Evidence for Stability in Coda Q Associated with the Egion (Central Greece) Earthquake of 15 June 1995

Size: px
Start display at page:

Download "Evidence for Stability in Coda Q Associated with the Egion (Central Greece) Earthquake of 15 June 1995"

Transcription

1 Bulletin f the Seismlgical Sciety f America, Vl. 87, N. 6, pp , December 1997 Evidence fr Stability in Cda Q Assciated with the Egin (Central Greece) Earthquake f 15 June 1995 by G-Akis Tselentis Abstract One hundred seventy-tw seismgrams, recrded at ne seismlgical statin lcated clse t the surce regin f the Egin (Ms = 6.2) 15 June 1995 earthquake, were used t measure values f Q frm the decay f the earthquake cda. The cllected data were cmpared between events that ccurred befre and after the main event. The analysis shwed n significant tempral variatin in the value f cda Q fr the regin. Intrductin Varius bservatins in different regins f the wrld have indicated a striking difference in the rate f amplitude decay between tectnically active and static regins. The decay rate f cda amplitude is in general a very stable parameter cmmn t all lcal earthquakes lcated near a given statin and is insensitive t surce and receiver lcatins within the regin, reflecting the average prperties f the crust. Many researchers have reprted tempral changes f the cda attenuatin parameter Q~- 1 befre and after large earthquakes. Table 1 depicts sme f these bservatins. Recently, Tselentis (1993) reprted a characteristic decrease in Q~-I after tw medium earthquakes in central Greece. This stimulated ur interest fr a mre detailed investigatin f the relatin between seismic attenuatin and seismicity in the tectnically active regin f central Greece. In this regin, the seismlgical labratry f Patras University has established a permanent micrearthquake netwrk, and in additin t the seismic activity, it als mnitrs cntinuusly a range f physical parameters, well knwn as earthquake precursrs (Tselenfis and Ifantis, 1996), such as the Earth's electric field, electrmagnetic anmalies, grundwater temperature, and chemistry and acustic emissin. A large earthquake f magnitude 6.2 ML ccurred n 15 June 1995 at :15 GMT in the western end f the Gulf f Crinth (Fig. 1) within the eastern regin cvered by the netwrk. This earthquake was fllwed 15 minutes later by a 5.4 M L aftershck and a rich aftershck sequence. This large bdy f data prvides a unique pprtunity t examine the tempral variatin f seismic attenuatin befre and after the mainsbck. Table 1 Observed Tempral Changes in Seismic Attenuatin (Q-t) Assciated with Earthquake Activity Authr Regin Variatin f Q 1 Wyss (1985) Gusev and Lemzikv (1985) Nvel et al (1985) Tsukuda (1985) Sat (1986) Jin and Aki (1986) Jin and Aki (1986) Wang et al. (1989) Lee et al (1986) Scherbaum and Kisslinger (1985) Rbinsn (1987) Peng et al. (1987) Jin and Aki (1989) Tselentis (1993) Aster et al. (1996) Antlik et al. (1996) Hawaii Kuril-Kamchatka Mexic Japan Central Japan China China E. Talwan and Nevada Aleutian New Zealand Central Greece 3% increase befre Sngpan 7.2 earthquake 2% increase befre three 8 earthquakes 3% increase befre ne 7.6 earthquake 15% increase befre ne 6.2 earthquake High Q- x befre ne 6. earthquake 3% increase befre Tangshan 7.8 earthquake 3% increase befre Halcheng 7.3 earthquake Increase after ne 6.1 earthquake Variatin in Qc befre large earthquakes N variatin Qc decreased when the number f all events relatively t the large increased Increase after ne 5.7 earthquake Qc increased when the number f small events relatively t the large increased Decrease after tw earthquakes N variatin N variatin 1679

