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Parameter identification and high order active disturbance rejection control of electro-hydraulic servo motor system
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作者 WANG Xiaojing GAO Wentao +1 位作者 ZHANG Yuxuan SUN Yuwei 《High Technology Letters》 2025年第3期280-287,共8页
An enhanced least mean square(LMS)error identification algorithm integrated with Kalman filtering is proposed to resolve accuracy degradation induced by nonlinear dynamics and parameter uncertainties in continuous rot... An enhanced least mean square(LMS)error identification algorithm integrated with Kalman filtering is proposed to resolve accuracy degradation induced by nonlinear dynamics and parameter uncertainties in continuous rotary electro-hydraulic servo systems.This enhancement accelerates convergence and improves accuracy compared with traditional LMS.A fifth-order identification mod-el is developed based on valve-controlled hydraulic motors,with parameters identified using Kalman filter state estimation and gradient smoothing.The results indicate that the improved LMS effectively enhances parameter identification.An advanced disturbance rejection controller(ADRC)is de-signed,and its performance is compared with an optimal proportional integral derivative(PID)con-troller through Simulink simulations.The results show that the ADRC fulfills the control specifications and expands the system’s operational bandwidth. 展开更多
关键词 electro-hydraulic servo system tracking differentiator filter minimum mean square error identification advanced disturbance rejection controller nonlinear feedback control law extended state observer parameter optimal proportional integral derivative control
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Design method of multivariable PI controller for turboprop engine based on equivalent transfer function
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作者 Shancheng LI Yong WANG Haibo ZHANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第9期237-260,共24页
Traditional centralized Proportional Integral(PI)controller design methods based on Equivalent Transfer Functions(ETFs)have poor decoupling effect in turboprop engines.In this paper,a centralized PI design method base... Traditional centralized Proportional Integral(PI)controller design methods based on Equivalent Transfer Functions(ETFs)have poor decoupling effect in turboprop engines.In this paper,a centralized PI design method based on dynamic imaginary matrix and equivalent transfer function is proposed.Firstly,a method for solving equivalent transfer functions based on the dynamic imaginary matrix is proposed,which adopts dynamic imaginary matrix to describe the dynamic characteristics of the system,and obtains the equivalent transfer function based on the dynamic imaginary matrix characteristics.Secondly,for the equivalent transfer function,a central-ized PI control gain is designed using the Taylor expansion method.Meanwhile,this paper further proves that the centralized PI design method proposed in this paper has integral stability.Consid-ering the impact of altitude and Mach number on turboprop engines,a linear feedforward control method based on the transfer function matrix is further proposed based on the centralized PI con-troller,and the stability of the entire comprehensive control method is proved.Finally,to ensure the safe and effective operation of the turboprop engine,a temperature and torque limiting protection controller is designed for the turboprop engine.Simulation results show that the centralized PI con-troller design method and linear feedforward control method proposed can effectively improve the control quality of turboprop engine control systems. 展开更多
关键词 Multivariable control sys-tems Equivalent transfer function Disturbance compensation control control parameter design Turboprop engine control
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Optimal Formation Reconfiguration Control of Multiple UCAVs Using Improved Particle Swarm Optimization 被引量:16
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作者 Hai-bin Duan Guan-jun Ma De-lin Luo 《Journal of Bionic Engineering》 SCIE EI CSCD 2008年第4期340-347,共8页
