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Learner Phase of Partial Reinforcement Optimizer with Nelder-Mead Simplex for Parameter Extraction of Photovoltaic Models
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作者 Jinpeng Huang Zhennao Cai +3 位作者 Ali Asghar Heidari Lei Liu Huiling Chen Guoxi Liang 《Journal of Bionic Engineering》 CSCD 2024年第6期3041-3075,共35页
This paper proposes an improved version of the Partial Reinforcement Optimizer(PRO),termed LNPRO.The LNPRO has undergone a learner phase,which allows for further communication of information among the PRO population,c... This paper proposes an improved version of the Partial Reinforcement Optimizer(PRO),termed LNPRO.The LNPRO has undergone a learner phase,which allows for further communication of information among the PRO population,changing the state of the PRO in terms of self-strengthening.Furthermore,the Nelder-Mead simplex is used to optimize the best agent in the population,accelerating the convergence speed and improving the accuracy of the PRO population.By comparing LNPRO with nine advanced algorithms in the IEEE CEC 2022 benchmark function,the convergence accuracy of the LNPRO has been verified.The accuracy and stability of simulated data and real data in the parameter extraction of PV systems are crucial.Compared to the PRO,the precision and stability of LNPRO have indeed been enhanced in four types of photovoltaic components,and it is also superior to other excellent algorithms.To further verify the parameter extraction problem of LNPRO in complex environments,LNPRO has been applied to three types of manufacturer data,demonstrating excellent results under varying irradiation and temperatures.In summary,LNPRO holds immense potential in solving the parameter extraction problems in PV systems. 展开更多
关键词 Partial reinforcement optimizer Learner phase Nelder-Mead simplex algorithm parameter extraction
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SOI MOSFET Model Parameter Extraction via a Compound Genetic Algorithm 被引量:2
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作者 李瑞贞 李多力 +2 位作者 杜寰 海潮和 韩郑生 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第5期796-803,共8页
We improve the genetic algorithm by combining it with a simulated annealing algorithm. The improved algorithm is used to extract model parameters of SOI MOSFETs, which are fabricated with standard 1.2μm CMOS/SOI tech... We improve the genetic algorithm by combining it with a simulated annealing algorithm. The improved algorithm is used to extract model parameters of SOI MOSFETs, which are fabricated with standard 1.2μm CMOS/SOI technology developed by the Institute of Microelectronics of the Chinese Academy of Sciences. The simulation results using this model are in excellent agreement with experimental results. The precision is improved noticeably compared to commercial software. This method requires neither a deeper understanding of SOl MOSFETs model nor more complex computations than conventional algorithms used by commercial software. Comprehensive verification shows that this model is applicable to a very large range of device sizes. 展开更多
关键词 SOI parameter extraction genetic algorithm simulated annealing algorithm
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A Novel Technique of Parameter Extraction for Short Channel Length LDD MOSFETs
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作者 于春利 郝跃 杨林安 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2004年第10期1215-1220,共6页
A novel parameter extraction technique suitable f or short channel length lightly-doped-drain (LDD) MOSFET's is proposed which seg ments the total gate bias range,and executes the linear regression in every subs ... A novel parameter extraction technique suitable f or short channel length lightly-doped-drain (LDD) MOSFET's is proposed which seg ments the total gate bias range,and executes the linear regression in every subs ections,yielding the gate bias dependent parameters,such as effective channel le ngth,parasitic resistance,and mobility,etc.This method avoids the gate bias rang e optimization,and retains the accuracy and simplicity of linear regression.The extracted gate bias dependent parameters are implemented in the compact I-V model which has been proposed for deep submicron LDD MOSFET's.The good agreemen ts between simulations and measurements of the devices on 0.18μm CMOS technolo gy indicate the effectivity of this technique. 展开更多
关键词 LDD MOSFET parameter extraction parasitic se ries resistance MOBILITY
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Extraction of gravel characteristics and spatial inversion for ecological restoration monitoring in the Northern Tibetan Plateau