2 168 Shrt Ntes [~ M=?. C) O M=5. C) M=4. 2 krn IE]A (9 Depth(km) <5 5 <AND < ~" 21~ : t 38,~ 38~3 S ~ 381 2!.5 2i.? ;~L9 22. i 2;L /6/95-1/7/95 O- A At E~i ~ Egi qoit ~ ~ 2 ~ 4 4 l O 4~O 8~O N/21.7 E twards 38.l N/22.5 E ~W-ESE (K_m) I b " I I I " C 38.1 N/21.9 E twards N/22.3 E b SW-NE (Km) Figure 1. (a) Spatial distributin f the best lcated aftershcks during the first 17 days f the aftershck sequence and fcal mechanism f the main event, (b) AA' SW- NE and (c) BB' WNW-ESE crss sectin. The big star dentes the main event (Tselentis et al., 1996), Shadw area crrespnds t the uter circle f Figure 2. Data The present investigatin is based n data recrded by statin NAY (Fig. 1) f the Patras University seismlgical netwrk (PATNET). This statin is lcated within the western part f the aftershck regin and was perating at the time f the earthquake. It is equipped with a vertical-cmpnent 1-Hz seismmeter perating at 6-dB dynamic range in a lw-nise envirnment. The recrded signals are radi- linked using FM subcarriers t the central recrding site at Patras University, where they are antialias filtered with a 3- Hz Butterwrth lw-pass filter, sampled at 1 Hz and cnverted t digital frm with a reslutin f 32 bits. T minimize the effects f the surce functin and path prpagatin n the Q parameter, we have cnfined the events used in this study t be in the magnitude range f 2.5 < M L < 3. and within a cubic vlume apprximately 3 km n each side. The relative lcatin f the recrding statin and

3 Shrt Ntes 1681 a 38.7 I I I I I 38.7 Depth(kin) if) <5 5 s: AND < 2 2 if) M=3.O e M= * M=I.O M=O.O O 1 i i km 38.: I I I I I Events Scale 1: 6 b 38.7 I I I I 38.7 [] O D [] 2~ fi] [] m C~ []l~19 ff]~l,[ Depth(kin)< 5 5 K AND < 2 2 D M= [] ~t 38.3 M=2. * M=I.O M=O.O O 1 t J kin ( t 1 [ I [ 31].1 Figure Events Scale 1: 6 Epicentral distributin f the (a) aftershcks, (b) prir t the main event earthquakes used. Black symbls in (a) crrespnd t the events shwn in the insert f Figure 3. Star dentes the main event.

4 1682 Shrt Ntes a 4 ~ " ~ 2 -: 18 -: 1SO: 14 ; 12,- 1 : 8 : 6 : [ , i, i, ], i, i, i, O I~ 2 22 [ ' I ' I ' I ' I ' I ' I ' I ' I ' /2 \ / ~ O ~ \ ~8 8 / Q ~7, 5 I I ' I ' I ' I ' Mnths b s 4 3 O O " 2" 8 OO ' 1 I I I I I I Mnths Figure 3. Tempral variatin f cda Q befre and after the mainshck (a) fr 4 Hz and (b) 8 Hz central frequencies. Insert in (a) depicts the crrespnding cda Q variatin within the first week after the mainshck. Black triangles dente mnthly averages. all surce pints make the crrespnding ellipsidal sampling vlumes (Pulli, 1984) largely verlapping, and thus the btained Q-a values shuld be clsely related t attenuatin f the medium clse t the surce regin. The mainshck, as lcated by PATNET, is placed at 3818'54 " N, 22 8'46 " E and at a depth f 12.8 kin. A large number f aftershcks fllwed, and the principal spatial characteristics f the best lcated aftershcks (Tselentis et al., 1996) are illustrated in Figure 1. The distributin f hy- pcenters in crss sectin des nt immediately suggest a planar distributin but rather defines a vlume abut 15 km (depth) by 35 km (NW-SE) and by 2 km (NE-SW). The abve regin defines the sampling vlume frm which cda Q infrmatin is sught; the narrw magnitude range cnfines the surce excitatin t an apprximately unifrm frequency band (Wang et al., 1989). Sixty-five earthquakes in the magnitude range 2.5 < Mr < 3. (Fig. 2a) that ccurred after the main event have been

