Unified Correlation between SPT-N and Shear Wave Velocity for all Soil Types

Size: px
Start display at page:

Download "Unified Correlation between SPT-N and Shear Wave Velocity for all Soil Types"

Transcription

1 6 th International Conference on Earthquake Geotechnical Engineering 1-4 ovember 15 Chritchurch, ew Zealand Unified Correlation between SPT- and Shear Wave Velocity for all Soil Type C.-C. Tai 1 and T. Kihida ABSTRACT The hear wave velocity (V) of ediment play a key role in eimic wave amplification and i required in ite repone analyi. Such information i uually lacking during field exploration, but tandard penetration tet blow count () i motly obtained. Therefore, everal tudie have etablihed empirical correlation between and V for engineering ue. Thee empirical correlation, however, vary ignificantly in term of model form and parameter. A unified empirical correlation i developed in thi tudy through the ue of the Engineering Geological Databae for the Taiwan Strong Motion Intrumentation Program, which contain grain-ize ditribution, void ratio, water content, pecific gravity, unit weight, liquid limit, and platicity index (PI) in addition to the V and of trata. The influence of overburden preure, fine content (FC), PI, and oil type on mall-train behavior (i.e., V) and large-train behavior (i.e., ) i dicued. A unified correlation between V and that i dependent on overburden preure, FC, and PI i propoed through the conditional prediction approach. Introduction A key property required to effectively etimate the eimic repone of a ite i mall-train hear modulu Go, which i often computed by meauring hear wave velocity V and ma denity ρ a follow: Go= ρv. (1) Geophyical invetigation are typically performed to meaure the V profile. However, thee meaurement are not alway common becaue of the additional cot of the field invetigation. Correlation between V and tandard penetration tet (SPT) blow count (), conditioned on the geologic etting and ite tratigraphy, are potentially ueful for the above ituation. umerou relation between and V for Taiwan region have been etablihed in the previou tudy (Kuo et al., 11). Thee empirical correlation, however, vary ignificantly in term of model form and are limited to a pecific oil type (e.g., and or clay). The development of thee correlation alo lack theoretical upport. Therefore, with a theoretical bai, thi tudy aim to etablih a unified correlation between and V that can be applied to and, ilt, and clay. The Engineering Geological Databae for the Taiwan Strong Motion Intrumentation Program 1 Aitant Profeor, Department of Civil Engineering, ational Chung Hing Univerity, Taiwan, taicc@nchu.edu.tw Pot-Doctoral Reearcher, Pacific Earthquake Engineering Reearch Center (PEER), Univerity of California, Berkeley, USA, kihidapple@gmail.com

2 (EGDT) (Kuo et al., 11) i utilized in the analyi. The factor that can change the mall-train propertie Go are reviewed. Baed on a previou tudy on laboratory tet data, a model form that decribe mall-train propertie (i.e., V) and large-train meaurement (i.e., ) i propoed. The influence of effective overburden preure (σ o ), fine content (FC), platicity index (PI), and over conolidation ratio (OCR) on mall-train propertie and large-train meaurement i dicued baed on the regreion analyi reult. Latly, a unified correlation between V and that i dependent of thee parameter i propoed through the conditional prediction approach. Fundamental Functional Form Theoretical Form of V and The mot common functional form for the relation of Go propoed in literature i Go = AF(e)(σ ) nn, () where σ i the effective confining (or vertical) tre, F(e) i the function of void ratio, and contant A and n are determined by tatitical regreion of a data et. A ummary by Ihihara (1996) indicate that n i motly.5 for both and and variou type of clay (i.e., n =.5 for V according to Eq. (1)). However, a train amplitude increae, n increae according to laboratory tet data from 1/3 to 1. a hear train γ < 1 4 % increae to γ = 1 % (i.e., the exponent term of σ change from 1/6 to.5 a γ increae from 1 4 % to 1 % for V). The change in n indicate that confining tre influence mall- and large-train oil propertie differently. Therefore, the exponent n i train-dependent, which implie that mall-train property (e.g., V or Go) and large-train meaurement (e.g., ) need to be corrected by confined preure differently. A a reult, confined preure hould be included when etablihing the correlation between and V, a uggeted by Brandenberg et al. (1). Other Factor that Influence Functional Form Hardin and Black (1968) dicued the model form of Go for normally conolidated (C) and overly conolidated (OC) clay and uggeted that Go = AF(e)OCR PPPP/16 (σ ) nn. (3) The equation implie the following. Firt, for a non-platic or low-pi oil (e.g., and or ilt), Go i independent of OCR. Second, given OCR = 1 (C clay), Eq. (3) yield Eq. () and exponent n i a fixed number regardle of PI. Viggiani and Atkinon (1996) reported that impact of confined tre on Go i uncoupled with OCR a Go = B(σ ) nn OCR mm. (4) However, B, n, and m are dependent on PI a revealed by laboratory tet reult. Kawaguchi and Tanaka (8) recently propoed a theoretical form of Go a follow:

3 Go = w.8 LL ( 3 OOOOOO). ( 1+OOOOOO.5 ).6 (σ 3 ).8, (5) where w L i the liquid limit, which i correlated to PI. Equation (5) indicate that the effect of OCR and PI (or w L ) on Go i uncoupled unlike that in Eq. (3) where the influence of OCR and PI on Go i coupled. Propoed Model Form Baed on the review of previou tudie, two poible regreion model of Go are propoed a follow: Model 1: Go = A PI mm OCR ll (σ ) nn, (6) Model : Go = A OCR (a PI) (σ ) nn. (7) The effect of PI and OCR on Go i uncoupled in Model 1, wherea it i coupled in Model. Conidering that the coupling effect between PI and OCR i till under debate, thi tudy adopt Model 1 for the development of the correlation between and V becaue of it implicity. Meanwhile, FC can alo change the blowout, and it effect i uually accounted for when performing liquefaction analyi. Therefore, the propoed general model for V and i further modified a V = cc (σ ) cc 1 FFFF cc PI cc 3 OCR cc 4, (8) = bb (σ ) bb 1 FFFF bb PI bb 3 OCR bb 4. (9) A dicued earlier, confining tre influence mall- and large-train oil propertie differently (i.e., c 1 and b 1 are different). Similarly, the influence of FC, PI, and OCR on mall- and largetrain behavior may alo be different. Thi iue will be dicued later baed on the regreion analyi. Conditional Prediction Approach The regreion analyi of V with conditional meaurement of baed on Kihida and Tai (15) i decribed in thi ection. Firt, regreion analye are performed eparately to determine the coefficient in Eq. (8) and (9). Second, the relationhip between V and (V conditional on ) i etablihed baed on the correlation of the reidual in Eq. (8) and (9). A a imple example to illutrate the conditional prediction approach, we ue the following two regreion model that only include the confined tre term. ln = b + b σ 1 ln + ε o, lnv = c c + 1 ln o + ε V, (1) (11) where ε and ε V are the reidual after regreion analyi and follow the normal ditribution with mean = and tandard deviation of σσ and σσ VVVV, repectively. The correlation between ε and ε V i ρ V. Conditional prediction of lnv given ln i expreed a follow:

4 ε E ln 1 1 V V V [ V ln ] = E[ lnv] + V ρ V = c b ρ V + ρ V ln + c b ρ V ln o ( ρ ) V = 1 V V. (1) (13) Therefore, the following equation i obtained. [ V ln ] = β + β ln + β ln o E ln 1, (14a) where c b ρ V b = V, V β 1 = ρv, V b = c1 b1 ρ V. (14a) (14a) (14a) The propoed conditional approach can be extended in a imilar manner when more term (e.g., FC, PI, and OCR in Eq. (8) and (9)) are added to Eq. (1) and (11). Databae for Regreion Analyi The baic data provided in EGDT include tratum decription, reult of oil phyical property tet (uch a grain-ize ditribution, uniformity coefficient, coefficient of gradation, void ratio, water content, pecific gravity, unit weight, liquid limit, and PI), oil claification, P- and S- wave velocitie, and SPT- value. EGDT provide ufficient information for the regreion analyi in addition to the meaurement of and V. However, OCR i unavailable in EGDT. Therefore, OCR i approximately etimated by Eq. (5) in thi tudy. The influence of thi aumption will be explored later in the paper. Effective vertical tree are calculated with the given depth, unit weight, and water table elevation. Groundwater elevation i ometime not recorded for ome boring. In uch a cae, the p-wave velocity profile i utilized to identify the approximate elevation of the groundwater table. An abrupt tranition from p-wave velocity lower than 5 m/ to higher than 15 m/ i typically apparent in boring log, clearly indicating the poition of the groundwater table. In EGDT, SPT- i meaured by an automatic hammer falling ytem every 1.5 m (every 3 m to 5 m for gravel layer) or at the depth of notable dicontinuity during drilling. The i corrected to 6 by auming the meaured energy ratio of 7%. Only SPT- le than 5 i utilized for the regreion analyi. P- and S-wave velocitie are meaured with a upenion PS logger ytem. Velocity meaurement i generally performed every.5 m, except for everal drilling in the firt and econd year, in which velocity i meaured for every 1 m. A total of 3684 data et from 334 ite that include V, (<5), σ o, FC, PI, and etimated OCR are utilized for regreion. The ditribution of data i preented in Figure 1. For non-platic oil, PI i et a a

5 unit; for oil without FC, FC i alo et a a unit. A hown in Figure, V i approximately linear againt the model parameter in log log pace, which indicate that modeling by Eq. (8) and (9) i ufficient. Figure 1. Ditribution of data et Small- and Large-Strain Behavior Figure. V againt model parameter in log log pace Regreion Analyi Reult Table 1 provide a ummary of the regreion reult obtained with Eq. (8) and (9). The exponent term of FC and PI i negative, wherea that of σ o and OCR i poitive. The poitive value indicate that or V increae a OCR and σ o increae, and the negative value indicate that or V decreae a FC and PI increae. However, the value of the exponent term i different for and V. The exponent term of σ o for V (mall-train property) i approximately.5, wherea that for (large-train meaurement) i approximately.5. Thi reult i conitent with that of everal previou laboratory tudie ummarized in Ihihara (1996), that i, a train amplitude increae, the exponent of σ o change from 1/6 to.5. Different exponent value of predictor variable mean different degree of influence by thee variable on and V. The degree of variou influence can be quantified by the exponent ratio between and V, in which a high value implie the mot different effect on large- and malltrain behavior. Therefore, a hown in Table 1, FC influence and V mot differently followed by σ o, PI, and OCR. Such difference hould be conidered when developing the correlation between and V. With σ o a an example, the obtained exponent ratio i approximately. Therefore, if V i conditioned on (or i normalized by V imilar to the modulu reduction curve where hear modulu G i normalized by Gmax at mall train), the

6 influence of σ o i not negligible. In other word, the prediction model of V baed on hould include the σ o term, a reported by Brandenberg et al. (1). Similarly, FC and PI hould be included in the model becaue they alo influence mall- and large-train behavior differently. Only the ratio of OCR i approximately 1. Thu, the prediction model of V baed on can poibly ignore the OCR term. Table 1. Reult of the regreion analyi of model 1 Intercept Exponent R ρ VS σ o FC PI OCR V Ratio Influence of FC The developed correlation between and FC and V and FC can alo be utilized to evaluate the impact of FC on V and. The exponent of FC for i higher than that for V, indicating that FC ha more influence on. In liquefaction potential analyi, and V require correction to conider the impact of FC. Corrected (or equivalent) or V i typically higher than meaured or V for oil with certain FC becaue high FC reult in low meaured and V or can increae the reitance of liquefaction. The negative exponent of FC obtained in thi tudy i conitent with the concept of correction for FC in the liquefaction analyi. We alo quantitatively compare FC correction from our regreion analyi with that propoed by previou tudie. Figure 3(a) how a comparion of FC-corrected (c) by Idri and Boulanger (8), Seed et al., (3), and Youd et al. (1) for variou FC given meaured = 5, 1, 15. c in thi tudy i calculated a follow: c=/fc (15) Given meaured = 5 and 1, the c in thi tudy i in the range of the c obtained by the other tudie. For = 15, the c in thi tudy i lightly larger than the c in the other tudie. The previou tudie motly corrected with FC up to 35% to 4%. By contrat, the reult of thi tudy indicate that may be further corrected for a higher FC by conidering mechanical correction during meauring (a)-1 Meaured =5 (a)- Meaured =1 (a)-3 Meaured = (b) C,S V, CS FC(%) FC(%) FC(%) FC(%) Figure 3. Comparion of (a) corrected for variou FC given meaured = 5, 1, 15 and (b) corrected V for variou FC given meaured V = 15,, 5 m/

7 We alo compare FC-corrected V (V, CS ) in thi tudy with that corrected by Andru et al. (4) for variou FC given three meaured V. A hown in Figure 3(b), the V, CS in thi tudy i lightly higher than that in Andru et al. (4) for low meaured V but agree well with that in Andru et al. (4) for meaured V = 5 m/. Similar to the impact of FC on, V may be further corrected for a high FC, a indicated by our regreion model. Unified Model A unified empirical model i propoed according to the previouly decribed conditional prediction procedure (Eq. (1) to (14a)) by uing the regreion reult lited in Table 1, that i, lnv = ln +.17lnσ.4lnFFFF.1lnPI +.6lnOCR. (16) The tandard deviation of σ lnv/ i.6, which i approximated a σ v/ = 63 m/ given mean V = 7 m/. In Kuo et al. (11), the data et imilar to the one ued in thi tudy wa grouped into clay and and for regreion analyi, and the obtained σ of individual V- model wa 67 and 77 m/, repectively. σ in the preent tudy i lower than that by Kuo although we ued the entire dataet in the regreion analyi. The model that include additional prediction parameter uch a FC and PI ignificantly improve prediction accuracy. The model can alo be applied to more general condition for etimating V by and i not limited to a pecific oil type. Conidering that OCR i not directly provided in the databae and i etimated indirectly, we alo evaluate model performance if OCR i excluded from the model. The reult how that removing OCR from the model ha a limited effect becaue σ i lightly increaed from 63 m/ to 68 m/ given mean V = 7m/. The model baed on σ o, FC, and PI can ufficiently predict V although OCR i typically unavailable in practice. Thi reult may be due to the fact that the impact of OCR on mall- and large-train behavior i imilar, a dicued earlier. Therefore, the following equation can be adopted if OCR i unavailable. lnv = ln +.11lnσ.3lnFFFF +.lnpi (17) If the model form only include σ o a typically modeled by other, σ become high (V = 94 m/). everthele, it i till lower than the σ obtained by Kuo et al. (11) (approximately 18 m/). Thi reult may be attributed to the fact that we adopted a conditional prediction approach and ued σ o intead of depth in the model. Concluion umerou relation between and V have been propoed for practical purpoe in earthquake engineering. Thee empirical correlation, however, vary ignificantly in term of model form and parameter. Without a theoretical or experimental bai, they are developed only for a pecific ite and oil type. V and repreent mall- and large-train behavior, repectively. Such difference hould be conidered when a model i developed. Therefore, a unified empirical correlation model wa developed in thi tudy uing a conditional prediction approach to