Optimal formation reconfiguration control of multiple Uninhabited Combat Air Vehicles (UCAVs) is a complicated global optimum problem. Particle Swarm Optimization (PSO) is a population based stochastic optimizatio... Optimal formation reconfiguration control of multiple Uninhabited Combat Air Vehicles (UCAVs) is a complicated global optimum problem. Particle Swarm Optimization (PSO) is a population based stochastic optimization technique inspired by social behaviour of bird flocking or fish schooling. PSO can achieve better results in a faster, cheaper way compared with other bio-inspired computational methods, and there are few parameters to adjust in PSO. In this paper, we propose an improved PSO model for solving the optimal formation reconfiguration control problem for multiple UCAVs. Firstly, the Control Parameterization and Time Diseretization (CPTD) method is designed in detail. Then, the mutation strategy and a special mutation-escape operator are adopted in the improved PSO model to make particles explore the search space more efficiently. The proposed strategy can produce a large speed value dynamically according to the variation of the speed, which makes the algorithm explore the local and global minima thoroughly at the same time. Series experimental results demonstrate the feasibility and effectiveness of the proposed method in solving the optimal formation reconfiguration control problem for multiple UCAVs. 展开更多
关键词 uninhabited combat air vehicles particle swarm optimization control parameterization and time discretization optimal formation reeonfiguration
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STUDY ON THE METHOD OF CONSTRUCTING RATIONAL CUBIC CURVES AND CURVED SURFACE INCLUDING CONTROLLING PARAMETERS
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作者 孙兰凤 高天真 +1 位作者 梁艳书 陈健 《Transactions of Tianjin University》 EI CAS 1998年第1期31-36,共6页
By adopting the method of controlling parameters this paper describes the construction of various kinds of cubic curve segment and curved surface fragment with rational and non rational parameters, and discusses the ... By adopting the method of controlling parameters this paper describes the construction of various kinds of cubic curve segment and curved surface fragment with rational and non rational parameters, and discusses the relationship between controlling parameters, weighted factors and types, kinds and characteristics of curve segments and curved surface fragments. A mathematical method is provided for CAGD with abundant connotations, broad covering region, convenience, flexibility and direct simplicity. 展开更多
关键词 controlling parameter weighted factor rational and non rational curve segment curved surface fragment matrix of parametric coefficient
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Correlation of liver imaging and transient elastography among patients with hepatitis C at a safety net hospital
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作者 Hima Veeramachaneni Bobak Moazzami +2 位作者 Navila Sharif Emad Qayed Lesley S Miller 《World Journal of Hepatology》 2025年第4期67-74,共8页
BACKGROUND Liver imaging and transient elastography(TE)are both tools used to assess liver fibrosis and steatosis among people with hepatitis C virus(HCV)infection.However,the diagnostic accuracy of conventional imagi... BACKGROUND Liver imaging and transient elastography(TE)are both tools used to assess liver fibrosis and steatosis among people with hepatitis C virus(HCV)infection.However,the diagnostic accuracy of conventional imaging in detecting fibrosis and steatosis in this patient population remains unclear.AIM To investigate the correlation between steatosis and fibrosis and abnormal findings on liver imaging in patients with HCV.METHODS We conducted a retrospective cross-sectional analysis of patients with HCV at Grady Liver Clinic who had TE exams between 2018-2019.We analyzed the correlation of controlled attenuation parameter and liver stiffness measurement on TE and abnormal findings on liver imaging.Liver imaging findings(hepatic steatosis,increased echogenicity,cirrhosis,and chronic liver disease)were further evaluated for their diagnostic performance in detecting fibrosis(≥F2,≥F3,≥F4)and steatosis(≥S1,≥S2,≥S3).RESULTS Of 959 HCV patients who underwent TE,651 had liver imaging.Higher controlled