5 Shrt Ntes 1683 selected fr deriving the cda Q parameter. In additin t the abve data set, we have als cllected 16 events in the same regin fr a perid f 17 mnths preceding the mainshck (Fig. 2b). Nrmally, waves in the interval 2 t 3 sec after the S arrival have been used t determine the decay rate. Methd The cda Q values were btained as fllws (Wdgld, 1994). Three-ple Butterwrth filters are applied with center frequencies at 2, 4, 8, and 12 Hz. The envelpes f the filtered traces are averaged ver 5-sec sliding windws with the beginning f the windws 2 see apart. The envelpe is calculated frm Ae(t) = ~/A2(t) + 112(, (1) where A is the seismic amplitude at time t and H(t) the Hilbert transfrm f A(t). We als averaged envelpes in a nise windw, and the signal amplitude is estimated as As = ~/~r - A 2, (2) where A r is the averaged envelpe fr the windw and A N is the averaged envelpe fr the nise. Fllwing Wdgld (1994), the functin F(t) = lg1 As (3) is calculated, and fr each event-statin-frequency cmbinatin, a regressin line is fit t F(t), where t is the lapse time at the center f the 5-sec windw, a = tits, t s is the lapse time f s-wave arrival, and Finally, Qc is calculated as K"(a) =,/1 - (1/aU). (4) Qc = l gl ezcf/s, (5) where s is the slpe frm the regressin andfis the frequency in Hertz. Results Tempral variatins f cda Q values fr earthquakes ccurring between January 1994 and December 1995 and fr frequencies 4 and 8 Hz are depicted in Figures 3a and 3b, respectively. In the same diagram, we present als the crrespnding mnthly averages. Judging frm these diagrams, we cannt assess any significant change in Qc. The verall means f the measured cda Q are similar befre (Of=4Hz = 183, QI=SHz = 266) and after (Of=4Hz = 184, Qf=sm = 273) the main event. In a similar research, Wang et al. (1989) bserved a significant drp f cda Q immediately after the Hualien 1986 earthquake in E. Taiwan. This drp lasted apprximately tw days befre returning t ambient level. T investigate fr a similar phenmenn in ur case, we calculated the cda Q crrespnding t 3 aftershcks ccurring within 1 week f the main event. The results are als presented as an insert in Figure 3a. N drp in the value f Qc can be seen. Acknwledgments The authr wishes t thank Mike Antlik and Rick Aster fr their mst useful cmments. This paper frms a cntributin under NATO Cllabrative Research Grant References Antlik, M., R. M. Nadeau, R. C. Aster, and T. McEvilly (1996). Differential analysis f cda Q using micrearthquakes in seismic Gaps. Part 2: Applicatin t seismgrams recrded by the Parkfield high reslutin seismic netwrk, Bull. Seism. Sc. Am. 86, Aster, R. C., G. Slad, J. Hentn, and A. Antlik (1996). Differential analysis f cda Q using micrearthquakes in seismic gaps. Part 1: Techniques and applicatin t seismgrams recrded in the Anza seismic gap, Bull. Seism. Sc. Am. 86, Gusev, A. A. and V. K. Lemzikv (1985). Prperties f scattered elastic waves in the lithsphere f Kamchatka: parameters and tempral variatin, Tectnphysics 112, Jin, A. and K. Aki (1986). Tempral changes in cda Q befre the Tangshan earthquake f 1976 and the Haicheng earthquake f 1975, J. Gephys. Res. 91, Jin, A. and K. Aki (1989). Spatial and tempral crrelatin between cda Q-1 and seismicity and its physical mechanism, J. Gephys. Res. 94, Lee, W. H. K., K. Aki, B. Chuet, E Jhnsn, S. Marks, J. T. Newberry, A. S. Ryall, S. W. Stewart, and D. M. Tttingham (1986). A preliminary study f cda Q in and Nevada, guk Seism. Sc. Am. 76, Nvel-Casanva, D. A., E. Berg, V. Hsu, and C. E. Helsley (1985). Time space variatin seismic S-wave cda attenuatin (Q) and magnitude distributin fr the Pelatan earthquake, Gephys. Res. Lett. 12, Peng, J. Y., K. Aki, B. Chuet, E Jhnsn, W. H. K. Lee, S. Marks, J. T. Newberry, A. S. Ryall, S. W. Stewart, and D. M. Tttingham (1987). Tempral change in cda Q assciated with the Rund Valley,, earthquake f Nvember 23, 1984, J. Gephys. Res. 92, Pulli, J. J. (1984). Attenuatin f cda waves in New England, Bull Seism. Sc. Am. 74, Rbinsn, R. (1987). Tempral variatin in cda duratin f lcal earthquakes in the Wellingtn regin, New Zealand, Pageph 125, Sat, H. (1986). Tempral change in attenuatin intensity befre and after the eastern Yamanashi earthquake f 1983 in central Japan, J. Gephys. Res. 91, Scherbaum, E and C. Kisslinger (1985). Cda Q in the Adak seismic zne, Bull Seism. Sc. Am. 75, Tselentis, G.-A. (1993). Tempral variatin f bdy wave attenuatin as related t tw earthquake dublets in W. Greece, Pageph 14,