8 correlate mall- and large-train behavior. The developed model can be applied to clay, ilt, and and. EGDT with 3684 data et wa utilized to develop the model. The main factor that can change the mall-train property include σ o, FC, PI, and OCR according to a previou tudy on laboratory tet data. Therefore, we developed a imple model form that include thee parameter to etimate mall-train property and applied it to large-train meaurement imilarly. The influence of thee parameter on mall-train propertie (i.e., V) and large-train meaurement (i.e., ) wa dicued according to the regreion reult. Different exponent value of predictor variable mean different degree of influence by thee parameter on large- and mall-train behavior. A indicated by the exponent ratio between and V, FC influence and V mot differently, followed by σ o, PI, and OCR. The exponent ratio of σ o between and V i approximately, which i conitent with that in previou tudie. The change in and V by FC in the regreion reult agree well with the fine correction recommended in the liquefaction potential analyi. Latly, a unified correlation model between V and that i dependent on σ o, FC, PI, and OCR wa etablihed through a conditional prediction approach. The model include additional prediction parameter, uch a FC, OCR, and PI, which ignificantly improve prediction accuracy according to the reduction in tandard deviation. The propoed model can be applied to more general condition and i not limited to a pecific oil type. However, the correlation ha only been teted for oil in Taiwan and ha yet to be verified for other oil in other region. Acknowledgment We would like to thank the CREE for providing the EGDT. We alo thank Hu, H. Y. and Wen, C. L. for managing the databae. Reference Andru, R. D., Piratheepan, P., Elli, B. S., Zhang, J., and Hein, C. (4). Comparing liquefaction evaluation method uing penetration-vs relationhip. Soil Dynamic and Earthquake Engineering, 4, Brandenberg, Scott J., Bellana, areh, and Shantz, Thoma. (1). Shear wave velocity a function of tandard penetration tet reitance and vertical effective tre at California bridge ite. Soil Dynamic and Earthquake Engineering, 3(1), Hardin, B.O., and Black, W. L. (1968). Vibration modulu of normally conolidated caly. Journal of Soil Mechanic and Foundation Diviion, American Society of Civil Engineer, 94(SM), Idri, I. M., and Boulanger, R. W.. (8). Soil Liquefaction during Earthquake: EERI. Ihihara, K. (1996). Soil behavior in earthquake geotechnique: Clrendon Pre, Oxford. Kawaguchi, T., and Tanaka, H. (8). Formulation of Gmax from recontituted clayey oil it application to meaured Gmax in the field. Soil and Foundation, 48(6), Kihida, T., and Tai, C.-C. (15). Prediction model of hear wave velocity by uing SPT blow count baed on the conditional probability framework. Submitted to Journal of Geotechincal and Geoenvironmental Engineering. Kuo, C.-H., Wen, K.-L., Hieh, H.-H., Chang, T.-M., Lin, C.-M., and Chen, C.-T. (11). Evaluating empirical regreion equation for V and etimating V3 in northeatern Taiwan. Soil Dynamic and Earthquake Engineering, 31(3), Seed, R.B., Cetin, K. O., Mo, R. E. S., Kammerer, A. M., Wu, J., Petana, J. M.,Fari, A.. (3). Recent advance in oil liquefaction engineering: a unified and conitent framework. Paper preented at the 6th Annual

9 Geotechnical Spring Seminar, Lo Angele Section of the GeoIntitute, American Society of Civil Engineer, Queen Mary, Long Beach, CA. Viggiani, G., and Atkinon, J. H. (1996). Stiffne of fine-grained oil at very mall train. Geotechinique, 45(), Youd, T. L., Idri, I. M., Andru, R. D., Arango, I., Catro, G., Chritian, J. T., Stokoe, K. H. (1). Liquefaction reitance of oil: ummary report from the 1996 CEER and 1998 CEER/SF Workhop on evaluation of liquefaction reitance of oil. Journal of Geotechnical and Geoenvironmental Engineering, 17(1),

CHAPTER 3 LITERATURE REVIEW ON LIQUEFACTION ANALYSIS OF GROUND REINFORCEMENT SYSTEM

CHAPTER 3 LITERATURE REVIEW ON LIQUEFACTION ANALYSIS OF GROUND REINFORCEMENT SYSTEM CHAPTER 3 LITERATURE REVIEW ON LIQUEFACTION ANALYSIS OF GROUND REINFORCEMENT SYSTEM 3.1 The Simplified Procedure for Liquefaction Evaluation The Simplified Procedure wa firt propoed by Seed and Idri (1971).

More information

Transitional behaviors in well-graded coarse granular soils. Associate professor, State Key Laboratory of Coal Mine Disaster Dynamics and Control,

Transitional behaviors in well-graded coarse granular soils. Associate professor, State Key Laboratory of Coal Mine Disaster Dynamics and Control, 1 2 Tranitional behavior in well-graded coare granular oil 3 4 Yang Xiao, S.M.ASCE 1, M. R. Coop 2, Hong Liu 3, Hanlong Liu 4 and Jinghan Jiang 5 5 6 7 8 9 1 11 12 13 14 15 16 17 18 19 2 21 22 1. Yang

More information

PART I: AN EXPERIMENTAL STUDY INTO THE VISCOUS DAMPING RESPONSE OF PILE-CLAY INTERFACES

PART I: AN EXPERIMENTAL STUDY INTO THE VISCOUS DAMPING RESPONSE OF PILE-CLAY INTERFACES PART I: AN EXPERIMENTAL STUDY INTO THE VISCOUS DAMPING RESPONSE OF PILE-CLAY INTERFACES V. B. L. Chin, Gue & Partner Sdn Bhd, Malayia; Formerly Monah Univerity, Autralia J. P. Seidel, Foundation QA Pty

More information

Source slideplayer.com/fundamentals of Analytical Chemistry, F.J. Holler, S.R.Crouch. Chapter 6: Random Errors in Chemical Analysis

Source slideplayer.com/fundamentals of Analytical Chemistry, F.J. Holler, S.R.Crouch. Chapter 6: Random Errors in Chemical Analysis Source lideplayer.com/fundamental of Analytical Chemitry, F.J. Holler, S.R.Crouch Chapter 6: Random Error in Chemical Analyi Random error are preent in every meaurement no matter how careful the experimenter.

More information

THE RATIO OF DISPLACEMENT AMPLIFICATION FACTOR TO FORCE REDUCTION FACTOR

THE RATIO OF DISPLACEMENT AMPLIFICATION FACTOR TO FORCE REDUCTION FACTOR 3 th World Conference on Earthquake Engineering Vancouver, B.C., Canada Augut -6, 4 Paper No. 97 THE RATIO OF DISPLACEMENT AMPLIFICATION FACTOR TO FORCE REDUCTION FACTOR Mua MAHMOUDI SUMMARY For Seimic

More information

SIMULATING THE STRESS AND STRAIN BEHAVIOR OF LOESS VIA SCC MODEL

SIMULATING THE STRESS AND STRAIN BEHAVIOR OF LOESS VIA SCC MODEL SIMULATING THE STRESS AND STRAIN BEHAVIOR OF LOESS VIA SCC MODEL M.D. LIU Faculty of Engineering, Univerity of Wollongong, Autralia, martindl@uow.edu.au J. LIU Faculty of Engineering, Univerity of Wollongong,

More information

Social Studies 201 Notes for March 18, 2005

Social Studies 201 Notes for March 18, 2005 1 Social Studie 201 Note for March 18, 2005 Etimation of a mean, mall ample ize Section 8.4, p. 501. When a reearcher ha only a mall ample ize available, the central limit theorem doe not apply to the

More information

Determination of Flow Resistance Coefficients Due to Shrubs and Woody Vegetation

Determination of Flow Resistance Coefficients Due to Shrubs and Woody Vegetation ERDC/CL CETN-VIII-3 December 000 Determination of Flow Reitance Coefficient Due to hrub and Woody Vegetation by Ronald R. Copeland PURPOE: The purpoe of thi Technical Note i to tranmit reult of an experimental

More information

Estimating floor acceleration in nonlinear multi-story moment-resisting frames

Estimating floor acceleration in nonlinear multi-story moment-resisting frames Etimating floor acceleration in nonlinear multi-tory moment-reiting frame R. Karami Mohammadi Aitant Profeor, Civil Engineering Department, K.N.Tooi Univerity M. Mohammadi M.Sc. Student, Civil Engineering

More information

Relationship between CPT parameters and properties of saturated ultrasoft clays in the Pearl River delta

Relationship between CPT parameters and properties of saturated ultrasoft clays in the Pearl River delta 3 rd International Sympoium on Cone Penetration Teting, La Vega, Nevada, USA - 014 Relationhip between CPT parameter and propertie of aturated ultraoft clay in the Pearl River delta Z.M. Li Geotechnical

