic applications in neuroprotection. 展开更多
关键词 axonal regeneration GLAUCOMA microtubule stabilization NEUROPROTECTION Parkinson’s disease TPPP3
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WEAPONIZING TRADE, UNDERMINING TRUST The Trump administration’s politicization of global economics threatens international stability and damages China-U.S. relations
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作者 Hamzah Rifaat Hussain 《China Report ASEAN》 2025年第5期64-64,共1页
If there were any doubts about the Trump administration’s inherent obsession with decoupling,polarization and jolting of global trade,they can be laid to rest.A series of statements and measures have been made by the... If there were any doubts about the Trump administration’s inherent obsession with decoupling,polarization and jolting of global trade,they can be laid to rest.A series of statements and measures have been made by the U.S.government on economic relations with China including administrative decision to hit Chinese goods with additional tariffs despite China. 展开更多
关键词 global trade economic relations trade decoupling international stability tariffs polarization TRUsT china u s relations
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Effect of cyclic drying and wetting on engineering properties of heavy metal contaminated soils solidified/stabilized with fly ash 被引量:3
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作者 ZHA Fu-sheng LIU Jing-jing +1 位作者 XU Long CUI Ke-rui 《Journal of Central South University》 SCIE EI CAS 2013年第7期1947-1952,共6页
Solidification/stabilization (S/S) is one of the most effective methods of dealing with heavy metal contaminated soils. The effects of cyclic wetting and drying on solidified/stabilized contaminated soils were inves... Solidification/stabilization (S/S) is one of the most effective methods of dealing with heavy metal contaminated soils. The effects of cyclic wetting and drying on solidified/stabilized contaminated soils were investigated. A series of test program, unconfined compressive strength (UCS) test, TCLP leaching test and scanning electron microscopy (SEM) test, were performed on lead and zinc contaminated soils solidified/stabilized by fly ash. Test results show that UCS and the leaching characteristics of heavy metal ions of S/S contaminated soils are significantly improved with the increase of fly ash content. UCS of S/S soils firstly increases with the increase of the times of drying and wetting cycles, after reaching the peak, it decreases with it. When the pollutant content is lower (1 000 mg/kg), the TCLP concentration first slightly decreases under cyclic drying and wetting, then increases, but the change is minor. The TCLP concentration is higher under a high pollutant content of 5 000 mg/kg, and increases with the increase of the times of drying and wetting cycles. The results of scanning electron microscopy (SEM) test are consistent with UCS tests and TCLP leaching tests, which reveals the micro-mechanism of the variations of engineering properties of stabilized contaminated soils after drying and wetting cycles. 展开更多
关键词 solidification/stabilization s/s heavy metal contaminated soil drying and wetting cycles long-term stability
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Pt/Ti_(3)C_(2)electrode material used for H_(2)S sensor with low detection limit and high stability
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作者 Huakang Zong Xinyue Li +4 位作者 Yanlin Zhang Faxun Wang Xingxing Yu Guotao Duan Yuanyuan Luo 《Chinese Chemical Letters》 2025年第5期600-605,共6页