6 1684 Shrt Ntes Tselentis, G.-A. and A. Ifantis (1996). Geelectric variatins related t earthquakes bserved during a 3-year independent investigatin, Gephys. Res. Lett. 23, n ~ Tselentis, G.-A., N. S. Melis, E. Sks, and K. Papatsimpa (1996). The Egin June 15, 1995 (6.2 ME) Earthquake, W. Greece; Pageph 147, Tsukuda, T. (1985). Cda Q befre and after a medium-scale earthquake, paper presented at the 23rd General Assembly, Internatinal Assciatin f Seismlgy and Physics f the Earth's Interir, Tky, Japan. Wang, J. H., T. L. Teng, and K. E Ma (1989). Tempral variatin f cda Q during Hualien earthquake f 1986 in Eastern Talwan, Pageph 13, n. 4, Wdgld, C. R. D. (1994). Cda Q in the Charlevix, Quebec, regin: lapse-time dependence and spatial and tempral cmparisns, Bull. Seism. Sc. Am. 84, Wyss, M. (1985). Precursrs t large earthquakes, Earthquake Predict. Res, 3, Seismlgical Labratry University f Patras Ri 261 1, Greece Tselenti@upatras.gr Manus pt received 14 April 1997.

5.4 Measurement Sampling Rates for Daily Maximum and Minimum Temperatures

5.4 Measurement Sampling Rates for Daily Maximum and Minimum Temperatures 5.4 Measurement Sampling Rates fr Daily Maximum and Minimum Temperatures 1 1 2 X. Lin, K. G. Hubbard, and C. B. Baker University f Nebraska, Lincln, Nebraska 2 Natinal Climatic Data Center 1 1. INTRODUCTION

More information

Introduction This auxiliary material contains a section called Supplementary Text, eight Supplementary figures, and their figure captions.

Introduction This auxiliary material contains a section called Supplementary Text, eight Supplementary figures, and their figure captions. Auxiliary material fr Paper 21GL45462 Remtely triggered micrearthquakes and tremr in Central Califrnia fllwing the 21 Mw 8.8 Chile Earthquake Zhigang Peng1, David P. Hill2, David R. Shelly2 and Chastity

More information

Author(s) OKANO, Kennosuke; HIRANO, Isamu.

Author(s) OKANO, Kennosuke; HIRANO, Isamu. Title Seismic Attenuatin in Relatin t Vicinity f Kyt Authr(s) OKANO, Kennsuke; HIRANO, Isamu Citatin Bulletin f the Disaster Preventin 22(2): 97-11 Issue Date 1973-2 URL http://hdl.handle.net/2433/124823

More information

Seismicity and Crustal Structure in the Orozco Fracture Zone'

Seismicity and Crustal Structure in the Orozco Fracture Zone' JOURNAL OF GEOPHYSICAL RESEARCH, VOL. 87, NO. B10, PAGES 8501-8507, OCTOBER 10, 1982 Seismicity and Crustal Structure in the Orzc Fracture Zne' Prject Rse Phase II TORU OUCHI, 1 ABOU-BAKR K. IBRAHIM, 2

More information

A Polarimetric Survey of Radio Frequency Interference in C- and X-Bands in the Continental United States using WindSat Radiometry

A Polarimetric Survey of Radio Frequency Interference in C- and X-Bands in the Continental United States using WindSat Radiometry A Plarimetric Survey f Radi Frequency Interference in C- and X-Bands in the Cntinental United States using WindSat Radimetry Steven W. Ellingsn Octber, Cntents Intrductin WindSat Methdlgy Analysis f RFI

More information

Determining the Accuracy of Modal Parameter Estimation Methods

Determining the Accuracy of Modal Parameter Estimation Methods Determining the Accuracy f Mdal Parameter Estimatin Methds by Michael Lee Ph.D., P.E. & Mar Richardsn Ph.D. Structural Measurement Systems Milpitas, CA Abstract The mst cmmn type f mdal testing system