More information

Alternate Dispersion Measures in Replicated Factorial Experiments

Alternate Dispersion Measures in Replicated Factorial Experiments Alternate Diperion Meaure in Replicated Factorial Experiment Neal A. Mackertich The Raytheon Company, Sudbury MA 02421 Jame C. Benneyan Northeatern Univerity, Boton MA 02115 Peter D. Krau The Raytheon

More information

Influence of ground water extraction in the seismic hazard of Mexico City

Influence of ground water extraction in the seismic hazard of Mexico City Geo-Environment and Landcape Evolution II 457 Influence of ground water extraction in the eimic hazard of Mexico City J. Avilé 1, L. E. Pérez-Rocha 2 & H. R. Aguilar 3 1 Intituto Mexicano de Tecnología

More information

STRAIN LIMITS FOR PLASTIC HINGE REGIONS OF CONCRETE REINFORCED COLUMNS

STRAIN LIMITS FOR PLASTIC HINGE REGIONS OF CONCRETE REINFORCED COLUMNS 13 th World Conerence on Earthquake Engineering Vancouver, B.C., Canada Augut 1-6, 004 Paper No. 589 STRAIN LIMITS FOR PLASTIC HINGE REGIONS OF CONCRETE REINFORCED COLUMNS Rebeccah RUSSELL 1, Adolo MATAMOROS,

More information

A Bluffer s Guide to... Sphericity

A Bluffer s Guide to... Sphericity A Bluffer Guide to Sphericity Andy Field Univerity of Suex The ue of repeated meaure, where the ame ubject are teted under a number of condition, ha numerou practical and tatitical benefit. For one thing

More information

Research Article Reliability of Foundation Pile Based on Settlement and a Parameter Sensitivity Analysis

Research Article Reliability of Foundation Pile Based on Settlement and a Parameter Sensitivity Analysis Mathematical Problem in Engineering Volume 2016, Article ID 1659549, 7 page http://dxdoiorg/101155/2016/1659549 Reearch Article Reliability of Foundation Pile Baed on Settlement and a Parameter Senitivity

More information

Suggested Answers To Exercises. estimates variability in a sampling distribution of random means. About 68% of means fall

Suggested Answers To Exercises. estimates variability in a sampling distribution of random means. About 68% of means fall Beyond Significance Teting ( nd Edition), Rex B. Kline Suggeted Anwer To Exercie Chapter. The tatitic meaure variability among core at the cae level. In a normal ditribution, about 68% of the core fall

More information

Social Studies 201 Notes for November 14, 2003

Social Studies 201 Notes for November 14, 2003 1 Social Studie 201 Note for November 14, 2003 Etimation of a mean, mall ample ize Section 8.4, p. 501. When a reearcher ha only a mall ample ize available, the central limit theorem doe not apply to the

More information

A FUNCTIONAL BAYESIAN METHOD FOR THE SOLUTION OF INVERSE PROBLEMS WITH SPATIO-TEMPORAL PARAMETERS AUTHORS: CORRESPONDENCE: ABSTRACT

A FUNCTIONAL BAYESIAN METHOD FOR THE SOLUTION OF INVERSE PROBLEMS WITH SPATIO-TEMPORAL PARAMETERS AUTHORS: CORRESPONDENCE: ABSTRACT A FUNCTIONAL BAYESIAN METHOD FOR THE SOLUTION OF INVERSE PROBLEMS WITH SPATIO-TEMPORAL PARAMETERS AUTHORS: Zenon Medina-Cetina International Centre for Geohazard / Norwegian Geotechnical Intitute Roger

More information

Stratified Analysis of Probabilities of Causation

Stratified Analysis of Probabilities of Causation Stratified Analyi of Probabilitie of Cauation Manabu Kuroki Sytem Innovation Dept. Oaka Univerity Toyonaka, Oaka, Japan mkuroki@igmath.e.oaka-u.ac.jp Zhihong Cai Biotatitic Dept. Kyoto Univerity Sakyo-ku,

More information

Unified Design Method for Flexure and Debonding in FRP Retrofitted RC Beams

Unified Design Method for Flexure and Debonding in FRP Retrofitted RC Beams Unified Deign Method for Flexure and Debonding in FRP Retrofitted RC Beam G.X. Guan, Ph.D. 1 ; and C.J. Burgoyne 2 Abtract Flexural retrofitting of reinforced concrete (RC) beam uing fibre reinforced polymer

More information

Gain and Phase Margins Based Delay Dependent Stability Analysis of Two- Area LFC System with Communication Delays

Gain and Phase Margins Based Delay Dependent Stability Analysis of Two- Area LFC System with Communication Delays Gain and Phae Margin Baed Delay Dependent Stability Analyi of Two- Area LFC Sytem with Communication Delay Şahin Sönmez and Saffet Ayaun Department of Electrical Engineering, Niğde Ömer Halidemir Univerity,

More information

Standard Guide for Conducting Ruggedness Tests 1

Standard Guide for Conducting Ruggedness Tests 1 Deignation: E 69 89 (Reapproved 996) Standard Guide for Conducting Ruggedne Tet AMERICA SOCIETY FOR TESTIG AD MATERIALS 00 Barr Harbor Dr., Wet Conhohocken, PA 948 Reprinted from the Annual Book of ASTM

More information

USING NONLINEAR CONTROL ALGORITHMS TO IMPROVE THE QUALITY OF SHAKING TABLE TESTS

USING NONLINEAR CONTROL ALGORITHMS TO IMPROVE THE QUALITY OF SHAKING TABLE TESTS October 12-17, 28, Beijing, China USING NONLINEAR CONTR ALGORITHMS TO IMPROVE THE QUALITY OF SHAKING TABLE TESTS T.Y. Yang 1 and A. Schellenberg 2 1 Pot Doctoral Scholar, Dept. of Civil and Env. Eng.,

More information

MODELLING OF FRICTIONAL SOIL DAMPING IN FINITE ELEMENT ANALYSIS

MODELLING OF FRICTIONAL SOIL DAMPING IN FINITE ELEMENT ANALYSIS MODELLING OF FRICTIONAL SOIL DAMPING IN FINITE ELEMENT ANALYSIS S. VAN BAARS Department of Science, Technology and Communication, Univerity of Luxembourg, Luxembourg ABSTRACT: In oil dynamic, the oil i

More information

Molecular Dynamics Simulations of Nonequilibrium Effects Associated with Thermally Activated Exothermic Reactions

Molecular Dynamics Simulations of Nonequilibrium Effects Associated with Thermally Activated Exothermic Reactions Original Paper orma, 5, 9 7, Molecular Dynamic Simulation of Nonequilibrium Effect ociated with Thermally ctivated Exothermic Reaction Jerzy GORECKI and Joanna Natalia GORECK Intitute of Phyical Chemitry,

More information

Lecture 7: Testing Distributions

Lecture 7: Testing Distributions CSE 5: Sublinear (and Streaming) Algorithm Spring 014 Lecture 7: Teting Ditribution April 1, 014 Lecturer: Paul Beame Scribe: Paul Beame 1 Teting Uniformity of Ditribution We return today to property teting

More information

Determination of Flow Resistance Coefficients Due to Shrubs and Woody Vegetation

Determination of Flow Resistance Coefficients Due to Shrubs and Woody Vegetation December 000 Determination of Flow Reitance Coefficient Due to hrub and Woody Vegetation by Ronald R. Copeland PURPOE: The purpoe of thi Technical Note i to tranmit reult of an experimental invetigation

More information

Comparing Means: t-tests for Two Independent Samples

Comparing Means: t-tests for Two Independent Samples Comparing ean: t-tet for Two Independent Sample Independent-eaure Deign t-tet for Two Independent Sample Allow reearcher to evaluate the mean difference between two population uing data from two eparate

More information

THE EXPERIMENTAL PERFORMANCE OF A NONLINEAR DYNAMIC VIBRATION ABSORBER

THE EXPERIMENTAL PERFORMANCE OF A NONLINEAR DYNAMIC VIBRATION ABSORBER Proceeding of IMAC XXXI Conference & Expoition on Structural Dynamic February -4 Garden Grove CA USA THE EXPERIMENTAL PERFORMANCE OF A NONLINEAR DYNAMIC VIBRATION ABSORBER Yung-Sheng Hu Neil S Ferguon

More information

Horizontal Biaxial Loading Tests on Sliding Lead Rubber Bearing System

Horizontal Biaxial Loading Tests on Sliding Lead Rubber Bearing System Horizontal Biaxial Loading Tet on Sliding Lead Rubber Bearing Sytem M. Yamamoto, H. Hamaguchi & N. Kamohita Takenaka Reearch and Development Intitute, Japan. M. Kikuchi & K. Ihii Hokkaido Univerity, Japan.