Traditional Pt/C electrode materials are prone to corrosion and detachment during H_(2)S detection,leading to a decrease in fuel cell-type sensor performance.Here,a high-performance H_(2)S sensor based on Pt loaded Ti... Traditional Pt/C electrode materials are prone to corrosion and detachment during H_(2)S detection,leading to a decrease in fuel cell-type sensor performance.Here,a high-performance H_(2)S sensor based on Pt loaded Ti_(3)C_(2)electrode material with-O/-OH terminal groups was designed and prepared.Experimental tests showed that the Pt/Ti_(3)C_(2)sensor has good sensitivity(0.162μA/ppm)and a very low detection limit to H_(2)S(10 ppb).After 90 days of stability testing,the response of the Pt/Ti_(3)C_(2)sensor shows a smaller decrease of 2%compared to that of the Pt/C sensor(22.9%).Meanwhile,the sensor also has high selectivity and repeatability.The density functional theory(DFT)calculation combined with the experiment results revealed that the improved H_(2)S sensing mechanism is attributed to the fact that the strong interaction between Pt and Ti_(3)C_(2)via the Pt-O-Ti bonding can reduce the formation energy of Pt and Ti_(3)C_(2),ultimately prolonging the sensor’s service life.Furthermore,the catalytic property of Pt can decrease the adsorption energy and dissociation barrier of H_(2)S on Pt/Ti_(3)C_(2)surface,greatly enhance the ability to generate protons and effectively transfer charges,realizing good sensitivity and high selectivity of the sensor.The sensor works at room temperature,making it very promising in the field of H_(2)S detection in future. 展开更多
关键词 H_(2)s sensor Pt/Ti_(3)C_(2) Low detection limit Long term stability Density functional theory calculation
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New criteria on the existence and global exponential stability of periodic solutions for quaternion-valued cellular neural networks
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作者 LI Ai-ling ZHOU Zheng ZHANG Zheng-qiu 《Applied Mathematics(A Journal of Chinese Universities)》 2025年第3期523-542,共20页
In this paper,a class of quaternion-valued cellular neural networks(QVCNNS)with time-varying delays are considered.Combining graph theory with the continuation theorem of Mawhin’s coincidence degree theory as well as... In this paper,a class of quaternion-valued cellular neural networks(QVCNNS)with time-varying delays are considered.Combining graph theory with the continuation theorem of Mawhin’s coincidence degree theory as well as Lyapunov functional method,we establish new criteria on the existence and exponential stability of periodic solutions for QVCNNS by removing the assumptions for the boundedness on the activation functions and the assumptions that the values of the activation functions are zero at origin.Hence,our results are less conservative and new. 展开更多
关键词 the existence of periodic solutions exponential stability quaternion-valued cellular neural networks combining graph theory with Mawhin’s continuation theorem of coincidence degree theory Lyapunov function method inequality techniques
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Solidification segregation behavior of Nb-containing 310S steel 被引量:1
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作者 Yu-tuo Zhang Hao Zou 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2023年第1期82-87,共6页
The solidification characteristics and segregation behavior of solute elements Nb,Ni,Mn,Si,Cr and C in 0.3 wt.%Nb-310S steel were investigated using the isothermal solidification quenching experiment and Thermo-Calc c... The solidification characteristics and segregation behavior of solute elements Nb,Ni,Mn,Si,Cr and C in 0.3 wt.%Nb-310S steel were investigated using the isothermal solidification quenching experiment and Thermo-Calc calculation.The phase transformation for 0.3%Nb-310S steel under equilibrium condition can be summarized as follows:liquid(L)→L+γ(1406℃)→γ(1334℃)→γ+NbC(1322℃)→γ+NbC+M_(23)C_(6)(1006℃)→γ+NbC+M_(23)C_(6)→σ(755℃).The results showed that the solidification began with the formation of primary austenite dendrite.The volume fraction of the liquid phase decreased rapidly as the temperature decreased in the initial solidification stage,and then,the liquid phase fraction decreased slowly.When austenite formed,Mn and Ni were enriched in the solid phase,while Nb and C were rejected into the liquid.Nb was present the highest segregation coefficient in 0.3%Nb-310S austenitic stainless steel.The segregation of Nb was the most serious,followed by Mn,Ni and C.Cr and Si exhibited slight segregation during the solidification.The solidification was terminated by the formation of NbC phase. 展开更多