attenuation parameter scores were observed in patients with abnormal liver findings(P=0.0050),hepatic steatosis(P<0.0001),and increased echogenicity(P<0.0001).Higher liver stiffness measurement values were also noted in those with abnormal liver(P<0.0001)and increased echogenicity(P=0.0026).Steatosis severity correlated with hepatic steatosis(r=0.195,P<0.001)and increased echogenicity(r=0.209,P<0.001).For fibrosis detection,abnormal liver imaging had moderate sensitivity(81.7%)and specificity(70.4%)for cirrhosis(≥F4),while cirrhosis on imaging had high specificity(99.2%)but low sensitivity(18.3%).Increased echogenicity showed high specificity(92.8%)but low sensitivity(20.9%)for steatosis detection.CONCLUSION Liver imaging detects advanced fibrosis and steatosis but lacks early-stage sensitivity.Integrating TE with imaging may improve evaluation in patients with HCV. 展开更多
关键词 Transient elastography Liver stiffness measurement controlled attenuation parameter Hepatic steatosis Hepatic fibrosis Liver imaging Chronic hepatitis C virus
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Unveiling Effective Heuristic Strategies: A Review of Cross-Domain Heuristic Search Challenge Algorithms
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作者 Mohamad Khairulamirin Md Razali MasriAyob +5 位作者 Abdul Hadi Abd Rahman Razman Jarmin Chian Yong Liu Muhammad Maaya Azarinah Izaham Graham Kendall 《Computer Modeling in Engineering & Sciences》 2025年第2期1233-1288,共56页
The Cross-domain Heuristic Search Challenge(CHeSC)is a competition focused on creating efficient search algorithms adaptable to diverse problem domains.Selection hyper-heuristics are a class of algorithms that dynamic... The Cross-domain Heuristic Search Challenge(CHeSC)is a competition focused on creating efficient search algorithms adaptable to diverse problem domains.Selection hyper-heuristics are a class of algorithms that dynamically choose heuristics during the search process.Numerous selection hyper-heuristics have different imple-mentation strategies.However,comparisons between them are lacking in the literature,and previous works have not highlighted the beneficial and detrimental implementation methods of different components.The question is how to effectively employ them to produce an efficient search heuristic.Furthermore,the algorithms that competed in the inaugural CHeSC have not been collectively reviewed.This work conducts a review analysis of the top twenty competitors from this competition to identify effective and ineffective strategies influencing algorithmic performance.A summary of the main characteristics and classification of the algorithms is presented.The analysis underlines efficient and inefficient methods in eight key components,including search points,search phases,heuristic selection,move acceptance,feedback,Tabu mechanism,restart mechanism,and low-level heuristic parameter control.This review analyzes the components referencing the competition’s final leaderboard and discusses future research directions for these components.The effective approaches,identified as having the highest quality index,are mixed search point,iterated search phases,relay hybridization selection,threshold acceptance,mixed learning,Tabu heuristics,stochastic restart,and dynamic parameters.Findings are also compared with recent trends in hyper-heuristics.This work enhances the understanding of selection hyper-heuristics,offering valuable insights for researchers and practitioners aiming to develop effective search algorithms for diverse problem domains. 展开更多
关键词 HYPER-HEURISTICS search algorithms optimization heuristic selection move acceptance learning DIVERSIFICATION parameter control
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Controlled attenuation parameter for non-invasive assessment of hepatic steatosis in Chinese patients 被引量:57
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作者 Feng Shen Rui-Dan Zheng +11 位作者 Yu-Qiang Mi Xiao-Ying Wang Qin Pan Guang-Yu Chen Hai-Xia Cao Ming-Li Chen Liang Xu Jian-Neng Chen Yi Cao Rui-Nan Zhang Lei-Ming Xu Jian-Gao Fan 《World Journal of Gastroenterology》 SCIE CAS 2014年第16期4702-4711,共10页
AIM: To evaluate the performance of a novel non-invasive controlled attenuation parameter (CAP) to assess liver steatosis.
