• 제목/요약/키워드: Battery model

검색결과 585건 처리시간 0.02초

확장칼만필터를 이용한 전기자동차용 배터리 SOC 추정 (A State-of-Charge estimation using extended Kalman filter for battery of electric vehicle)

  • 유경상;김병기;김대진;장문석;고희상;김호찬
    • 한국산학기술학회논문지
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    • 제18권10호
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    • pp.15-23
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    • 2017
  • 본 논문에서는 전기자동차용 배터리의 충방전 상태를 정확하게 추정하고 안정적으로 평가하기 위하여, 비선형성을 가지는 배터리의 출력특성을 단계마다 선형화시켜 상태를 평가하고, 실시간 구현 및 모델의 오차보정과 노이즈에 강인한 특성을 가지고 있는 확장칼만필터 알고리즘을 이용한 SOC 추정 방법을 제안한다. 확장칼만필터를 적용하기 위해 배터리를 1차 Thevenin 모델로 나타내고, SOC 추정을 위한 배터리 성능평가 시뮬레이터를 구현하여, 실험을 통해 확장칼만필터에 적용될 파라미터를 도출한다. 본 논문에 적용된 SOC 상태추정 전략에서는 기존 선행 연구들과 다르게 배터리에 명시되어 있는 정격용량을 최대 충전가능용량으로 대체함으로써, 배터리의 노화에 상관없이 언제나 0%~100%의 SOC를 가질 수 있도록 변경된 수법을 제안한다. 이를 통해, 고정밀 CT를 사용한 Ah counting에 의한 SOC 추정을 기준으로 하여 본 논문에서는 배터리의 비선형 구간에서도 오차를 줄일 수 있는 확장칼만필터 방법을 제안하고 시뮬레이션을 통해 배터리 전 SOC 영역에서 추정오차를 5% 미만으로 줄일 수 있음을 확인한다.

자산기반 무기할당 문제의 선형 근사 모형 (A Linear Approximation Model for an Asset-based Weapon Target Assignment Problem)

  • 장준건;김경택;최봉완;서재준
    • 산업경영시스템학회지
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    • 제38권3호
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    • pp.108-116
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    • 2015
  • A missile defense system is composed of radars detecting incoming missiles aiming at defense assets, command control units making the decisions on weapon target assignment, and artillery batteries firing of defensive weapons to the incoming missiles. Although, the technology behind the development of radars and weapons is very important, effective assignment of the weapons against missile threats is much more crucial. When incoming missile targets toward valuable assets in the defense area are detected, the asset-based weapon target assignment model addresses the issue of weapon assignment to these missiles so as to maximize the total value of surviving assets threatened by them. In this paper, we present a model for an asset-based weapon assignment problem with shoot-look-shoot engagement policy and fixed set-up time between each anti-missile launch from each defense unit. Then, we show detailed linear approximation process for nonlinear portions of the model and propose final linear approximation model. After that, the proposed model is applied to several ballistic missile defense scenarios. In each defense scenario, the number of incoming missiles, the speed and the position of each missile, the number of defense artillery battery, the number of anti-missile in each artillery battery, single shot kill probability of each weapon to each target, value of assets, the air defense coverage are given. After running lpSolveAPI package of R language with the given data in each scenario in a personal computer, we summarize its weapon target assignment results specified with launch order time for each artillery battery. We also show computer processing time to get the result for each scenario.

Fundamental Small-signal Modeling of Li-ion Batteries and a Parameter Evaluation Using Levy's Method