关键词 310s steel Nb solidification sEGREGATION Thermo-Calc calculation
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Green's function solution for transient heat conduction in annular fin during solidification of phase change material 被引量:1
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作者 A.H.MOSAFFA F.TALATI +1 位作者 M.A.ROSEN H.BASIRAT-TABRIZI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2012年第10期1265-1274,共10页
The Green's function method is applied for the transient temperature of an annular fin when a phase change material (PCM) solidifies on it. The solidification of the PCMs takes place in a cylindrical shell storage.... The Green's function method is applied for the transient temperature of an annular fin when a phase change material (PCM) solidifies on it. The solidification of the PCMs takes place in a cylindrical shell storage. The thickness of the solid PCM on the fin varies with time and is obtained by the Megerlin method. The models are found with the Bessel equation to form an analytical solution. Three different kinds of boundary conditions are investigated. The comparison between analytical and numerical solutions is given. The results demonstrate that the significant accuracy is obtained for the temperature distribution for the fin in all cases. 展开更多
关键词 annular fin analytical solution Green's function phase change material(PCM) solidification thermal energy storage
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Analysis of Vibration Characteristics of Electro-hydraulic Driven 3-UPS/S Parallel Stabilization Platform 被引量:1
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作者 Xiaoming Yuan Weiqi Wang +1 位作者 Haodong Pang Lijie Zhang 《Chinese Journal of Mechanical Engineering》 CSCD 2024年第6期212-224,共13页
With the development of fluid-power transmission and control technology,electro-hydraulic-driven technology can significantly improve the load-carrying capacity,stiffness,and control accuracy of stabilization platform... With the development of fluid-power transmission and control technology,electro-hydraulic-driven technology can significantly improve the load-carrying capacity,stiffness,and control accuracy of stabilization platforms.However,compared with mechanically driven platforms,the stiffness and damping of the fluid,as well as the coupling effect between the fluid and the structure need to be considered for electro-hydraulic-driven parallel stabilization platforms,making the modal and dynamic response characteristics of the mechanism more complex.With the aim of solving the aforementioned issues,we research the electro-hydraulic driven 3-UPS/S parallel stabilization platform considering the hinge stiffness.Moreover,the characteristic vibration equation of the mechanism is established using the virtual work principle.Subsequently,the variation characteristics of the natural frequency and the vibration response according to the position of the mechanism are analyzed based on the dynamic equation.Finally,the correctness of the model is verified by a modal test and Runge-Kutta methods.This study provides a theoretical basis for the dynamic design of electrohydraulic-driven parallel mechanisms. 展开更多
关键词 Electro-hydraulic driven 3-UPs/s parallel stabilization platform Kinetic equation Vibration mode Vibration response Modal test
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EXPERIMENTAL RESEARCH ON DIRECTIONAL SOLIDIFICATION OF Al-4.5wt%Cu ALLOY BY ACRT METHOD
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作者 JIE Wanqi(State Key Laboratory of Solidification Processing,Northwestern Polytechnical University,Xi’an 710072,China) 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 1996年第1期17-22,共6页