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作者 KONG Bo YU Huan +3 位作者 QIU Xia HU Wenkai HE Bing GUAN Xudong 《Journal of Mountain Science》 2025年第2期556-574,共19页
Previous studies have often focused on monitoring grassland growth as the primary target of remote sensing investigations on grassland ecological restoration in the northern Tibetan Plateau,overlooking the crucial rol... Previous studies have often focused on monitoring grassland growth as the primary target of remote sensing investigations on grassland ecological restoration in the northern Tibetan Plateau,overlooking the crucial role played by gravel in the ecological restoration of these grasslands.This study utilizes supervised classification and segmentation techniques based on machine learning to extract gravel morphology profiles from field-sampled plot images and calculate their characteristic parameters.Employing a multivariate linear approach combined with Principal Component Analysis(PCA),a model for inferring gravel characteristic parameters is constructed.Statistical features,particle size characteristics,and spatial distribution patterns of gravel are analyzed.Results reveal that gravel predominantly exhibit sub-rounded shapes,with 80%classified as fine gravel.The coefficients of determination(R2)between gravel particle size and coverage,perimeter,and area are 0.444,0.724,and 0.557,respectively,indicating linear relationships.The cumulative contribution rate of the top five remote sensing factors is 95.44%,with the first geological factor contributing 77.64%,collectively reflecting the primary information of the 20 factors used.Modeling shows that areas with larger gravel particle sizes correspond to increased perimeter and coverage.Gravels in the Nagqu Prefecture of northern Xizang have a particle size range of 4-8 mm,primarily comprising fine gravel which accounts for 94.61%.These findings provide a scientific basis for extracting gravel characteristic parameters and understanding their spatial distribution variations in the northern Tibetan Plateau. 展开更多
关键词 Gravel characteristics parameters Northern Tibetan Plateau Gravel outline extraction Remote sensing inversion Grassland degradation
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Parameter Extraction for 2-π Equivalent Circuit Model of RF CMOS Spiral Inductors 被引量:1
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作者 高巍 余志平 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第4期667-673,共7页
A novel parameter extraction method with rational functions is presented for the 2-πequivalent circuit model of RF CMOS spiral inductors. The final S-parameters simulated by the circuit model closely match experiment... A novel parameter extraction method with rational functions is presented for the 2-πequivalent circuit model of RF CMOS spiral inductors. The final S-parameters simulated by the circuit model closely match experimental data. The extraction strategy is straightforward and can be easily implemented as a CAD tool to model spiral inductors. The resulting circuit models will be very useful for RF circuit designers. 展开更多
关键词 2-π compact model parameters extraction RF CMOS spiral inductors
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Small-signal modeling and parameter extraction method for a multigate GaAs pHEMT switch 被引量:4
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作者 Lin Luo Jun Liu +1 位作者 Guofang Wang Yuxing Wu 《Journal of Semiconductors》 EI CAS CSCD 2020年第3期7-12,共6页
This paper presents an accurate small-signal model for multi-gate GaAs pHEMTs in switching-mode.The extraction method for the proposed model is developed.A 2-gate switch structure is fabricated on a commercial 0.5μm ... This paper presents an accurate small-signal model for multi-gate GaAs pHEMTs in switching-mode.The extraction method for the proposed model is developed.A 2-gate switch structure is fabricated on a commercial 0.5μm AlGaAs/GaAs pHEMT technology to verify the proposed model.Excellent agreement has been obtained between the measured and simulated results over a wide frequency range. 展开更多
关键词 GaAs pHEMTs SWITCH small-signal model parameter extraction
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Modeling and Parameter Extraction of VDMOSFET
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作者 赖柯吉 张莉 田立林 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2002年第3期251-256,共6页