关键词 Fatty liver NONALCOHOLIC controlled attenuation parameter Transient elastography Chronic hepatitis B
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High value of controlled attenuation parameter predicts a poor antiviral response in patients with chronic hepatits B 被引量:12
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作者 Jing Chen Meng-Lan Wang +2 位作者 Qin Long Lang Bai Hong Tang 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2017年第4期370-374,共5页
BACKGROUND: Controlled attenuation parameter (CAP) is a non-invasive method for diagnosing hepatic steatosis based on vibration-controlled transient elastography. The objective of this study was to investigate the eff... BACKGROUND: Controlled attenuation parameter (CAP) is a non-invasive method for diagnosing hepatic steatosis based on vibration-controlled transient elastography. The objective of this study was to investigate the effect of high value of CAP on antiviral therapy in patients with chronic hepatitis B (CHB). METHODS: Patients with CHB receiving enticavir for initial antiviral therapy were studied; they were divided into the high CAP group and normal CAP group at baseline according to the CAP values. The effect of the antiviral therapy between the two groups were compared at week 12, 24 and 48. Patients with high CAP value at baseline were divided into three subgroups, mild, moderate and severe elevation; the therapeutic response were compared among patients with normal CAP and subgroups of patients with elevated CAP. RESULTS: A total of 153 patients were enrolled. Among them, 63 were in the high CAP group and 90 in the normal CAP group. Patients with high CAP had lower rates of ALT normalization and HBV DNA clearance in response to antiviral therapy compared with those with normal CAP at week 12, 24 and 48. Further analysis showed that the rate of ALT normalization in patients with mildly and moderately elevated CAP were significant lower than those with normal CAP at week 12 and 24; while the difference was not significant between the patients with normal CAP and those with severely elevated CAP. The rate of HBV DNA clearance was significantly lower in patients with severely elevated CAP compared with those with normal CAP at week 12, 24 and 48. CONCLUSION: CHB patients with high CAP had poor response to antiviral therapy. 展开更多
关键词 controlled attenuation parameter chronic hepatitis B TREATMENT
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Controlled attenuation parameter for evaluating liver steatosis in chronic viral hepatitis 被引量:7
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作者 Giovanna Ferraioli Carmine Tinelli +4 位作者 Raffaella Lissandrin Mabel Zicchetti Barbara Dal Bello Gaetano Filice Carlo Filice 《World Journal of Gastroenterology》 SCIE CAS 2014年第21期6626-6631,共6页
AIM: To assess the performance of controlled attenuation parameter (CAP) in patients with chronic viral hepatitis.
关键词 Liver steatosis Noninvasive techniques controlled attenuation parameter Transient elastography Chronic liver disease
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Distributed Secondary Control and Optimal Power Sharing in Microgrids 被引量:15
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作者 Gang Chen Ening Feng 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2015年第3期304-312,共9页
We address the control problem of microgrids and present a fully distributed control system which consists of primary controller, secondary controller, and optimal active power sharing controller. Different from the e... We address the control problem of microgrids and present a fully distributed control system which consists of primary controller, secondary controller, and optimal active power sharing controller. Different from the existing control structure in microgrids, all these controllers are implemented as local controllers at each distributed generator. Thus, the requirement for a central controller is obviated. The performance analysis of the proposed control systems is provided, and the finite-time convergence properties for distributed secondary frequency and voltage controllers are achieved. Moreover, the distributed control system possesses the optimal active power sharing property. In the end, a microgrid test system is investigated to validate the effectiveness of the proposed control strategies. © 2014 Chinese Association of Automation. 展开更多
关键词 control system analysis control systems Distributed parameter control systems Distributed parameter networks Electric power distribution
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Gain self-scheduled H_∞ control for morphing aircraft in the wing transition process based on an LPV model 被引量:44
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作者 Yue Ting Wang Lixin Ai Junqiang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第4期909-917,共9页