Accelerated crucible rotation technique(ACRT) has been used for the directional solidification of Al-4.5wt% Cu binary alloy.By rotating the crucible at varying rate and direction,forced liquid flows are aroused These ... Accelerated crucible rotation technique(ACRT) has been used for the directional solidification of Al-4.5wt% Cu binary alloy.By rotating the crucible at varying rate and direction,forced liquid flows are aroused These flows include Ekman flow,Couette flow and Spiral Shear flow.Especially,Ekman flow acts directly at the L/S interface,changes diffusion and heat exchange conditions and has strong influences on the morphology of L/S interface.Experimental results show that,compared with normal Bridgman specimens,the solidification region is much narrower and the cell spacing is much smaller in ACRT specimens.These influences become much stronger when the accelerating rate is increased. 展开更多
关键词 accelerated crucible rotation technique(ACRT) Al-4.5wt%Cu directional solidification morphology of L/s interface cell spacing
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A New Approach for Impulsive Stabilization of Liu's System
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作者 刘洋 赵寿为 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第5期994-998,共5页
An impulsive control scheme of Liu's system is presented in this paper. Some less conservative conditions with impulses at fixed times are provided, which can guarantee the global asymptotical stability and global ex... An impulsive control scheme of Liu's system is presented in this paper. Some less conservative conditions with impulses at fixed times are provided, which can guarantee the global asymptotical stability and global exponential stability for the impulsive control of Liu's systems. We also present the estimate of the stable region for the equidistance impulsive interval. Furthermore, an illustrative example is given to show the effectiveness of the proposed results. 展开更多
关键词 impulsive control Liu's system global asymptotical stability global exponential stability
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Impulsive stabilization of a class of nonlinear system with bounded gain error
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作者 马铁东 赵飞亚 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第12期103-108,共6页
Considering mechanical limitation or device restriction in practical application, this paper investigates impulsive stabilization of nonlinear systems with impulsive gain error. Compared with the existing impulsive an... Considering mechanical limitation or device restriction in practical application, this paper investigates impulsive stabilization of nonlinear systems with impulsive gain error. Compared with the existing impulsive analytical approaches,the proposed impulsive control method is more practically applicable, which includes control gain error with an acceptable boundary. A sufficient criterion for global exponential stability of an impulsive control system is derived, which relaxes the condition for precise impulsive gain efficiently. The effectiveness of the proposed method is confirmed by theoretical analysis and numerical simulation based on Chua's circuit. 展开更多
关键词 bounded gain error impulsive control exponential stability Chua's circuit
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Stability and stabilization of discrete T-S fuzzy time-delay system based on maximal overlapped-rules group 被引量:2
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作者 Songtao Zhang Xiaowei Zhao Jiantong Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第1期201-210,共10页