A sub circuit model for VDMOS is built according to its physical structure.Parameters and formulas describing the device are also derived from this model.Comparing to former results,this model avoids too many technic... A sub circuit model for VDMOS is built according to its physical structure.Parameters and formulas describing the device are also derived from this model.Comparing to former results,this model avoids too many technical parameters and simplify the sub circuit efficiently.As a result of numeric computation,this simple model with clear physical conception demonstrates excellent agreements between measured and modeled response (DC error within 5%,AC error within 10%).Such a model is now available for circuit simulation and parameter extraction. 展开更多
关键词 vertical double diffused MOSFET parameter extraction sub circuit model JFET effect
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A novel physical parameter extraction approach for Schottky diodes 被引量:1
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作者 王昊 陈星 +1 位作者 许光辉 黄卡玛 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第7期453-458,共6页
Parameter extraction is an important step for circuit simulation methods that are based on physical models of semiconductor devices. A novel physical parameter extraction approach for Schottky diodes is proposed in th... Parameter extraction is an important step for circuit simulation methods that are based on physical models of semiconductor devices. A novel physical parameter extraction approach for Schottky diodes is proposed in this paper. By employing a set of analytical formulas, this approach extracts all of the necessary physical parameters of the diode chip in a unique way. It then extracts the package parasitic parameters with a curve-fitting method. To validate the proposed approach, a model HSMS-282 c commercial Schottky diode is taken as an example. Its physical parameters are extracted and used to simulate the diode's electrical characteristics. The simulated results based on the extracted parameters are compared with the measurements and a good agreement is obtained, which verifies the feasibility and accuracy of the proposed approach. 展开更多
关键词 Schottky diode parameter extraction device modeling
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Characteristics and parameter extraction for NiGe/n-type Ge Schottky diode with variable annealing temperatures
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作者 刘红侠 吴笑峰 +1 位作者 胡仕刚 石立春 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第5期530-535,共6页
Current transport mechanism in Ni-germanide/n-type Ge Schottky diodes is investigated using current-voltage characterisation technique with annealing temperatures from 300 ℃ to 500℃. Based on the current transport m... Current transport mechanism in Ni-germanide/n-type Ge Schottky diodes is investigated using current-voltage characterisation technique with annealing temperatures from 300 ℃ to 500℃. Based on the current transport model, a simple method to extract parameters of the NiGe/Ge diode is presented by using the I-V characteristics. Parameters of NiGe/n-type Ge Schottky diodes fabricated for testing in this paper are as follows: the ideality factor n, the series resistance Rs, the zero-field barrier height Фb0, the interface state density Dit, and the interracial layer capacitance Ci. It is found that the ideality factor n of the diode increases with the increase of annealing temperature. As the temperature increases, the interface defects from the sputtering damage and the penetration of metallic states into the Ge energy gap are passivated, thus improving the junction quality. However, the undesirable crystallisations of Ni-germanide are observed together with NiGe at a temperature higher than 400℃. Depositing a very thin (-1 nm) heavily Ge-doped n+ Ge intermediate layer can improve the NiGe film morphology significantly. 展开更多
关键词 NiGe Schottky diode barrier height parameter extraction
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Bio-inspired optimization algorithms for optical parameter extraction of dielectric materials: A comparative study
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作者 Md Ghulam Saber Kh Arif Shahriar +1 位作者 Ashik Ahmed Rakibul Hasan Sagor 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第10期202-208,共7页
Particle swarm optimization(PSO) and invasive weed optimization(IWO) algorithms are used for extracting the modeling parameters of materials useful for optics and photonics research community. These two bio-inspired a... Particle swarm optimization(PSO) and invasive weed optimization(IWO) algorithms are used for extracting the modeling parameters of materials useful for optics and photonics research community. These two bio-inspired algorithms are used here for the first time in this particular field to the best of our knowledge. The algorithms are used for modeling graphene oxide and the performances of the two are compared. Two objective functions are used for different boundary values. Root mean square(RMS) deviation is determined and compared. 展开更多