  • Zhang, Xiaoqiang;Zhang, Mao;Zhang, Weiping
    • Journal of Power Electronics
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    • 제17권2호
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    • pp.501-513
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    • 2017
  • The fundamental small-signal modeling of lithium-ion (Li-ion) batteries and a parameter evaluation approach are investigated in this study to describe the dynamic behaviors of small signals accurately. The main contributions of the study are as follows. 1) The operational principle of the small signals of Li-ion batteries is revealed to prove that the sinusoidal voltage response of a Li-ion battery is a result of a sinusoidal current stimulation of an AC small signals. 2) Three small-signal measurement conditions, namely stability, causality, and linearity, are proved mathematically proven to ensure the validity of the frequency response of the experimental data. 3) Based on the internal structure and electrochemical operational mechanism of the battery, an AC small-signal model is established to depict its dynamic behaviors. 4) A classical least-squares curve fitting for experimental data, referred as Levy's method, are introduced and developed to identify small-signal model parameters. Experimental and simulation results show that the measured frequency response data fit well within reading accuracy of the simulated results; moreover, the small-signal parameters identified by Levy's method are remarkably close to the measured parameters. Although the fundamental and parameter evaluation approaches are discussed for Li-ion batteries, they are expected to be applicable for other batteries.

수용가용 전자전력저장시스템의 경제성 분석 (Economic Assessment of Customer Owned Battery Energy Storage System (BESS))

  • 최준호;김재철;홍종석;손학식;임태훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2000년도 추계학술대회 논문집 학회본부 A
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    • pp.180-183
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    • 2000
  • The Battery Energy Storage System(BESS) has lots of advantages such as load levelling, quick response emergency power(spinning reserve), frequency and voltage control, improvement of reliability, and deferred generation and transmission construction. The economic feasibility requires justification from the customer side of meter to promoting the dissemination of BESS nationally. In this paper, we proposed the economic assessment model of customer owned Battery Energy Storage System(BESS) which is complemented and improved the existing model. The proposed model is applied to the typical customer type(light-industrial commercial, and residential) which are taken from the statistical analysis on the load profile survey of Korea Electric Power COmpany (KEPCO). The economic assessment performed for each customer type to justifying their economic feasibility of BESS installation from the economic measures such as payback period, overall benefits, ROI, and ROR. The results of this paper are useful to the customer investment decision making and the national energy policy & strategy.

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주파수추종 운전 적용을 위한 BESS의 운용 방법 및 효과 (Operation of Battery Energy Storage System for Governor Free and its Effect)

  • 조성민;장병훈;윤용범;전웅재;김철우
    • 전기학회논문지
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    • 제64권1호
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    • pp.16-22
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    • 2015
  • As the development of Battery Energy Storage System(BESS) and the increasing of intermittent energy sources like wind power and photovoltaic, the application of BESS in load frequency control is considered as an effective method. To evaluate the effectiveness of BESS application in frequency control, we defined a governor free model of BESS to conduct dynamic simulation. Using the BESS dynamic model, we implemented the power system dynamic model including steam, gas and hydro turbine generators. In this paper we study the control performance of BESS in primary frequency control. The effect of BESS speed regulation rate and response time on governor free operation is investigated. In addition, we compared BESS from steam turbine generator in view point of frequency regulation.

Modeling and Applications of Electrochemical Impedance Spectroscopy (EIS) for Lithium-ion Batteries

  • Choi, Woosung;Shin, Heon-Cheol;Kim, Ji Man;Choi, Jae-Young;Yoon, Won-Sub
    • Journal of Electrochemical Science and Technology
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    • 제11권1호
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    • pp.1-13
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    • 2020
  • As research on secondary batteries becomes important, interest in analytical methods to examine the condition of secondary batteries is also increasing. Among these methods, the electrochemical impedance spectroscopy (EIS) method is one of the most attractive diagnostic techniques due to its convenience, quickness, accuracy, and low cost. However, since the obtained spectra are complicated signals representing several impedance elements, it is necessary to understand the whole electrochemical environment for a meaningful analysis. Based on the understanding of the whole system, the circuit elements constituting the cell can be obtained through construction of a physically sound circuit model. Therefore, this mini-review will explain how to construct a physically sound circuit model according to the characteristics of the battery cell system and then introduce the relationship between the obtained resistances of the bulk (Rb), charge transfer reaction (Rct), interface layer (RSEI), diffusion process (W) and battery characteristics, such as the state of charge (SOC), temperature, and state of health (SOH).