More information

THERMAL-VACUUM VERSUS THERMAL- ATMOSPHERIC TESTS OF ELECTRONIC ASSEMBLIES

THERMAL-VACUUM VERSUS THERMAL- ATMOSPHERIC TESTS OF ELECTRONIC ASSEMBLIES PREFERRED RELIABILITY PAGE 1 OF 5 PRACTICES PRACTICE NO. PT-TE-1409 THERMAL-VACUUM VERSUS THERMAL- ATMOSPHERIC Practice: Perfrm all thermal envirnmental tests n electrnic spaceflight hardware in a flight-like

More information

^YawataR&D Laboratory, Nippon Steel Corporation, Tobata, Kitakyushu, Japan

^YawataR&D Laboratory, Nippon Steel Corporation, Tobata, Kitakyushu, Japan Detectin f fatigue crack initiatin frm a ntch under a randm lad C. Makabe," S. Nishida^C. Urashima,' H. Kaneshir* "Department f Mechanical Systems Engineering, University f the Ryukyus, Nishihara, kinawa,

More information

BASIC DIRECT-CURRENT MEASUREMENTS

BASIC DIRECT-CURRENT MEASUREMENTS Brwn University Physics 0040 Intrductin BASIC DIRECT-CURRENT MEASUREMENTS The measurements described here illustrate the peratin f resistrs and capacitrs in electric circuits, and the use f sme standard

More information

Heat Management Methodology for Successful UV Processing on Heat Sensitive Substrates

Heat Management Methodology for Successful UV Processing on Heat Sensitive Substrates Heat Management Methdlgy fr Successful UV Prcessing n Heat Sensitive Substrates Juliet Midlik Prime UV Systems Abstract: Nw in 2005, UV systems pssess heat management cntrls that fine tune the exthermic

More information

ENSC Discrete Time Systems. Project Outline. Semester

ENSC Discrete Time Systems. Project Outline. Semester ENSC 49 - iscrete Time Systems Prject Outline Semester 006-1. Objectives The gal f the prject is t design a channel fading simulatr. Upn successful cmpletin f the prject, yu will reinfrce yur understanding

More information

, which yields. where z1. and z2

, which yields. where z1. and z2 The Gaussian r Nrmal PDF, Page 1 The Gaussian r Nrmal Prbability Density Functin Authr: Jhn M Cimbala, Penn State University Latest revisin: 11 September 13 The Gaussian r Nrmal Prbability Density Functin

More information

Interference is when two (or more) sets of waves meet and combine to produce a new pattern.

Interference is when two (or more) sets of waves meet and combine to produce a new pattern. Interference Interference is when tw (r mre) sets f waves meet and cmbine t prduce a new pattern. This pattern can vary depending n the riginal wave directin, wavelength, amplitude, etc. The tw mst extreme

More information

AP Statistics Notes Unit Two: The Normal Distributions

AP Statistics Notes Unit Two: The Normal Distributions AP Statistics Ntes Unit Tw: The Nrmal Distributins Syllabus Objectives: 1.5 The student will summarize distributins f data measuring the psitin using quartiles, percentiles, and standardized scres (z-scres).

More information

Chapter 4. Unsteady State Conduction

Chapter 4. Unsteady State Conduction Chapter 4 Unsteady State Cnductin Chapter 5 Steady State Cnductin Chee 318 1 4-1 Intrductin ransient Cnductin Many heat transfer prblems are time dependent Changes in perating cnditins in a system cause

More information

Comparing Several Means: ANOVA. Group Means and Grand Mean

Comparing Several Means: ANOVA. Group Means and Grand Mean STAT 511 ANOVA and Regressin 1 Cmparing Several Means: ANOVA Slide 1 Blue Lake snap beans were grwn in 12 pen-tp chambers which are subject t 4 treatments 3 each with O 3 and SO 2 present/absent. The ttal

More information

NAME TEMPERATURE AND HUMIDITY. I. Introduction

NAME TEMPERATURE AND HUMIDITY. I. Introduction NAME TEMPERATURE AND HUMIDITY I. Intrductin Temperature is the single mst imprtant factr in determining atmspheric cnditins because it greatly influences: 1. The amunt f water vapr in the air 2. The pssibility