This article investigates gain self-scheduled H 1 robust control system design for a tailless fold- ing-wing morphing aircraft in the wing shape varying process. During the wing morphing phase, the aircraft's dynamic... This article investigates gain self-scheduled H 1 robust control system design for a tailless fold- ing-wing morphing aircraft in the wing shape varying process. During the wing morphing phase, the aircraft's dynamic response will be governed by time-varying aerodynamic forces and moments. Nonlinear dynamic equations of the morphing aircraft are linearized by using Jacobian linearization approach, and a linear parameter varying (LPV) model of the morphing aircraft in wing folding is obtained. A multi-loop controller for the morphing aircraft is formulated to guarantee stability for the wing shape transition process. The proposed controller uses a set of inner-loop gains to provide stability using classical techniques, whereas a gain self-scheduled H 1 outer-loop controller is devised to guarantee a specific level of robust stability and performance for the time-varying dynamics. The closed-loop simulations show that speed and altitude vary slightly during the whole wing folding process, and they converge rapidly after the process ends. This proves that the gain self-scheduled H 1 robust controller can guarantee a satisfactory dynamic performance for the morphing aircraft during the whole wing shape transition process. Finally, the flight control system's robustness for the wing folding process is verified according to uncertainties of the aerodynamic parameters in the nonlinear model. 展开更多
关键词 Gain self-scheduled H 1 robust control Linear parameter varying Morphing aircraft Wing transition
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A systematic method of smooth switching LPV controllers design for a morphing aircraft 被引量:21
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作者 Jiang Weilai Dong Chaoyang Wang Qing 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第6期1640-1649,共10页
This paper is concerned with a systematic method of smooth switching linear parameter- varying (LPV) controllers design for a morphing aircraft with a variable wing sweep angle. The morphing aircraft is modeled as a... This paper is concerned with a systematic method of smooth switching linear parameter- varying (LPV) controllers design for a morphing aircraft with a variable wing sweep angle. The morphing aircraft is modeled as an LPV system, whose scheduling parameter is the variation rate of the wing sweep angle. By dividing the scheduling parameter set into subsets with overlaps, output feedback controllers which consider smooth switching are designed and the controllers in over- lapped subsets are interpolated from two adjacent subsets. A switching law without constraint on the average dwell time is obtained which makes the conclusion less conservative. Furthermore, a systematic algorithm is developed to improve the efficiency of the controllers design process. The parameter set is divided into the fewest subsets on the premise that the closed-loop system has a desired performance. Simulation results demonstrate the effectiveness of this approach. 展开更多
关键词 Morphing aircraft Parameter set division:Robust control Smooth switching Switched linear parameter-varying system
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A novel methodology for constructing a multi-wing chaotic and hyperchaotic system with a unified step function switching control 被引量:3
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作者 张朝霞 禹思敏 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第5期83-94,共12页
This paper aims at developing a novel method of constructing a class of multi-wing chaotic and hyperchaotic system by introducing a unified step function. In order to overcome the essential difficulties in iteratively... This paper aims at developing a novel method of constructing a class of multi-wing chaotic and hyperchaotic system by introducing a unified step function. In order to overcome the essential difficulties in iteratively adjusting multiple parameters of conventional multi-parameter control, this paper introduces a unified step function controlled by a single parameter for constructing various multi-wing chaotic and hyperchaotic systems. In particular, to the best of the authors' knowledge, this is also the first time to find a non-equilibrium multi-wing hyperchaotic system by means of the unified step function control. According to the heteroclinic loop Shilnikov theorem, some properties for multi-wing attractors and its chaos mechanism are further discussed and analyzed. A circuit for multi-wing systems is designed and implemented for demonstration, which verifies the effectiveness of the proposed approach. 展开更多
关键词 non-equilibrium multi-wing hyperchaotic system single parameter control unified step function circuit implementation
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Diagnostic value of controlled attenuation parameter for liver steatosis in patients with chronic hepatitis B 被引量:2
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作者 Chun-Yan Wang Wei Lu +2 位作者 Dong-Sheng Hu Guang-Dong Wang Xiao-Jing Cheng 《World Journal of Gastroenterology》 SCIE CAS 2014年第30期10585-10590,共6页
AIM: To study the diagnostic value of controlled attenuation parameter (CAP), evaluated by transient elastography, for liver steatosis in patients with chronic hepatitis B (CHB).