The problems of stability and stabilization for the discrete Takagi-Sugeno(T-S) fuzzy time-delay system are investigated.By constructing a discrete piecewise Lyapunov-Krasovskii function(PLKF) in each maximal over... The problems of stability and stabilization for the discrete Takagi-Sugeno(T-S) fuzzy time-delay system are investigated.By constructing a discrete piecewise Lyapunov-Krasovskii function(PLKF) in each maximal overlapped-rules group(MORG),a new sufficient stability condition for the open-loop discrete T-S fuzzy time-delay system is proposed and proved.Then the systematic design of the fuzzy controller is investigated via the parallel distributed compensation control scheme,and a new stabilization condition for the closed-loop discrete T-S fuzzy time-delay system is proposed.The above two sufficient conditions only require finding common matrices in each MORG.Compared with the common Lyapunov-Krasovskii function(CLKF) approach and the fuzzy Lyapunov-Krasovskii function(FLKF) approach,these proposed sufficient conditions can not only overcome the defect of finding common matrices in the whole feasible region but also largely reduce the number of linear matrix inequalities to be solved.Finally,simulation examples show that the proposed PLKF approach is effective. 展开更多
关键词 stability analysis maximal overlapped-rules group(MORG) Takagi-sugeno(T-s)fuzzy model discrete time-delay system piecewise Lyapunov-Krasovskii function(PLKF).
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Effects of Ca(Y)-Si modifier on interface morphology and solute segregation during directional solidification of an austenite medium Mn steel
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作者 Gaofei Liang Zhenming Xu Jianguo Li 《Journal of University of Science and Technology Beijing》 CSCD 2005年第4期335-339,共5页
The austenite medium Mn steel modified with controlled additions of Ca, Y, Si were directionally solidified using the vertical Bridgman method to study the effects of Ca(Y)-Si modifier on the solid-liquid (S-L) in... The austenite medium Mn steel modified with controlled additions of Ca, Y, Si were directionally solidified using the vertical Bridgman method to study the effects of Ca(Y)-Si modifier on the solid-liquid (S-L) interface morphology and solute segregation. The interface morphology and the C and Mn segregation of the steel directionally solidified at 6.9 μtrn/s were investigated with an image analysis and a scanning electron microscope equipped with energy dispersive X-ray analysis. The 0.5wt% Ca-Si modified steel is solidified with a planar S-L interface. The interface of the 1.0wt% Ca-Si modified steel is similar to that of the 0.5wt% Ca-Si modified steel, but with larger nodes. The 1.5wt% Ca-Si modified steel displays a cellular growth parttern. The S-L interface morphology of the 0.5wt% Ca-Si+1.0wt% Y-Si modified Mn steel appears as dendritic interface, and primary austenite dendrites reveal developed lateral branching at the quenched liquid. In the meantime, the independent austenite colonies are formed ahead of the S-L interface. A mechanism involving constitutional supercooling explains the S-L interface evolution. It depends mainly on the difference in the contents of Ca, Y, and Si ahead of the S-L interface. The segregation of C and Mn ahead of the S-L interface enhanced by the modifiers is observed. 展开更多
关键词 austenite Mn steel modification solid-liquid s-L) interface morphology solute segregation directional solidification
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New Approach to Stability Analysis and Stabilization of Discrete-Time T-S Fuzzy Descriptor Systems
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作者 Mao Wang Jia Shi Kan Liu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2015年第5期55-60,共6页