More information

ACCELEROGRAPH RECORDINGS OF THE M USA EARTHQUAKE 16 SEPTEMBER, 1972

ACCELEROGRAPH RECORDINGS OF THE M USA EARTHQUAKE 16 SEPTEMBER, 1972 115 ACCELEROGRAPH RECORDINGS OF THE M USA EARTHQUAKE 16 SEPTEMBER, 1972 B.Gauir SUMMARY On 16 September, 1972 at 04 15 09.8 UT an earthquake f magnitude ML 5.0 ccurred in sutheast Papua within abut 20

More information

Earthquake locations using single-station deep borehole recordings: Implications for microseismicity on the San Andreas fault in southern California

Earthquake locations using single-station deep borehole recordings: Implications for microseismicity on the San Andreas fault in southern California JOURNAL OF GEOPHYSCAL RESEARCH, VOL. 100, NO. B12, PAGES 24,003-24,014, DECEMBER 10, 1995 Earthquake lcatins using single-statin deep brehle recrdings: mplicatins fr micrseismicity n the San Andreas fault

More information

Lead/Lag Compensator Frequency Domain Properties and Design Methods

Lead/Lag Compensator Frequency Domain Properties and Design Methods Lectures 6 and 7 Lead/Lag Cmpensatr Frequency Dmain Prperties and Design Methds Definitin Cnsider the cmpensatr (ie cntrller Fr, it is called a lag cmpensatr s K Fr s, it is called a lead cmpensatr Ntatin

More information

COASTAL ENGINEERING Chapter 2

COASTAL ENGINEERING Chapter 2 CASTAL ENGINEERING Chapter 2 GENERALIZED WAVE DIFFRACTIN DIAGRAMS J. W. Jhnsn Assciate Prfessr f Mechanical Engineering University f Califrnia Berkeley, Califrnia INTRDUCTIN Wave diffractin is the phenmenn

More information

DEFENSE OCCUPATIONAL AND ENVIRONMENTAL HEALTH READINESS SYSTEM (DOEHRS) ENVIRONMENTAL HEALTH SAMPLING ELECTRONIC DATA DELIVERABLE (EDD) GUIDE

DEFENSE OCCUPATIONAL AND ENVIRONMENTAL HEALTH READINESS SYSTEM (DOEHRS) ENVIRONMENTAL HEALTH SAMPLING ELECTRONIC DATA DELIVERABLE (EDD) GUIDE DEFENSE OCCUPATIOL AND ENVIRONMENTAL HEALTH READINESS SYSTEM (DOEHRS) ENVIRONMENTAL HEALTH SAMPLING ELECTRONIC DATA DELIVERABLE (EDD) GUIDE 20 JUNE 2017 V1.0 i TABLE OF CONTENTS 1 INTRODUCTION... 1 2 CONCEPT

More information

AP Statistics Practice Test Unit Three Exploring Relationships Between Variables. Name Period Date

AP Statistics Practice Test Unit Three Exploring Relationships Between Variables. Name Period Date AP Statistics Practice Test Unit Three Explring Relatinships Between Variables Name Perid Date True r False: 1. Crrelatin and regressin require explanatry and respnse variables. 1. 2. Every least squares

More information

Bootstrap Method > # Purpose: understand how bootstrap method works > obs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(obs) >

Bootstrap Method > # Purpose: understand how bootstrap method works > obs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(obs) > Btstrap Methd > # Purpse: understand hw btstrap methd wrks > bs=c(11.96, 5.03, 67.40, 16.07, 31.50, 7.73, 11.10, 22.38) > n=length(bs) > mean(bs) [1] 21.64625 > # estimate f lambda > lambda = 1/mean(bs);

More information

On Boussinesq's problem

On Boussinesq's problem Internatinal Jurnal f Engineering Science 39 (2001) 317±322 www.elsevier.cm/lcate/ijengsci On Bussinesq's prblem A.P.S. Selvadurai * Department f Civil Engineering and Applied Mechanics, McGill University,

More information

Physics 2010 Motion with Constant Acceleration Experiment 1

Physics 2010 Motion with Constant Acceleration Experiment 1 . Physics 00 Mtin with Cnstant Acceleratin Experiment In this lab, we will study the mtin f a glider as it accelerates dwnhill n a tilted air track. The glider is supprted ver the air track by a cushin