More information

APPLICATION OF THE SINGLE IMPACT MICROINDENTATION FOR NON- DESTRUCTIVE TESTING OF THE FRACTURE TOUGHNESS OF NONMETALLIC AND POLYMERIC MATERIALS

APPLICATION OF THE SINGLE IMPACT MICROINDENTATION FOR NON- DESTRUCTIVE TESTING OF THE FRACTURE TOUGHNESS OF NONMETALLIC AND POLYMERIC MATERIALS APPLICATION OF THE SINGLE IMPACT MICROINDENTATION FOR NON- DESTRUCTIVE TESTING OF THE FRACTURE TOUGHNESS OF NONMETALLIC AND POLYMERIC MATERIALS REN A. P. INSTITUTE OF APPLIED PHYSICS OF THE NATIONAL ACADEMY

More information

ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION. Xiaoqun Wang

ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION. Xiaoqun Wang Proceeding of the 2008 Winter Simulation Conference S. J. Maon, R. R. Hill, L. Mönch, O. Roe, T. Jefferon, J. W. Fowler ed. ON THE APPROXIMATION ERROR IN HIGH DIMENSIONAL MODEL REPRESENTATION Xiaoqun Wang

More information

Lecture 4 Topic 3: General linear models (GLMs), the fundamentals of the analysis of variance (ANOVA), and completely randomized designs (CRDs)

Lecture 4 Topic 3: General linear models (GLMs), the fundamentals of the analysis of variance (ANOVA), and completely randomized designs (CRDs) Lecture 4 Topic 3: General linear model (GLM), the fundamental of the analyi of variance (ANOVA), and completely randomized deign (CRD) The general linear model One population: An obervation i explained

More information

Cake ltration analysis the eect of the relationship between the pore liquid pressure and the cake compressive stress

Cake ltration analysis the eect of the relationship between the pore liquid pressure and the cake compressive stress Chemical Engineering Science 56 (21) 5361 5369 www.elevier.com/locate/ce Cake ltration analyi the eect of the relationhip between the pore liquid preure and the cake compreive tre C. Tien, S. K. Teoh,

More information

Relationship between surface velocity divergence and gas transfer in open-channel flows with submerged simulated vegetation

Relationship between surface velocity divergence and gas transfer in open-channel flows with submerged simulated vegetation IOP Conference Serie: Earth and Environmental Science PAPER OPEN ACCESS Relationhip between urface velocity divergence and ga tranfer in open-channel flow with ubmerged imulated vegetation To cite thi

More information

The Influence of the Load Condition upon the Radial Distribution of Electromagnetic Vibration and Noise in a Three-Phase Squirrel-Cage Induction Motor

The Influence of the Load Condition upon the Radial Distribution of Electromagnetic Vibration and Noise in a Three-Phase Squirrel-Cage Induction Motor The Influence of the Load Condition upon the Radial Ditribution of Electromagnetic Vibration and Noie in a Three-Phae Squirrel-Cage Induction Motor Yuta Sato 1, Iao Hirotuka 1, Kazuo Tuboi 1, Maanori Nakamura

More information

By Xiaoquan Wen and Matthew Stephens University of Michigan and University of Chicago

By Xiaoquan Wen and Matthew Stephens University of Michigan and University of Chicago Submitted to the Annal of Applied Statitic SUPPLEMENTARY APPENDIX TO BAYESIAN METHODS FOR GENETIC ASSOCIATION ANALYSIS WITH HETEROGENEOUS SUBGROUPS: FROM META-ANALYSES TO GENE-ENVIRONMENT INTERACTIONS

More information

Optimal Coordination of Samples in Business Surveys

Optimal Coordination of Samples in Business Surveys Paper preented at the ICES-III, June 8-, 007, Montreal, Quebec, Canada Optimal Coordination of Sample in Buine Survey enka Mach, Ioana Şchiopu-Kratina, Philip T Rei, Jean-Marc Fillion Statitic Canada New

More information

Finite Element Analysis of a Fiber Bragg Grating Accelerometer for Performance Optimization

Finite Element Analysis of a Fiber Bragg Grating Accelerometer for Performance Optimization Finite Element Analyi of a Fiber Bragg Grating Accelerometer for Performance Optimization N. Baumallick*, P. Biwa, K. Dagupta and S. Bandyopadhyay Fiber Optic Laboratory, Central Gla and Ceramic Reearch

More information

Bogoliubov Transformation in Classical Mechanics

Bogoliubov Transformation in Classical Mechanics Bogoliubov Tranformation in Claical Mechanic Canonical Tranformation Suppoe we have a et of complex canonical variable, {a j }, and would like to conider another et of variable, {b }, b b ({a j }). How

More information

MAXIMUM BENDING MOMENT AND DUCTILITY OF R/HPFRCC BEAMS

MAXIMUM BENDING MOMENT AND DUCTILITY OF R/HPFRCC BEAMS MAXIMUM BENDING MOMENT AND DUCTILITY OF R/HPFRCC BEAMS Aleandro P. Fantilli 1, Hirozo Mihahi 2 and Paolo Vallini 1 (1) Politecnico di Torino, Torino, Italy (2) Tohoku Univerity, Sendai, Japan Abtract The

More information

SEISMIC STRENGTH REDUCTION FACTOR FOR SINGLE AND MULTI-STOREY SHEAR BUILDINGS CONSIDERING SOIL- STRUCTURE INTERACTION

SEISMIC STRENGTH REDUCTION FACTOR FOR SINGLE AND MULTI-STOREY SHEAR BUILDINGS CONSIDERING SOIL- STRUCTURE INTERACTION SEISMIC STRENGTH REDUCTION FACTOR FOR SINGLE AND MULTI-STOREY SHEAR BUILDINGS CONSIDERING SOIL- STRUCTURE INTERACTION Yang LU, Iman HAJIRASOULIHA * and Alec M. MARSHALL ABSTRACT A parametric analyi ha

More information

CHAPTER 8 OBSERVER BASED REDUCED ORDER CONTROLLER DESIGN FOR LARGE SCALE LINEAR DISCRETE-TIME CONTROL SYSTEMS

CHAPTER 8 OBSERVER BASED REDUCED ORDER CONTROLLER DESIGN FOR LARGE SCALE LINEAR DISCRETE-TIME CONTROL SYSTEMS CHAPTER 8 OBSERVER BASED REDUCED ORDER CONTROLLER DESIGN FOR LARGE SCALE LINEAR DISCRETE-TIME CONTROL SYSTEMS 8.1 INTRODUCTION 8.2 REDUCED ORDER MODEL DESIGN FOR LINEAR DISCRETE-TIME CONTROL SYSTEMS 8.3

More information

Stochastic Optimization with Inequality Constraints Using Simultaneous Perturbations and Penalty Functions

Stochastic Optimization with Inequality Constraints Using Simultaneous Perturbations and Penalty Functions Stochatic Optimization with Inequality Contraint Uing Simultaneou Perturbation and Penalty Function I-Jeng Wang* and Jame C. Spall** The John Hopkin Univerity Applied Phyic Laboratory 11100 John Hopkin

More information

Estimation of Peaked Densities Over the Interval [0,1] Using Two-Sided Power Distribution: Application to Lottery Experiments

