• Title/Summary/Keyword: characteristic degradation time

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Degradation Prediction and Analysis of Lithium-ion Battery using the S-ARIMA Model with Seasonality based on Time Series Models (시계열 모델 기반의 계절성에 특화된 S-ARIMA 모델을 사용한 리튬이온 배터리의 노화 예측 및 분석)

  • Kim, Seungwoo;Lee, Pyeong-Yeon;Kwon, Sanguk;Kim, Jonghoon
    • The Transactions of the Korean Institute of Power Electronics
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    • v.27 no.4
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    • pp.316-324
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    • 2022
  • This paper uses seasonal auto-regressive integrated moving average (S-ARIMA), which is efficient in seasonality between time-series models, to predict the degradation tendency for lithium-ion batteries and study a method for improving the predictive performance. The proposed method analyzes the degradation tendency and extracted factors through an electrical characteristic experiment of lithium-ion batteries, and verifies whether time-series data are suitable for the S-ARIMA model through several statistical analysis techniques. Finally, prediction of battery aging is performed through S-ARIMA, and performance of the model is verified through error comparison of predictions through mean absolute error.

Variation and Correlation of Shearing Force with Feed Nutritional Characteristics of Wheat Straw

  • Cui, X.M.;Yang, Z.B.;Yang, W.R.;Jiang, S.Z.;Zhang, G.G.;Liu, L.;Wu, B.R.;Wang, Z.F.
    • Asian-Australasian Journal of Animal Sciences
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    • v.26 no.10
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    • pp.1466-1473
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    • 2013
  • This experiment was conducted to study the variation laws and correlations of shearing force and feed characteristics including morphological characteristic, chemical composition and in situ degradability of wheat straw. Feasibility of evaluating the nutritional value of wheat straws with shearing force values was analyzed in this study. Six hundred wheat straw plants (Jimai 22) were randomly selected and placed in a cool and ventilated place. Samples were collected in the 1st, 15th, 30th, 45th, 60th d after harvest to measure shearing force, morphological characteristic, nutritional composition. Rumen degradation of dry matter (DM), neutral detergent fiber (NDF) and acid detergent fiber (ADF) of wheat straws were determined by the nylon bags method. The results demonstrated that linear and quadratic effects of storage time on all the tested morphological characteristics were significantly correlative (p<0.01). As storage time goes on, all the tested nutrients and their rumen degradations of wheat straw was linearly (p<0.01) and quadratic (p<0.01) correlative except ADF content and rumen degradation of ADF. Significant correlations were determined in linear effect of shearing force on morphological characteristics (p<0.01), and linear density and diameter were a more sensitive predictor than stem thickness for shearing force. There were strong correlations between storage time and all the measured physical characteristics (shearing force, morphological characteristics and shearing force standardized by morphological characteristics) (p<0.01). Nutrition compositions were linearly correlative with shearing force and standardized shearing force (p<0.01). The linear correlation between rumen degradation of DM and NDF and shearing force and standardized shearing force were evident (p<0.01). In conclusion, shearing force, nutrition compositions and their rumen degradation of wheat straw were still dynamic with storage time after harvest. Correlation could be found between shearing force and nutritional characteristics of wheat straw. Nutrient content, morphological index and rumen degradation of DM and NDF could be predicted by changes in shearing force. Shearing force should be applied according to a standardized storage time when it is used to forecast the feed value of wheat straws.

The characteristic research of a Bi-2223 wires by the Various Transport Current (수송전류에 따른 Bi-2223 선재의 특성연구)

  • 오정훈;배덕권;강형구;안민철;이상진;고태국
    • Proceedings of the Korea Institute of Applied Superconductivity and Cryogenics Conference
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    • 2003.02a
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    • pp.220-223
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    • 2003
  • High-Tc superconducting(HT S) systems are commercialized by many study on high-Tc superconductor. For the successful commercialization of superconducting systems using Bi-2223 wires, the database on the degradation of critical current is essentially needed. In this paper, critical current variation of Bi-2223 wires according to the transport time was investigated. The degradation rate of critical current was also calculated. Solenoid type specimens have the length of 190cm Bi-2223 wire and double-pancake type specimens have the length of l0m wire were tested. Tested Bi-2223 wires are commercialized products of AMSC (American Superconductor) and Innost. When the transportation current was 95% of critical current, the degradation of critical current was appeared after 5 hours of transport time.