More information

SNOW AND AVALANCHES FORECASTING OVER THE ANDES MOUNTAlNS. Jose A. Vergara* Departamento de Geoflsica, Universidad de Chile

SNOW AND AVALANCHES FORECASTING OVER THE ANDES MOUNTAlNS. Jose A. Vergara* Departamento de Geoflsica, Universidad de Chile SNOW AND AVALANCHES FORECASTNG OVER THE ANDES MOUNTAlNS Jse A. Vergara* Departament de Geflsica, Universidad de Chile Rene len, Camins y Nieve, ANDNA-CODElCO, CHLE ABSTRACT: During the last three years

More information

Study Group Report: Plate-fin Heat Exchangers: AEA Technology

Study Group Report: Plate-fin Heat Exchangers: AEA Technology Study Grup Reprt: Plate-fin Heat Exchangers: AEA Technlgy The prblem under study cncerned the apparent discrepancy between a series f experiments using a plate fin heat exchanger and the classical thery

More information

Math Foundations 20 Work Plan

Math Foundations 20 Work Plan Math Fundatins 20 Wrk Plan Units / Tpics 20.8 Demnstrate understanding f systems f linear inequalities in tw variables. Time Frame December 1-3 weeks 6-10 Majr Learning Indicatrs Identify situatins relevant

More information

BASD HIGH SCHOOL FORMAL LAB REPORT

BASD HIGH SCHOOL FORMAL LAB REPORT BASD HIGH SCHOOL FORMAL LAB REPORT *WARNING: After an explanatin f what t include in each sectin, there is an example f hw the sectin might lk using a sample experiment Keep in mind, the sample lab used

More information

1. Introduction. Lab 4 - Geophysics 424, October 29, One-dimensional Interpretation of Magnetotelluric Data

1. Introduction. Lab 4 - Geophysics 424, October 29, One-dimensional Interpretation of Magnetotelluric Data Lab 4 - Gephysics 424, Octber 29, 2018 One-dimensinal Interpretatin f Magnettelluric Data Lab reprt is due by 5 p.m. Nvember 5, 2018 All late reprts require a valid reasn t be accepted. Include answers

More information

ECE 5318/6352 Antenna Engineering. Spring 2006 Dr. Stuart Long. Chapter 6. Part 7 Schelkunoff s Polynomial

ECE 5318/6352 Antenna Engineering. Spring 2006 Dr. Stuart Long. Chapter 6. Part 7 Schelkunoff s Polynomial ECE 538/635 Antenna Engineering Spring 006 Dr. Stuart Lng Chapter 6 Part 7 Schelkunff s Plynmial 7 Schelkunff s Plynmial Representatin (fr discrete arrays) AF( ψ ) N n 0 A n e jnψ N number f elements in

More information

I. Analytical Potential and Field of a Uniform Rod. V E d. The definition of electric potential difference is

I. Analytical Potential and Field of a Uniform Rod. V E d. The definition of electric potential difference is Length L>>a,b,c Phys 232 Lab 4 Ch 17 Electric Ptential Difference Materials: whitebards & pens, cmputers with VPythn, pwer supply & cables, multimeter, crkbard, thumbtacks, individual prbes and jined prbes,

More information

PHYSICAL PROPERTIES OF SEA WATER - TEMPERATURE AND SALINITY

PHYSICAL PROPERTIES OF SEA WATER - TEMPERATURE AND SALINITY NAME PHYSICAL PROPERTIES OF SEA WATER - TEMPERATURE AND SALINITY I. Sea water temperatures The distributin f surface temperatures fr the majr ceans is shwn in Figure 1. The istherms (lines f equal temperature)

More information

David HORN and Irit OPHER. School of Physics and Astronomy. Raymond and Beverly Sackler Faculty of Exact Sciences

David HORN and Irit OPHER. School of Physics and Astronomy. Raymond and Beverly Sackler Faculty of Exact Sciences Cmplex Dynamics f Neurnal Threshlds David HORN and Irit OPHER Schl f Physics and Astrnmy Raymnd and Beverly Sackler Faculty f Exact Sciences Tel Aviv University, Tel Aviv 69978, Israel hrn@neurn.tau.ac.il