전지전력저장시스템의 경제성 평가를 위한 분석모델의 연구 (A Study on Analysis Model for Economic Evaluation of Battery Energy Storage System)

  • 김응상;김호용;고요;임성정;김재철
    • 한국조명전기설비학회지:조명전기설비
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    • 제10권5호
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    • pp.75-82
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    • 1996
  • 전지전력저장시스템(BESS)은 날로 심화되어 가는 부화율의 하락현상을 보완해 줄 수 있으며, 순동예비력, 전압 및 주파수제어, 발전 및 송배전 설비의 투자지연 효과, 공급신뢰도 향상 등의 효과를 가지고 있다. 이러한 BESS를 개발완료하여 실용화하기 위해서 경제성 평가가 수반되어야 한다. 본 연구에서는 Sysplan Model을 국내 실정에 맞게 수정 보완하여 경제성 평가를 통한 투자가치를 분석하였다.

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리튬이온 배터리의 과전압/저전압을 막기 위한 회기 최소 자승법 기반의 실시간 내부 저항 추정방법 (Online Identification of Li-ion Battery's Internal Resistance based on a Recursive Least Squares Method to Prevent Overvoltage/Undervoltage)

  • 김우용;이평연;김종훈;김경수
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2018년도 전력전자학술대회
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    • pp.237-239
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    • 2018
  • This paper proposes an on-line estimation algorithm of internal resistance of Li-ion battery based on the recursive least squares method to prevent the overvoltage and undervoltage casing degradation of life cycle of battery. An equivalent circuit model with single time constant is adopted, and under assumptions that the terminal voltage, current and SOC are measured accurately, the discrete time based nonlinear equation of the model can be converted to the linear equation which can be applied to recursive least squares method. Since the coefficients of the discrete time linear equation can be expressed by the parameters of the equivalent circuit model, it is shown that an internal resistance (Ri) can be estimated in real time using the least square method.

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Regulated Peak Power Tracking (RPPT) System Using Parallel Converter Topologies

  • Ali, Muhammad Saqib;Bae, Hyun-Su;Lee, Seong-Jun;Cho, Bo-Hyung
    • Journal of Power Electronics
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    • 제11권6호
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    • pp.870-879
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    • 2011
  • Regulated peak power tracking (RPPT) systems such as the series structure and the series-parallel structures are commonly used in satellite space power systems. However, these structures process the solar array power or the battery power to the load through two cascaded regulators during one orbit cycle, which reduces the energy transfer efficiency. Also the battery charging time is increased due to placement of converter between the battery and the solar array. In this paper a parallel structure has been proposed which can improve the energy transfer efficiency and the battery charging time for satellite space power RPPT systems. An analogue controller is used to control all of the required functions, such as load voltage regulation and solar array stabilization with maximum power point tracking (MPPT). In order to compare the system efficiency and the battery charging efficiency of the proposed structure with those of a series (conventional) structure and a simplified series-parallel structure, simulations are performed and the results are analyzed using a loss analysis model. The proposed structure charges the battery more quickly when compared to the other two structures. Also the efficiency of the proposed structure has been improved under different modes of solar array operation when compared with the other two structures. To verify the system, experiments are carried out under different modes of solar array operation, including PPT charge, battery discharge, and eclipse and trickle charge.

리튬 2차 전지의 1차원 열적 특성을 고려한 지능형 용량예측

  • 이정수;호빈;김광선;임근욱;조장군;조현찬
    • 한국반도체및디스플레이장비학회:학술대회논문집
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    • 한국반도체및디스플레이장비학회 2007년도 춘계학술대회
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    • pp.244-249
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    • 2007
  • In this paper, in order to get the characteristics of the lithium secondary cell, such as cycle life, charge and discharge characteristic, temperature characteristic, self-discharge characteristic and the capacity recovery rate etc, we build a mathematical model of battery. In this one-dimensional model, Seven governing equations are made to solve seven variables $c,\;c_s,\;{\Phi}_1,\;{\Phi}_2,\;i_2,\;j\;and\;T$. The mathematical model parameters used in this model have been adjusted according to the experimental data measured in our lab. The connecting research of this study is to get an accurate estimate of the capacity of battery through comparison of results from simulation and fuzzy logic system. So the result data from this study is reorganized to fit the fuzzy logic algorithm.

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