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PD Characteristic of Electrical Tree Generated by Inside Void Defect (내부 보이드 결함에서 발생하는 전기트리의 부분방전 특성)

  • Park, Seong-Hee;Jung, Hae-Eun;Kang, Seong-Hwa;Lim, Kee-Jo
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2006.11a
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    • pp.334-335
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    • 2006
  • Solid insulation exposed to voltage is degraded by electrical tree process. And the degradation of the insulation is accelerated by voltage application. For this experimental, specimen of electrical tree model is made by XLPE (cross-linked polyethylene). And the size of the specimen is 7*5*7 $mm^3$. Distance of needle and plane is 2 mm. Voltages applied for acceleration test are 12 kV to 15 kV. And distribution characteristic of degraded stage is studied too. As a PD detecting and data process, discharge data acquire from PD detecting system (Biddle instrument). The system presents statistical distribution as phase resolved. Moreover the processing time of electrical tree is recorded to know the speed of degradation according to voltage.

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The heat transfer characteristics of viscoelastic non-newtonian fluids in the entrance region of circular tube flows (원형관속을 유동하는 점탄성 유체의 입구 영역 열전달 특성에 관한 연구)

  • 엄정섭;황태성;유상신
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.13 no.5
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    • pp.1032-1043
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    • 1989
  • The heat transfer characteristics of the drag reducing polymer solutions are investigated experimentally in the thermal entrance region of circular tube flows. Fluids used in experiments are the aqueous solutions of high molecular polymer, polyacrylamide Separan AP-273 and the range of polymer concentrations is from 20 to 1000 wppm. Two stainless steel tubes with inside diameter 8.5mm(L/D=712) and 10.3mm(L/D=1160) are used for the heat transfer flow loops. The flow loop is set up to measure friction factors and heat transfer coefficients of test sections in two different modes; the recirculating flow system and once-through flow system. The test tubes are heated directly by electricity to apply the constant heat flux boundary conditions to the wall. Three different types of adaptors are used to observe the effects of the upstream flow conditions of the heat transfer test sections. The viscosity and characteristic relaxation time of the test fluids circulating in the flow system are measured by the capillary tube viscometer and falling ball viscometer at regular time intervals. The installed adaptors exhibit slight effect on the entrance heat transfer of Newtonian fluid. However, no noticeable effects are observed for the entrance heat transfer of the drag reducing fluids. The order of magnitude of the thermal entrance lengths of the drag reducing fluids which follow the minimum friction asymptote is much longer than that of Newtonian fluids in turbulent flows. A new dimensionless parameter, the viscoelastic Graetz number, is defined and all the experimental data are recasted in terms of the viscoelastic Graetz number. The local Nusselt number of the viscoelastic fluids is represented as a function of flow behavior index n and the viscoelastic Graetz number. As degradation continues the viscosity and the characteristic relaxation time of the testing fluids decrease. Weissenberg number defined by the relaxation time and D/V appears to be a proper dimensionless parameter in describing degradation effects on heat transfer of the viscoelastic fluids.

Fatigue Behavior of STS316L Weldments and Degradation Characteristic Evaluation by Ultrasonic Test (STS316L 용접부의 피로거동 및 초음파시험에 의한 열화특성 평가)

  • Nam, Ki-Woo;Park, So-Soon;Ahn, Seok-Hwan;Do, Jae-Yoon;Park, In-Duck
    • Journal of the Korean Society for Nondestructive Testing
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    • v.23 no.2
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    • pp.156-164
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    • 2003
  • STS316L had been used as the structural material for energy environmental facilities, because austenite stainless steels like 316L have superior mechanical properties of which toughness, ductility, corrosion resistant and etc. However, those welded structures are receiving severe damage due to increasing of the aged degradation. Most studies until now have been carried out against fatigue behaviors of weldments, and were not well studied on nondestructive evaluation methods. In this study, the fatigue crack propagation behavior of STS316L weldment usually used for vessels of the nuclear power plant was investigated. Also, the degradation characteristics of 316L stainless steel weldments were evaluated by the ultrasonic parameter such as ultrasonic velocity, attenuation factor and time-frequency analysis. The results of this study can be used as a basic data for the prediction of the fatigue crack life of weldments structures without disjointing or stopping service of structures in service.