关键词 optical parameter extraction particle swarm optimization invasive weed optimization graphene oxide OPTIMIZATION
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High-Precision Wideband Phase-Derived Velocity Measurement for Micro-Motion Extraction
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作者 Yuan Jiang Huayu Fan +1 位作者 Quanhua Liu Xinliang Chen 《Journal of Beijing Institute of Technology》 EI CAS 2017年第1期106-114,共9页
A phase-derived velocity measurement method is proposed in a wideband coherent system,based on a precise echo model considering the inner pulse Doppler effect caused by fast moving targets.The Cramer-Rao low band of v... A phase-derived velocity measurement method is proposed in a wideband coherent system,based on a precise echo model considering the inner pulse Doppler effect caused by fast moving targets.The Cramer-Rao low band of velocity measurement precision is deduced,demonstrating the high precision of the proposed method.Simulations and out-field experiments further validate the effectiveness of the proposed method in high-precision measurement and micro-motion extraction for targets with weak reflection intensity.Compared with the long-time integration approaches for velocity measurement,the phase-derived method is easy to implement and meets the requirement for high data rate,which makes it suitable for micro-motion feature extraction in wideband systems. 展开更多
关键词 phase-derived velocity measurement micro-motion extraction wideband coherent sys-tem high-precision measurement
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Electrical Characterization of the through Via in Package-on-Package with Interposer using Parameter Extraction Method
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作者 Young-Min Yoon No-Su Kim +2 位作者 Eun-Hyuk Kuak Jae-Kyung Wee Boo-Gyoun Kim 《Journal of Measurement Science and Instrumentation》 CAS 2010年第S1期160-163,共4页
This paper describes a method to extract electrical parameters of the through via in Package-on-Package(PoP)with interposer.Using the de-embedding technique electrical parameters of the through via are extracted.With ... This paper describes a method to extract electrical parameters of the through via in Package-on-Package(PoP)with interposer.Using the de-embedding technique electrical parameters of the through via are extracted.With the extracted electrical parameters of the through via,the effects of via height,the distance between signal and GND vias,and anti-pad clearance on the electrical characteristics are discussed. 展开更多
关键词 parameter extraction DE-EMBEDDING Package-on-Package(PoP)
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Comparative study of various methods for extraction of multi-quantum wells Schottky diode parameters
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作者 Elyes Garoudja Walid Filali +2 位作者 Slimane Oussalah Noureddine Sengouga Mohamed Henini 《Journal of Semiconductors》 EI CAS CSCD 2020年第10期45-49,共5页
In this work,forward current voltage characteristics for multi-quantum wells Al_(0.33)Ga_(0.67)As Schottky diode were measured at temperature ranges from 100 to 300 K.The main parameters of this Schottky diode,such as... In this work,forward current voltage characteristics for multi-quantum wells Al_(0.33)Ga_(0.67)As Schottky diode were measured at temperature ranges from 100 to 300 K.The main parameters of this Schottky diode,such as the ideality factor,barrier height,series resistance and saturation current,have been extracted using both analytical and heuristics methods.Differential evolution(DE),particle swarm optimization(PSO)and artificial bee colony(ABC)have been chosen as candidate heuristics algorithms,while Cheung technic was selected as analytical extraction method.The obtained results show clearly the high performance of DE algorithms in terms of parameters accuracy,convergence speed and robustness. 展开更多
关键词 barrier height heuristic methods multi-quantum wells parameters extraction Schottky diode
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EQUILIBRIUM MODELS AND PARAMETERS OPTIMIZATION FOR EXTRACTION PROCESS OF BISMUTH AND ANTIMONY WITH N1923
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作者 Han, Wenli Chui,Bingyi(Department of Chemical Engineering of Tsinghua Unirersity,Beijing 100084) 《中国有色金属学会会刊:英文版》 CSCD 1994年第2期33-36,共4页
EQUILIBRIUMMODELSANDPARAMETERSOPTIMIZATIONFOREXTRACTIONPROCESSOFBISMUTHANDANTIMONYWITHN1923EQUILIBRIUMMODELS... EQUILIBRIUMMODELSANDPARAMETERSOPTIMIZATIONFOREXTRACTIONPROCESSOFBISMUTHANDANTIMONYWITHN1923EQUILIBRIUMMODELSANDPARAMETERSOPTI... 展开更多