Estimation of Peaked Densities Over the Interval [0,1] Using Two-Sided Power Distribution: Application to Lottery Experiments MPRA Munich Peronal RePEc Archive Etimation of Peaed Denitie Over the Interval [0] Uing Two-Sided Power Ditribution: Application to Lottery Experiment Krzyztof Konte Artal Invetment 8. April 00 Online

More information

Soil water electrical conductivity determination based on the salinity index concept

Soil water electrical conductivity determination based on the salinity index concept European Water 59: 343-349, 2017. 2017 E.W. Publication Soil water electrical conductivity determination baed on the alinity index concept G. Karga *, P. Mougiou, A. Petetidi and P. Kerkide Department

More information

Seismic Loads Based on IBC 2015/ASCE 7-10

Seismic Loads Based on IBC 2015/ASCE 7-10 Seimic Load Baed on IBC 2015/ASCE 7-10 Baed on Section 1613.1 of IBC 2015, Every tructure, and portion thereof, including nontructural component that are permanently attached to tructure and their upport

More information

Frequency dependent attenuation and dispersion in patchysaturated

Frequency dependent attenuation and dispersion in patchysaturated Frequency dependent attenuation and diperion in patchyaturated porou rock Huixing Zhang, ritopher A. Innanen. Key Lab of Submarine Geocience and Propecting Technique, MOE, Ocean Univerity of China;. Department

More information

Math Skills. Scientific Notation. Uncertainty in Measurements. Appendix A5 SKILLS HANDBOOK

Math Skills. Scientific Notation. Uncertainty in Measurements. Appendix A5 SKILLS HANDBOOK ppendix 5 Scientific Notation It i difficult to work with very large or very mall number when they are written in common decimal notation. Uually it i poible to accommodate uch number by changing the SI

More information

Non-linearity parameter B=A of binary liquid mixtures at elevated pressures

Non-linearity parameter B=A of binary liquid mixtures at elevated pressures PRAMANA cfl Indian Academy of Science Vol. 55, No. 3 journal of September 2000 phyic pp. 433 439 Non-linearity parameter B=A of binary liquid mixture at elevated preure J D PANDEY, J CHHABRA, R DEY, V

More information

Chapter 12 Simple Linear Regression

Chapter 12 Simple Linear Regression Chapter 1 Simple Linear Regreion Introduction Exam Score v. Hour Studied Scenario Regreion Analyi ued to quantify the relation between (or more) variable o you can predict the value of one variable baed

More information

[Saxena, 2(9): September, 2013] ISSN: Impact Factor: INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY

[Saxena, 2(9): September, 2013] ISSN: Impact Factor: INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY [Saena, (9): September, 0] ISSN: 77-9655 Impact Factor:.85 IJESRT INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY Contant Stre Accelerated Life Teting Uing Rayleigh Geometric Proce

More information

Design spacecraft external surfaces to ensure 95 percent probability of no mission-critical failures from particle impact.

Design spacecraft external surfaces to ensure 95 percent probability of no mission-critical failures from particle impact. PREFERRED RELIABILITY PAGE 1 OF 6 PRACTICES METEOROIDS & SPACE DEBRIS Practice: Deign pacecraft external urface to enure 95 percent probability of no miion-critical failure from particle impact. Benefit:

More information

SMALL-SIGNAL STABILITY ASSESSMENT OF THE EUROPEAN POWER SYSTEM BASED ON ADVANCED NEURAL NETWORK METHOD

SMALL-SIGNAL STABILITY ASSESSMENT OF THE EUROPEAN POWER SYSTEM BASED ON ADVANCED NEURAL NETWORK METHOD SMALL-SIGNAL STABILITY ASSESSMENT OF THE EUROPEAN POWER SYSTEM BASED ON ADVANCED NEURAL NETWORK METHOD S.P. Teeuwen, I. Erlich U. Bachmann Univerity of Duiburg, Germany Department of Electrical Power Sytem

More information

Interaction of Pile-Soil-Pile in Battered Pile Groups under Statically Lateral Load

Interaction of Pile-Soil-Pile in Battered Pile Groups under Statically Lateral Load Interaction of Pile-Soil-Pile in Battered Pile Group under Statically Lateral Load H. Ghaemadeh 1*, M. Alibeikloo 2 1- Aitant Profeor, K. N. Tooi Univerity of Technology 2- M.Sc. Student, K. N. Tooi Univerity

More information

Predicting the Shear Capacity of Reinforced Concrete Slabs subjected to Concentrated Loads close to Supports with the Modified Bond Model

Predicting the Shear Capacity of Reinforced Concrete Slabs subjected to Concentrated Loads close to Supports with the Modified Bond Model Predicting the Shear Capacity of Reinforced Concrete Slab ubjected to Concentrated Load cloe to Support ith the Modified Bond Model Eva O.L. LANTSOGHT Aitant Profeor Univeridad San Francico de Quito elantoght@ufq.edu.ec

More information

USE OF PILE DRIVING ANALYSIS FOR ASSESSMENT OF AXIAL LOAD CAPACITY OF PILES

USE OF PILE DRIVING ANALYSIS FOR ASSESSMENT OF AXIAL LOAD CAPACITY OF PILES JOINT TRANSPORTATION RESEARCH PROGRAM INDIANA DEPARTMENT OF TRANSPORTATION AND PURDUE UNIVERSITY USE OF PILE DRIVING ANALYSIS FOR ASSESSMENT OF AXIAL LOAD CAPACITY OF PILES Rodrigo Salgado Profeor of Civil

More information

Suggestions - Problem Set (a) Show the discriminant condition (1) takes the form. ln ln, # # R R

Suggestions - Problem Set (a) Show the discriminant condition (1) takes the form. ln ln, # # R R Suggetion - Problem Set 3 4.2 (a) Show the dicriminant condition (1) take the form x D Ð.. Ñ. D.. D. ln ln, a deired. We then replace the quantitie. 3ß D3 by their etimate to get the proper form for thi

More information

SIMPLE LINEAR REGRESSION

SIMPLE LINEAR REGRESSION SIMPLE LINEAR REGRESSION In linear regreion, we conider the frequency ditribution of one variable (Y) at each of everal level of a econd variable (). Y i known a the dependent variable. The variable for

More information

Supplementary Figures

Supplementary Figures Supplementary Figure Supplementary Figure S1: Extraction of the SOF. The tandard deviation of meaured V xy at aturated tate (between 2.4 ka/m and 12 ka/m), V 2 d Vxy( H, j, hm ) Vxy( H, j, hm ) 2. The

More information

An inventory model with temporary price discount when lead time links to order quantity

An inventory model with temporary price discount when lead time links to order quantity 80 Journal of Scientific & Indutrial Reearch J SCI IN RES VOL 69 MARCH 00 Vol. 69 March 00 pp. 80-87 An inventory model with temporary price dicount when lead time link to order quantity Chih-Te Yang Liang-Yuh

More information

Effect of Bedrock Depth on Site Classification

Effect of Bedrock Depth on Site Classification Effect of Bedrock Depth on Site Claification Ritu Raj Nath & Ravi Sankar Jakka Indian Intitute of Technology, Roorkee, India (247667) SUMMARY: One of the mot important tep in eimic microzonation i ite

More information

CONFERENCE PROCEEDINGS VOLUME I

CONFERENCE PROCEEDINGS VOLUME I FILTECH 005 CONFERENCE PROCEEDINGS VOLUME I Conference Date: October -3, 005 Venue: Organizer: Rhein-Main-Hallen Rheintr. 0 6508 Wiebaden Germany Filtech Exhibition Germany PO Box 5 40637 Meerbuch Germany

More information

MULTI-LAYERED LOSSY FINITE LENGTH DIELECTRIC CYLINDIRICAL MODEL OF MAN AT OBLIQUE INCIDENCE

MULTI-LAYERED LOSSY FINITE LENGTH DIELECTRIC CYLINDIRICAL MODEL OF MAN AT OBLIQUE INCIDENCE Proceeding 3rd Annual Conference IEEE/EMBS Oct.5-8, 1, Itanbul, TURKEY MULTI-LAYERED LOSSY FINITE LENGTH DIELECTRIC CYLINDIRICAL MODEL OF MAN AT OBLIQUE INCIDENCE S.S. Şeker, B. Yeldiren Boğaziçi Univerity,