PD Detection and Analysis of Electrical Treeing Progress into XLPE Insulator (XLPE 절연물내의 전기트리 진전 시 PD 검출 및 특성분석)

  • Park, Seong-Hee;Jung, Hae-Eun;Kang, Seong-Hwa;Lim, Kee-Jo
    • Proceedings of the KIEE Conference
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    • 2006.10a
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    • pp.215-216
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    • 2006
  • Solid insulation exposed to voltage is degraded by electrical tree process. And the degradation of the insulation is accelerated by voltage application. For this experimental, specimen of e1ectrical tree model is made by XLPE (cross-linked polyethylene). And the size of the specimen is $7*5*7\;mm^3$. Distance of need1e and plane is 2 mm. Voltages applied for acceleration test are 12 kV to 15 kV. And distribution characteristic of degraded stage is studied too. As a PD detecting and data process, discharge data acquire from PD detecting system (Biddle instrument). The system presents statistical distribution as phase resolved. Moreover the processing time of electrical tree is recorded to know the speed of degradation according to voltage.

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PD Characteristic of Electrical Tree Generated by Internal Defects (내부결함에서 나타나는 전기트리의 부분방전 특성)

  • Kim, Byong-Chul;Yoon, Jae-Hun;Park, Seong-Hee;Kang, Seong-Hwa;Lim, Kee-Jo
    • Proceedings of the KIEE Conference
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    • 2007.07a
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    • pp.1387-1388
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    • 2007
  • Solid insulation exposed to voltage is degraded by electrical tree process. And the degradation of the insulation is accelerated by voltage application. For this experiment, specimens of electrical tree models were made by three types of XLPE (cross-linked polyethylene). And distribution characteristics of degraded stages are studied too. As a method of detecting and data process, discharge data was acquired from PD detecting system (Biddle instrument). And microscope and digital camera were used to observe the morphologies of the electrical tree to divide stages of the tree. The system presents statistical distribution as phase resolved. Moreover the processing time of electrical tree is recorded to know the speed of degradation according to voltage.

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Analysis on Thermal Degradation of Poly($\gamma$-glutamic acid) Sodium Salt by means of Light Scattering and Viscometry (광산란과 점성도법에 의한 폴리감마글루탐산 나트륨 염의 열분해 분석)

  • Park, Il-Hyun;Eom, Hyo-Sang;Kwon, Hyo-Lee
    • Polymer(Korea)
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    • v.33 no.5
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    • pp.501-508
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    • 2009
  • The thermal degradation experiment of sodium salt of poly (${\gamma}$-glutamic acid) (PGGNa) has been carried out in both its solid phase and solution phase at the range of $57{\sim}120^{\circ}C$ and their molecular weight decreasing effect was analyzed as a function of time by means of viscometry and light scattering. Based on the solid phase degradation results, it was supposed that the bond scission rate in a polymer chain kept constant and that the bond scission was occurred on a randomly located position in a polymer chain. For the degradation in solution phase, it was also found that all data at various temperatures were dropped on a single master curve when the reduced time $t/t^*$ was used in the plot of the reciprocal intrinsic viscosity (or molecular weight). This degradation curve in solution phase could be expressed as the sum of a single exponential and a linear equation and especially, the single exponential character appeared only at the beginning stage. The activation energy was measured as $107{\sim}115$ kJ/mol in this study and agreed with the literature values.

Study on the degradation rate and pH change of PLGA membrane with a biodegradation (생분해에 따른 PLGA 멤브레인의 분해속도 및 pH 변화에 대한 연구)

  • Xie, Yuying;Park, Jong-Soon;Kang, Soon-Kook
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.9
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    • pp.6403-6410
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    • 2015
  • Medical polymer PLGA is biocompatible, biodegradation, mechanical characteristic and biostability, and the degradation time can be adjust by controlling the number of monomer. In this paper, PLGA membranes have different composition ratio by L/D type was prepared by phase transition method. And the PLGA membrane in phosphate buffered saline(PBS) at the different test temperatures for different periods of time to examined for change in mass and measured the pH of degradation media. Measurement of Tg and surface structure was performed using a DSC and Stereoscopic microscope. As the molecular weighter increase, hydrolysis rate was decrease in geometrical progression. According to the composition ratio by L/D type, degradation rate and the change of pH are large.