关键词 solvent extraction N1923 BISMUTH and ANTIMONY copper electrolyte equilibri-um model parameterS OPTIMIZATION
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MATERIAL ELECTROMAGNETIC PARAMETERS EXTRACTION USING SVM METHOD
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作者 Xiao Huaibao Lu guizhen Li Yanfei 《Journal of Electronics(China)》 2010年第4期544-547,共4页
The method extracting the electromagnetic parameters from scattering coefficients was studied in this paper. The Support Vector Machine (SVM) method is used to solve the inverse problem of parameters extraction. The m... The method extracting the electromagnetic parameters from scattering coefficients was studied in this paper. The Support Vector Machine (SVM) method is used to solve the inverse problem of parameters extraction. The mapping relationship is set up by calculating a large number of S pa-rameters from the samples with different permittivity by using transmission line theory. The simulated data set is used as training data set for SVM. After the training, the SVM is used to predict the permittivity of material from the scattering coefficients. 展开更多
关键词 Support Vector Machine (SVM) PERMITTIVITY parameters extraction Scattering parameters
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A Direct Parameter-Extraction Method for GaInP/GaAs Heterojunction Bipolar Transistors Small-Signal Model
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作者 SHI Xin-zhi LIU Hai-wen +3 位作者 SUN Xiao-wei CHE Yan-feng CHENG Zhi-qun LI Zheng-fan 《Wuhan University Journal of Natural Sciences》 CAS 2005年第2期405-409,共5页
An accurate and broad-band method for hetero-junction bipolar transistors(HBT)small-signal model parameters-extraction is presented in this paper.An equivalent circuit forthe HBT under a forward-bias condition is prop... An accurate and broad-band method for hetero-junction bipolar transistors(HBT)small-signal model parameters-extraction is presented in this paper.An equivalent circuit forthe HBT under a forward-bias condition is proposed for extraction of accessresistance and parasiticinductance.This method differs from previous ones by extracting the c-quivalent circuit parameterswithout using special test structure or global numerical optimization techniques.The mainadvantage of this method is that a unique and physically meaningful set of intrinsic parameters isextracted from impedance and admittance representation of the measured S-pa-rameters in thefrequency range of 1-12 GHz under different bias conditions.The method yields a deviation of lessthan 5%between measured and modeled S-parameters. 展开更多
关键词 GalnP/GaAs HBT parameter extraction small-signal model
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Selection of Extraction Solvents for Bitumen from Indonesian Oil Sands through Solubility Parameters
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作者 Cui Wenlong Zhu Qingqing +1 位作者 Zhao Chenze Wang Cheli 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2022年第4期93-97,共5页
Indonesian oil sands were systematically separated to investigate their basic composition.The extraction effects of the solvents with different Hilderbrand solubility parameters(HSPs)on the bitumen of Indonesian oil s... Indonesian oil sands were systematically separated to investigate their basic composition.The extraction effects of the solvents with different Hilderbrand solubility parameters(HSPs)on the bitumen of Indonesian oil sands were compared.Furthermore,the Hansen solubility combination parameter(HSCP)and Teas triangle were used to explore rules in the separation of oil sands bitumen via solvent extraction.Finally,the saturates,aromatics,resins,and asphaltenes(SARA)fractions of the bitumen from Indonesian oil sands were analyzed.The results showed that the Indonesian oil sands were oil-wet with a bitumen content of 24.93%.The solvent extraction for bitumen could be accurately and conveniently selected based on the solubility parameter.When the HSPs of the extraction solvent were around 18–19 and the HSCPs were closer to a certain range(δ_(d)=17.5–18.0,δ_(p)=1–3.5,and δ_(h)=2–6),the extraction effect of bitumen from Indonesian oil sands improved,and the primary component affecting the extraction rate of bitumen were asphaltenes. 展开更多
关键词 oil sand bitumen extraction solvent solubility parameter SARA fractions
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An Improved Parameters Extraction Method for Dumbbell-Shaped Defected Ground Structure
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作者 Yuchun Guo Qing Wang 《Engineering(科研)》 2010年第3期197-200,共4页