More information

A NEW LOAD MODEL OF THE PEDESTRIANS LATERAL ACTION

A NEW LOAD MODEL OF THE PEDESTRIANS LATERAL ACTION A NEW LOAD MODEL OF THE PEDESTRIANS LATERAL ACTION Fiammetta VENUTI PhD Politecnico di Torino Torino, IT Luca Bruno Aociate Profeor Politecnico di Torino Torino, IT Summary Thi paper propoe a new load

More information

EXPERIMENTAL RESULTS ON EARTH PRESSURES ON RIGID WALL UNDER SEISMIC CONDITION

EXPERIMENTAL RESULTS ON EARTH PRESSURES ON RIGID WALL UNDER SEISMIC CONDITION 3 th World Conference on Earthquake Engineering Vancouver, B.C., Canada Augut -6, 24 Paper No. 88 EXPERIMENTAL RESULTS ON EARTH PRESSURES ON RIGID WALL UNDER SEISMIC CONDITION Agatino Simone Lo Grao, Michele

More information

One Class of Splitting Iterative Schemes

One Class of Splitting Iterative Schemes One Cla of Splitting Iterative Scheme v Ciegi and V. Pakalnytė Vilniu Gedimina Technical Univerity Saulėtekio al. 11, 2054, Vilniu, Lithuania rc@fm.vtu.lt Abtract. Thi paper deal with the tability analyi

More information

STUDY OF THE INFLUENCE OF CONVECTIVE EFFECTS IN INCIDENT RADIATIVE HEAT FLUX DENSITY MEASUREMENT UNCERTAINTY

STUDY OF THE INFLUENCE OF CONVECTIVE EFFECTS IN INCIDENT RADIATIVE HEAT FLUX DENSITY MEASUREMENT UNCERTAINTY XIX IMEKO World Congre Fundamental and Applied Metrology September 6, 009, Libon, Portugal SUDY OF HE INFLUENCE OF CONVECIVE EFFECS IN INCIDEN RADIAIVE HEA FLUX DENSIY MEASUREMEN UNCERAINY L. Lage Martin,

More information

Macromechanical Analysis of a Lamina

Macromechanical Analysis of a Lamina 3, P. Joyce Macromechanical Analyi of a Lamina Generalized Hooke Law ij Cijklε ij C ijkl i a 9 9 matri! 3, P. Joyce Hooke Law Aume linear elatic behavior mall deformation ε Uniaial loading 3, P. Joyce

More information

PARAMETERS OF DISPERSION FOR ON-TIME PERFORMANCE OF POSTAL ITEMS WITHIN TRANSIT TIMES MEASUREMENT SYSTEM FOR POSTAL SERVICES

PARAMETERS OF DISPERSION FOR ON-TIME PERFORMANCE OF POSTAL ITEMS WITHIN TRANSIT TIMES MEASUREMENT SYSTEM FOR POSTAL SERVICES PARAMETERS OF DISPERSION FOR ON-TIME PERFORMANCE OF POSTAL ITEMS WITHIN TRANSIT TIMES MEASUREMENT SYSTEM FOR POSTAL SERVICES Daniel Salava Kateřina Pojkarová Libor Švadlenka Abtract The paper i focued

More information

CHARGING OF DUST IN A NEGATIVE ION PLASMA (APS DPP-06 Poster LP )

CHARGING OF DUST IN A NEGATIVE ION PLASMA (APS DPP-06 Poster LP ) 1 CHARGING OF DUST IN A NEGATIVE ION PLASMA (APS DPP-06 Poter LP1.00128) Robert Merlino, Ro Fiher, Su Hyun Kim And Nathan Quarderer Department of Phyic and Atronomy, The Univerity of Iowa Abtract. We invetigate

More information

CONSISTENT INSERTION OF BOND-SLIP INTO BEAM FIBER ELEMENTS FOR BIAXIAL BENDING

CONSISTENT INSERTION OF BOND-SLIP INTO BEAM FIBER ELEMENTS FOR BIAXIAL BENDING CONSISEN INSERION OF BOND-S INO BEAM FIBER EEMENS FOR BIAXIA BENDING GIORIGO MONI AND ENRICO SPACONE 2 SMMARY In thi paper a new reinforced concrete beam finite element that explicitly account for the

More information

Clustering Methods without Given Number of Clusters

Clustering Methods without Given Number of Clusters Clutering Method without Given Number of Cluter Peng Xu, Fei Liu Introduction A we now, mean method i a very effective algorithm of clutering. It mot powerful feature i the calability and implicity. However,

More information

EFFECTS OF SOIL LAYER CONSTRUCTION ON CHARACTERISTIC PERIODS OF RESPONSE SPECTRA

EFFECTS OF SOIL LAYER CONSTRUCTION ON CHARACTERISTIC PERIODS OF RESPONSE SPECTRA 13 th World onference on Earthquake Enineerin Vancouver,.., anada uut 1-6, 2004 Paper No. 2729 EFFETS OF SOIL LYER ONSTRUTION ON HRTERISTI PERIODS OF RESPONSE SPETR O Jin-Shan 1, LI Xiu-Lin 2, LIU Hon-Shuai

More information

MINITAB Stat Lab 3

MINITAB Stat Lab 3 MINITAB Stat 20080 Lab 3. Statitical Inference In the previou lab we explained how to make prediction from a imple linear regreion model and alo examined the relationhip between the repone and predictor

More information

Effects of vector attenuation on AVO of offshore reflections

Effects of vector attenuation on AVO of offshore reflections GEOPHYSICS, VOL. 64, NO. 3 MAY-JUNE 1999); P. 815 819, 9 FIGS., 1 TABLE. Effect of vector attenuation on AVO of offhore reflection J. M. Carcione ABSTRACT Wave tranmitted at the ocean bottom have the characteritic

More information

A Comparison of Correlations for Heat Transfer from Inclined Pipes

A Comparison of Correlations for Heat Transfer from Inclined Pipes A Comparion of Correlation for Heat Tranfer from Inclined Pipe Krihperad Manohar Department of Mechanical and Manufacturing Engineering The Univerity of the Wet Indie St. Augutine, Trinidad and Tobago

More information

μ + = σ = D 4 σ = D 3 σ = σ = All units in parts (a) and (b) are in V. (1) x chart: Center = μ = 0.75 UCL =

μ + = σ = D 4 σ = D 3 σ = σ = All units in parts (a) and (b) are in V. (1) x chart: Center = μ = 0.75 UCL = Our online Tutor are available 4*7 to provide Help with Proce control ytem Homework/Aignment or a long term Graduate/Undergraduate Proce control ytem Project. Our Tutor being experienced and proficient

More information

Efficient Global Optimization Applied to Multi-Objective Design Optimization of Lift Creating Cylinder Using Plasma Actuators

Efficient Global Optimization Applied to Multi-Objective Design Optimization of Lift Creating Cylinder Using Plasma Actuators Efficient Global Optimization Applied to Multi-Objective Deign Optimization of Lift Creating Cylinder Uing Plama Actuator Maahiro Kanazaki 1, Takahi Matuno 2, Kengo Maeda 2 and Mituhiro Kawazoe 2 1 Graduate

More information

Bolt stress inspection by Electromagnetic Acoustic Transducer(EMAT) and PZT

Bolt stress inspection by Electromagnetic Acoustic Transducer(EMAT) and PZT Bolt tre inpection by Electromagnetic Acoutic Tranducer(EMAT) and PZT Y.P. Shen 1, G.B. Ma 2,3, C. Ma 2, X.X. Zhu 1 and J.H. Zhao 1 More info about thi article: http://www.ndt.net/?id=22223 Abtract 1 Phaerie