The problems of stability and state feedback control for a class of discrete-time T-S fuzzy descriptor systems are investigated in this paper. Based on fuzzy Lyapunov function,a set of slack variables is introduced to... The problems of stability and state feedback control for a class of discrete-time T-S fuzzy descriptor systems are investigated in this paper. Based on fuzzy Lyapunov function,a set of slack variables is introduced to remove the basic semi-definite matrix inequality condition to check the regularity,causality and stability of discrete-time T-S fuzzy descriptor systems; a new sufficient condition for the discrete-time T-S fuzzy descriptor systems to be admissible is proposed in terms of strict linear matrix inequalities( LMIs). And a sufficient condition is proposed for the existence of state feedback controller in terms of a set of coupled strict LMIs.Finally,an illustrative example is presented to demonstrate the effectiveness of the proposed approach. 展开更多
关键词 T-s fuzzy descriptor systems parameter uncertainties stabilITY state feedback control linear matrix inequality(LMI)
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Study of BMP's affection on solidification and properties of CPC
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《Chinese Journal of Biomedical Engineering(English Edition)》 2001年第3期111-,共1页
关键词 BMP study of BMP’s affection on solidification and properties of CPC
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S45C钢中非金属夹杂物特性和演变机理 被引量:1
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作者 陈依盛 周垚 +2 位作者 唐海燕 王凯民 张明军 《钢铁》 北大核心 2025年第10期92-102,共11页
S45C钢是一种含铝含硫钢,被广泛应用于高负荷机械零件的制造中。国内某钢厂在用电弧炉(electric arc furnace,EAF)-精炼炉(ladle furnace,LF)-真空脱气炉(vacuum degassing,VD)-连铸(continuous casting,CC)工艺生产该钢种过程中经常出... S45C钢是一种含铝含硫钢,被广泛应用于高负荷机械零件的制造中。国内某钢厂在用电弧炉(electric arc furnace,EAF)-精炼炉(ladle furnace,LF)-真空脱气炉(vacuum degassing,VD)-连铸(continuous casting,CC)工艺生产该钢种过程中经常出现水口结瘤和轧材探伤不合格问题,影响生产顺行和用户评价,前期探明主要与钢中夹杂物有关。为了深入了解S45C钢的夹杂物特性及演变规律,以优化生产工艺,采用全流程系统取样,并结合夹杂物自动分析扫描与热力学计算等手段开展了系列研究。结果表明,LF进站时钢中夹杂物以Al_(2)O_(3)为主,LF终点时逐渐演变为CaO-MgO-Al_(2)O_(3);VD破空和吊包时夹杂物主要为CaO-MgO-Al_(2)O_(3)-CaS,而在中间包中部分夹杂物演变为CaO-Al_(2)O_(3)-CaS。铸坯中夹杂物类型复杂,主要为Al_(2)O_(3)-CaS、MgO-Al_(2)O_(3)-CaS、CaO-MgO-Al_(2)O_(3)-CaS、CaO-Al_(2)O_(3)-CaS以及CaS,还有少量的Al_(2)O_(3)、MgO·Al_(2)O_(3)和TiN,在过程样中检测到的CaO-MgO-Al_(2)O_(3)在铸坯样中几乎不存在。统计了铸坯内弧1/4处、1/2处、中心、外弧1/4处的夹杂物数量和尺寸,结果表明,内弧1/4和外弧1/4处的夹杂物数密度分别为12.3个/mm^(2) 和12.9个/mm^(2) ,尺寸大多为1~2μm。而内弧1/2和中心处夹杂物数密度分别为15.1个/mm^(2) 和14.6个/mm^(2) ,尺寸大多为2~5μm,个别不小于5μm。利用FactSage 8.3热力学软件计算分析了S45C钢中夹杂物的形成原因,结果表明,随着钢中硫含量增加、氧含量和温度降低,CaS更容易形成,因此铸坯中出现了大量的CaS类夹杂;为抑制MgO·Al_(2)O_(3)和CaS夹杂生成可能造成的水口结瘤和DS类夹杂物超标问题,可将钢中总氧质量分数控制为0.0018%~0.0026%。此外,计算了钢液冷却过程中夹杂物的相转变和成分变化。 展开更多
关键词 含铝含硫钢 s45C钢 夹杂物特性 热力学计算 凝固 演变机理 钙处理 Ds类夹杂物
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基于机器学习与改进D-S证据理论的边坡稳定性预测 被引量:1
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作者 聂闻 伍玉龙 +2 位作者 谢伟 谢明 江松 《人民长江》 北大核心 2025年第9期66-73,共8页
针对目前单一机器学习算法边坡稳定性预测结果存在较大不确定性的问题,提出一种基于机器学习算法与改进D-S证据理论的边坡稳定性预测评估模型。首先选用BP、SVM和RF三种机器学习算法对边坡稳定性状态进行初步评估,并采用粒子群优化算法... 针对目前单一机器学习算法边坡稳定性预测结果存在较大不确定性的问题,提出一种基于机器学习算法与改进D-S证据理论的边坡稳定性预测评估模型。首先选用BP、SVM和RF三种机器学习算法对边坡稳定性状态进行初步评估,并采用粒子群优化算法对三种机器学习算法进行优化以寻找最佳超参数;然后,引入改进D-S证据理论,以优化后的三种机器学习算法作为基分类器,对初步预测评估的结果进行融合;最后,通过该融合模型对边坡稳定性状态进行评估,并与传统D-S证据理论以及Murphy方法进行对比分析。结果表明:采用改进D-S证据理论对三种机器学习算法的预测结果进行融合后,测试集准确率达92.42%,较单一机器学习算法提升了7.57%,并且相较于传统D-S证据理论,该方法在证据冲突较大时融合精度更高。 展开更多
关键词 边坡稳定性 机器学习 改进D-s证据理论 数据融合
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联合稳健S变换与K均值聚类的高崩溃污染率拟稳点选取策略 被引量:1
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作者 刘忠贺 李宗春 +2 位作者 何华 郭迎钢 赵文斌 《测绘学报》 北大核心 2025年第9期1608-1619,共12页
合理选取拟稳点是变形监测网稳定性分析的关键一环。变形点数量较多甚至过半情况下,现有稳定性分析方法在选取拟稳点时稳健性不足,导致拟稳点选取结果不尽合理。为提高拟稳点选取的准确率,提出了一种联合稳健S变换模型与K均值聚类算法... 合理选取拟稳点是变形监测网稳定性分析的关键一环。变形点数量较多甚至过半情况下,现有稳定性分析方法在选取拟稳点时稳健性不足,导致拟稳点选取结果不尽合理。为提高拟稳点选取的准确率,提出了一种联合稳健S变换模型与K均值聚类算法的高崩溃污染率选取策略。首先,将两期变形监测网的同名点作为采样集合,从集合中随机选取部分点作为子集,利用稳健S变换模型求解子集中控制点的点位转换残差。然后,依据点位转换残差,采用K均值聚类算法将控制点分为拟稳点、小变形点及大变形点,并通过拟稳点集与大变形点集的点位转换残差质心差别判断稳健S变换模型是否可行,若稳健S变换模型奏效,则将转换残差小的点标记为拟稳点,从中选取频次较高的点作为备选拟稳点。最后,使用稳健S变换模型处理备选拟稳点以获得可靠的点位转换残差,以此为据,用K均值聚类算法准确选定拟稳点。通过仿真试验和实例分析,本文方法与传统相似变换模型、迭代加权相似变换模型、结合RANSAC算法的相似变换模型及平方型M_(split)相似变换模型进行了比较。结果表明,当变形监测网中存在变形点时,本文方法的变形点判别准确率最高,所得控制点位移更加符合实际。在变形点数量过半时,本文方法仍能保持稳健性,具有更高的崩溃污染率。 展开更多
关键词 变形监测网 稳健s变换 K均值聚类 稳定性分析 拟稳点
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