关键词 Transient elastography controlled attenuation parameter Chronic hepatitis B Liver steatosis
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Harmony search algorithm with differential evolution based control parameter co-evolution and its application in chemical process dynamic optimization 被引量:1
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作者 范勤勤 王循华 颜学峰 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2227-2237,共11页
A modified harmony search algorithm with co-evolutional control parameters(DEHS), applied through differential evolution optimization, is proposed. In DEHS, two control parameters, i.e., harmony memory considering rat... A modified harmony search algorithm with co-evolutional control parameters(DEHS), applied through differential evolution optimization, is proposed. In DEHS, two control parameters, i.e., harmony memory considering rate and pitch adjusting rate, are encoded as a symbiotic individual of an original individual(i.e., harmony vector). Harmony search operators are applied to evolving the original population. DE is applied to co-evolving the symbiotic population based on feedback information from the original population. Thus, with the evolution of the original population in DEHS, the symbiotic population is dynamically and self-adaptively adjusted, and real-time optimum control parameters are obtained. The proposed DEHS algorithm has been applied to various benchmark functions and two typical dynamic optimization problems. The experimental results show that the performance of the proposed algorithm is better than that of other HS variants. Satisfactory results are obtained in the application. 展开更多
关键词 harmony search differential evolution optimization CO-EVOLUTION self-adaptive control parameter dynamic optimization
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Determination of temperature distribution and control parameter in a two-dimensional parabolic inverse problem with overspecified data 被引量:1
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作者 李福乐 张洪谦 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第10期1-7,共7页
In this paper, we present a new algorithm to solve a two-dimensional parabolic inverse problem with a source parameter, which appears in many physical phenomena. A linearized compact difference scheme for this problem... In this paper, we present a new algorithm to solve a two-dimensional parabolic inverse problem with a source parameter, which appears in many physical phenomena. A linearized compact difference scheme for this problem is constructed using the finite difference method. The discretization accuracy is second-order in time and fourth-order in space. We obtain the unique solvability and present an alternating direction implicit algorithm to solve this difference scheme. The results of numerical experiments are presented to demonstrate the accuracy of this algorithm. 展开更多
关键词 control parameter temperature distribution finite difference scheme SOLVABILITY
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Non-fragile switching tracking control for a flexible air-breathing hypersonic vehicle based on polytopic LPV model 被引量:21
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作者 Huang Yiqing Sun Changyin +1 位作者 Qian Chengshan Wang Li 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第4期948-959,共12页
This article proposes a linear parameter varying (LPV) switching tracking control scheme for a flexible air-breathing hypersonic vehicle (FAHV). First, a polytopic LPV model is constructed to represent the complex... This article proposes a linear parameter varying (LPV) switching tracking control scheme for a flexible air-breathing hypersonic vehicle (FAHV). First, a polytopic LPV model is constructed to represent the complex nonlinear longitudinal model of the FAHV by using Jacobian linearization and tensor-product (T-P) model transformation approach. Second, for less conservative controller design purpose, the flight envelope is divided into four sub-regions and a non-fragile LPV controller is designed for each parameter sub-region. These non-fragile LPV controllers are then switched in order to guarantee the closed-loop FAHV system to be asymptotically stable and satisfy a specified performance criterion. The desired non-fragile LPV switching controller is found by solving a convex constraint problem which can be efficiently solved using available linear matrix inequality (LMI) techniques, and robust stability analysis of the closed-loop FAHV system is verified based on multiple Lypapunov functions (MLFs). Finally, numerical simulations have demonstrated the effectiveness of the proposed approach. 展开更多
关键词 Hypersonic vehicles Linear parameter varying Non-fragile control Switching control Tracking control
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Non-fragile switched H_∞ control for morphing aircraft with asynchronous switching 被引量:8
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作者 Haoyu CHENG Chaoyang DONG +2 位作者 Weilai JIANG Qing WANG Yanze HOU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第3期1127-1139,共13页