More information

RELIABILITY OF REPAIRABLE k out of n: F SYSTEM HAVING DISCRETE REPAIR AND FAILURE TIMES DISTRIBUTIONS

RELIABILITY OF REPAIRABLE k out of n: F SYSTEM HAVING DISCRETE REPAIR AND FAILURE TIMES DISTRIBUTIONS www.arpapre.com/volume/vol29iue1/ijrras_29_1_01.pdf RELIABILITY OF REPAIRABLE k out of n: F SYSTEM HAVING DISCRETE REPAIR AND FAILURE TIMES DISTRIBUTIONS Sevcan Demir Atalay 1,* & Özge Elmataş Gültekin

More information

Similarity of the Temperature Profile formed by Fluid Flow along a Wall

Similarity of the Temperature Profile formed by Fluid Flow along a Wall Similarity of the emperature Profile formed by Fluid Flow along a Wall David Weyburne 1 AFRL/RYDH 2241 Avionic Circle WPAFB OH 45433 ABSRAC A new approach to the tudy of imilarity of temperature profile

More information

Online supplementary information

Online supplementary information Electronic Supplementary Material (ESI) for Soft Matter. Thi journal i The Royal Society of Chemitry 15 Online upplementary information Governing Equation For the vicou flow, we aume that the liquid thickne

More information

Green-Kubo formulas with symmetrized correlation functions for quantum systems in steady states: the shear viscosity of a fluid in a steady shear flow

Green-Kubo formulas with symmetrized correlation functions for quantum systems in steady states: the shear viscosity of a fluid in a steady shear flow Green-Kubo formula with ymmetrized correlation function for quantum ytem in teady tate: the hear vicoity of a fluid in a teady hear flow Hirohi Matuoa Department of Phyic, Illinoi State Univerity, Normal,

More information

Unavoidable Cycles in Polynomial-Based Time-Invariant LDPC Convolutional Codes

Unavoidable Cycles in Polynomial-Based Time-Invariant LDPC Convolutional Codes European Wirele, April 7-9,, Vienna, Autria ISBN 978--87-4-9 VE VERLAG GMBH Unavoidable Cycle in Polynomial-Baed Time-Invariant LPC Convolutional Code Hua Zhou and Norbert Goertz Intitute of Telecommunication

More information

CHAPTER 4 DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL

CHAPTER 4 DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL 98 CHAPTER DESIGN OF STATE FEEDBACK CONTROLLERS AND STATE OBSERVERS USING REDUCED ORDER MODEL INTRODUCTION The deign of ytem uing tate pace model for the deign i called a modern control deign and it i

More information

Dynamic Behaviour of Timber Footbridges

Dynamic Behaviour of Timber Footbridges Contança RIGUEIRO MSc PhD Student EST-IPCB contança@et.ipcb.pt Dynamic Behaviour of Timber Footbridge Graduated in Civil Engineering in Univ. of Coimbra (1992). MSc, Univ. of Coimbra (1997). João NEGRÃO

More information

Annex-A: RTTOV9 Cloud validation

Annex-A: RTTOV9 Cloud validation RTTOV-91 Science and Validation Plan Annex-A: RTTOV9 Cloud validation Author O Embury C J Merchant The Univerity of Edinburgh Intitute for Atmo. & Environ. Science Crew Building King Building Edinburgh

More information

Evolutionary Algorithms Based Fixed Order Robust Controller Design and Robustness Performance Analysis

Evolutionary Algorithms Based Fixed Order Robust Controller Design and Robustness Performance Analysis Proceeding of 01 4th International Conference on Machine Learning and Computing IPCSIT vol. 5 (01) (01) IACSIT Pre, Singapore Evolutionary Algorithm Baed Fixed Order Robut Controller Deign and Robutne

More information

ASSESSING EXPECTED ACCURACY OF PROBE VEHICLE TRAVEL TIME REPORTS

ASSESSING EXPECTED ACCURACY OF PROBE VEHICLE TRAVEL TIME REPORTS ASSESSING EXPECTED ACCURACY OF PROBE VEHICLE TRAVEL TIME REPORTS By Bruce Hellinga, 1 P.E., and Liping Fu 2 (Reviewed by the Urban Tranportation Diviion) ABSTRACT: The ue of probe vehicle to provide etimate

More information

Quantifying And Specifying The Dynamic Response Of Flowmeters

Quantifying And Specifying The Dynamic Response Of Flowmeters White Paper Quantifying And Specifying The Dynamic Repone Of Flowmeter DP Flow ABSTRACT The dynamic repone characteritic of flowmeter are often incompletely or incorrectly pecified. Thi i often the reult

More information

Module: 8 Lecture: 1

Module: 8 Lecture: 1 Moule: 8 Lecture: 1 Energy iipate by amping Uually amping i preent in all ocillatory ytem. It effect i to remove energy from the ytem. Energy in a vibrating ytem i either iipate into heat oun or raiate

More information

Critical Height of Slopes in Homogeneous Soil: the Variational Solution

Critical Height of Slopes in Homogeneous Soil: the Variational Solution Critical Height of Slope in Homogeneou Soil: the Variational Solution Chen, Rong State Key Laboratory of Coatal and Offhore Engineering & Intitute of Geotechnical Engineering, Dalian Univerity of Technology,

More information

Experimental and Numerical Study on Bar-Reinforced Concrete Filled Steel Tubular Columns Under Axial Compression

Experimental and Numerical Study on Bar-Reinforced Concrete Filled Steel Tubular Columns Under Axial Compression The Open Civil Engineering Journal, 211, 5, 19-115 19 Open Acce Experimental and Numerical Study on Bar-Reinforced Concrete Filled Steel Tubular Column Under Axial Compreion Jinheng Han * and Shuping Cong

More information

R ) as unknowns. They are functions S ) T ). If. S ). Following the direct graphical. Summary

R ) as unknowns. They are functions S ) T ). If. S ). Following the direct graphical. Summary Stochatic inverion of eimic PP and PS data for reervoir parameter etimation Jinong Chen*, Lawrence Berkeley National Laboratory, and Michael E. Glinky, ION Geophyical Summary We develop a hierarchical

More information

Chapter 2 Sampling and Quantization. In order to investigate sampling and quantization, the difference between analog

Chapter 2 Sampling and Quantization. In order to investigate sampling and quantization, the difference between analog Chapter Sampling and Quantization.1 Analog and Digital Signal In order to invetigate ampling and quantization, the difference between analog and digital ignal mut be undertood. Analog ignal conit of continuou

More information

Acceptance sampling uses sampling procedure to determine whether to

Acceptance sampling uses sampling procedure to determine whether to DOI: 0.545/mji.203.20 Bayeian Repetitive Deferred Sampling Plan Indexed Through Relative Slope K.K. Sureh, S. Umamahewari and K. Pradeepa Veerakumari Department of Statitic, Bharathiar Univerity, Coimbatore,

More information

FUNDAMENTALS OF POWER SYSTEMS

FUNDAMENTALS OF POWER SYSTEMS 1 FUNDAMENTALS OF POWER SYSTEMS 1 Chapter FUNDAMENTALS OF POWER SYSTEMS INTRODUCTION The three baic element of electrical engineering are reitor, inductor and capacitor. The reitor conume ohmic or diipative

More information

Streaming Calculations using the Point-Kernel Code RANKERN

Streaming Calculations using the Point-Kernel Code RANKERN Streaming Calculation uing the Point-Kernel Code RANKERN Steve CHUCAS, Ian CURL AEA Technology, Winfrith Technology Centre, Dorcheter, Doret DT2 8DH, UK RANKERN olve the gamma-ray tranport equation in

More information

TRANSITION PROBABILITY MATRIX OF BRIDGE MEMBERS DAMAGE RATING

TRANSITION PROBABILITY MATRIX OF BRIDGE MEMBERS DAMAGE RATING TRANSITION PROBABILITY MATRIX OF BRIDGE MEMBERS DAMAGE RATING Hirohi Sato and Ryoji Hagiwara 2 Abtract Bridge member damage characteritic were tudied uing the inpection record. Damage can be claified into

More information