The paper presents an improved equivalent circuit parameters extraction method for the dumbbell-shaped defected ground structure (DGS). The new extraction parameters equations are obtained in closed-form expressions, ... The paper presents an improved equivalent circuit parameters extraction method for the dumbbell-shaped defected ground structure (DGS). The new extraction parameters equations are obtained in closed-form expressions, which contain S11 and S21. The DGS unit with center frequency of 5 GHz is designed and fabricated on a TLX substrate with thickness of 1 mm and dielectric constant of 2.55. The circuit simulated results are in good agreement with the measured results. This parameters extraction method can be widely used for the design and analysis of DGS . 展开更多
关键词 Defected GROUND Structure EQUIVALENT CIRCUIT parameterS extraction Method Dumbbell-Shaped DGS
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An Improved Parasitic Parameter Extraction Method for InP HEMT
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作者 DUAN Lanyan LU Hongliang +2 位作者 QI Junjun ZHANG Yuming ZHANG Yimen 《ZTE Communications》 2022年第S01期1-6,共6页
An improved parasitic parameter extraction method for InP high electron mobil-ity transistor(HEMT)is presented.Parasitic parameter extraction is the first step of model parameter extraction and its accuracy has a grea... An improved parasitic parameter extraction method for InP high electron mobil-ity transistor(HEMT)is presented.Parasitic parameter extraction is the first step of model parameter extraction and its accuracy has a great impact on the subsequent internal pa-rameter extraction.It is necessary to accurately determine and effectively eliminate the parasitic effect,so as to avoid the error propagation to the internal circuit parameters.In this paper,in order to obtain higher accuracy of parasitic parameters,parasitic parameters are extracted based on traditional analytical method and optimization algorithm to obtain the best parasitic parameters.The validity of the proposed parasitic parameter extraction method is verified with excellent agreement between the measured and modeled S-param-eters up to 40 GHz for InP HEMT.In 0.1-40 GHz InP HEMT,the average relative error of the optimization algorithm is about 9%higher than that of the analysis method,which verifies the validity of the parasitic parameter extraction method.The extraction of parasit-ic parameters not only provides a foundation for the high-precision extraction of small sig-nal intrinsic parameters of HEMT devices,but also lays a foundation for the high-preci-sion extraction of equivalent circuit model parameters of large signal and noise signals of HEMT devices. 展开更多
关键词 parasitic parameters open-short test structure parameter extraction HEMT
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Optimal Extraction of Photovoltaic Model Parameters Using Gravitational Search Algorithm Approach
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作者 C. Saravanan K. Srinivasan 《Circuits and Systems》 2016年第11期3849-3861,共13页
Extraction of accurate Photo Voltaic (PV) model parameters is a challenging task for PV simulator developers. To mitigate this challenging task a novel approach using Gravitational Search Algorithm (GSA) for accurate ... Extraction of accurate Photo Voltaic (PV) model parameters is a challenging task for PV simulator developers. To mitigate this challenging task a novel approach using Gravitational Search Algorithm (GSA) for accurate extraction of PV model parameters is proposed in this paper. GSA is a population based heuristic optimization method which depends on the law of gravity and mass interactions. In this optimization method, the searcher agents are collection of masses which interact with each other using laws of gravity and motion of Newton. The developed PV model utilizes mathematical equations and is described through an equivalent circuit model comprising of a current source, a diode, a series resistor and a shunt resistor including the effect of changes in solar irradiation and ambient temperature. The optimal values of photo-current, diode ideality factor, series resistance and shunt resistance of the developed PV model are obtained by using GSA. The simulations of the characteristic curves of PV modules (SM55, ST36 and ST40) are carried out using MATLAB/Simulink environment. Results obtained using GSA are compared with Differential Evolution (DE), which shows that GSA based parameters are better optimal when compared to DE. 展开更多
关键词 GSA Photo Voltaic parameter extraction MATLAB/SIMULINK
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