This paper deals with the problem of non-fragile linear parameter-varying(LPV) H_∞ control for morphing aircraft with asynchronous switching.The switched LPV model of morphing aircraft is established by Jacobian li... This paper deals with the problem of non-fragile linear parameter-varying(LPV) H_∞ control for morphing aircraft with asynchronous switching.The switched LPV model of morphing aircraft is established by Jacobian linearization approach according to the nonlinear model.The data missing is taken into account in the link from sensors to controllers and the link from controllers to actuators,which satisfies Bernoulli distribution.The non-fragile switched LPV controllers are constructed with consideration of the uncertainties of controllers and asynchronous switching phenomenon.The parameter-dependent Lyapunov functional method and mode-dependent average dwell time(MDADT) method are combined to guarantee the stability and prescribed performance of the system.The sufficient conditions on the solvability of the problem are derived in the form of linear matrix inequalities(LMI).In order to achieve higher efficiency of the designing process,an algorithm is applied to divide the whole set into subsets automatically.Simulation results are provided to verify the effectiveness and superiority of the method in the paper. 展开更多
关键词 Asynchronous switching Data missing Morphing aircraft Non-fragile H_∞ control Switched linear parameter varying system
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Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application 被引量:1
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作者 Qin-Qin Fan Yi-Lian Zhang +1 位作者 Xue-Feng Yan Zhi-Huan Wang 《International Journal of Automation and computing》 EI CSCD 2018年第4期462-473,共12页
The search efficiency of differential evolution (DE) algorithm is greatly impacted by its control parameters. Although many adaptation/self-adaptation techniques can automatically find suitable control parameters fo... The search efficiency of differential evolution (DE) algorithm is greatly impacted by its control parameters. Although many adaptation/self-adaptation techniques can automatically find suitable control parameters for the DE, most techniques are based on pop- ulation information which may be misleading in solving complex optimization problems. Therefore, a self-adaptive DE (i.e., JADE) using two-phase parameter control scheme (TPC-JADE) is proposed to enhance the performance of DE in the current study. In the TPC-JADE, an adaptation technique is utilized to generate the control parameters in the early population evolution, and a well-known empirical guideline is used to update the control parameters in the later evolution stages. The TPC-JADE is compared with four state-of-the-art DE variants on two famous test suites (i.e., IEEE CEC2005 and IEEE CEC2015). Results indicate that the overall performance of the TPC-JADE is better than that of the other compared algorithms. In addition, the proposed algorithm is utilized to obtain optimal nutrient and inducer feeding for the Lee-Ramirez bioreactor. Experimental results show that the TPC-JADE can perform well on an actual dynamic optimization problem. 展开更多
关键词 Differential evolution(DE)algorithm evolutionary computation dynamic optimization control parameter adaptation chemical processes.
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Evaluation of controlled attenuation parameter in assessing hepatic steatosis in patients with autoimmune liver diseases 被引量:1
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作者 Xi-Xi Ni Min Lian +9 位作者 Hui-Min Wu Xiao-Yun Li Li Sheng Han Bao Qi Miao Xiao Xiao Can-Jie Guo Hai Li Xiong Ma Jing Hua 《World Journal of Gastroenterology》 SCIE CAS 2021年第1期80-91,共12页
BACKGROUND Hepatic steatosis commonly occurs in some chronic liver diseases and may affect disease progression.AIM To investigate the performance of controlled attenuation parameter(CAP)for the diagnosis of hepatic st... BACKGROUND Hepatic steatosis commonly occurs in some chronic liver diseases and may affect disease progression.AIM To investigate the performance of controlled attenuation parameter(CAP)for the diagnosis of hepatic steatosis in patients with autoimmune liver diseases(AILDs).METHODS Patients who were suspected of having AILDs and underwent liver biopsy were consistently enrolled.Liver stiffness measurement(LSM)and CAP were performed by transient elastography.The area under the receiver operating characteristic(AUROC)curve was used to evaluate the performance of CAP for diagnosing hepatic steatosis compared with biopsy.RESULTS Among 190 patients with biopsy-proven hepatic steatosis,69 were diagnosed with autoimmune hepatitis(AIH),18 with primary biliary cholangitis(PBC),and 27 with AIH-PBC overlap syndrome.The AUROCs of CAP for the diagnosis of steatosis in AILDS were 0.878(0.791-0.965)for S1,0.764(0.676-0.853)for S2,and 0.821(0.716-0.926)for S3.The CAP value was significantly related to hepatic steatosis grade(P<0.001).Among 69 patients with AIH,the median CAP score was 205.63±47.36 dB/m for S0,258.41±42.83 dB/m for S1,293.00±37.18 dB/m for S2,and 313.60±27.89 dB/m for S3.Compared with patients with nonalcoholic fatty liver disease(NAFLD)presenting with autoimmune markers,patients with AIH concomitant with NAFLD were much older and had higher serum IgG levels and LSM values.CONCLUSION CAP can be used as a noninvasive diagnostic method to evaluate hepatic steatosis in patients with AILDs.Determination of LSM combined with CAP may help to identify patients with AIH concomitant with NAFLD from those with NAFLD with autoimmune phenomena. 展开更多
关键词 controlled attenuation parameter Hepatic steatosis Autoimmune liver diseases Nonalcoholic fatty liver disease Liver stiffness measurement Autoimmune hepatitis
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