More information

Perfrmance f Sensitizing Rules n Shewhart Cntrl Charts with Autcrrelated Data Key Wrds: Autregressive, Mving Average, Runs Tests, Shewhart Cntrl Chart

Perfrmance f Sensitizing Rules n Shewhart Cntrl Charts with Autcrrelated Data Key Wrds: Autregressive, Mving Average, Runs Tests, Shewhart Cntrl Chart Perfrmance f Sensitizing Rules n Shewhart Cntrl Charts with Autcrrelated Data Sandy D. Balkin Dennis K. J. Lin y Pennsylvania State University, University Park, PA 16802 Sandy Balkin is a graduate student

More information

Slope Stability Model of the Questa Rock Pile Phase 1

Slope Stability Model of the Questa Rock Pile Phase 1 2 Prceedings Tailings and Mine Waste 2011 Slpe Stability Mdel f the Questa Rck Pile Phase 1 Murray Fredlund SilVisin Systems Ltd., Saskatn, Canada Rbert Thde SilVisin Systems Ltd., Saskatn, Canada Dirk

More information

Surface and Contact Stress

Surface and Contact Stress Surface and Cntact Stress The cncept f the frce is fundamental t mechanics and many imprtant prblems can be cast in terms f frces nly, fr example the prblems cnsidered in Chapter. Hwever, mre sphisticated

More information

3D FE Modeling Simulation of Cold Rotary Forging with Double Symmetry Rolls X. H. Han 1, a, L. Hua 1, b, Y. M. Zhao 1, c

3D FE Modeling Simulation of Cold Rotary Forging with Double Symmetry Rolls X. H. Han 1, a, L. Hua 1, b, Y. M. Zhao 1, c Materials Science Frum Online: 2009-08-31 ISSN: 1662-9752, Vls. 628-629, pp 623-628 di:10.4028/www.scientific.net/msf.628-629.623 2009 Trans Tech Publicatins, Switzerland 3D FE Mdeling Simulatin f Cld

More information

Modelling of Clock Behaviour. Don Percival. Applied Physics Laboratory University of Washington Seattle, Washington, USA

Modelling of Clock Behaviour. Don Percival. Applied Physics Laboratory University of Washington Seattle, Washington, USA Mdelling f Clck Behaviur Dn Percival Applied Physics Labratry University f Washingtn Seattle, Washingtn, USA verheads and paper fr talk available at http://faculty.washingtn.edu/dbp/talks.html 1 Overview

More information

Methods for Determination of Mean Speckle Size in Simulated Speckle Pattern

Methods for Determination of Mean Speckle Size in Simulated Speckle Pattern 0.478/msr-04-004 MEASUREMENT SCENCE REVEW, Vlume 4, N. 3, 04 Methds fr Determinatin f Mean Speckle Size in Simulated Speckle Pattern. Hamarvá, P. Šmíd, P. Hrváth, M. Hrabvský nstitute f Physics f the Academy

More information

Drought damaged area

Drought damaged area ESTIMATE OF THE AMOUNT OF GRAVEL CO~TENT IN THE SOIL BY A I R B O'RN EMS S D A T A Y. GOMI, H. YAMAMOTO, AND S. SATO ASIA AIR SURVEY CO., l d. KANAGAWA,JAPAN S.ISHIGURO HOKKAIDO TOKACHI UBPREFECTRAl OffICE

More information

AP Physics Laboratory #4.1: Projectile Launcher

AP Physics Laboratory #4.1: Projectile Launcher AP Physics Labratry #4.1: Prjectile Launcher Name: Date: Lab Partners: EQUIPMENT NEEDED PASCO Prjectile Launcher, Timer, Phtgates, Time f Flight Accessry PURPOSE The purpse f this Labratry is t use the

More information

Displacement and Deflection Sensitivity of Gas-coupled Laser Acoustic. Detector

Displacement and Deflection Sensitivity of Gas-coupled Laser Acoustic. Detector 1st Internatinal Sympsium n Laser Ultrasnics: Science, echnlgy and Applicatins July 16-18 008, Mntreal, Canada Displacement and Deflectin Sensitivity f Gas-cupled Laser Acustic Detectin James N. CARON

More information

2. Precipitation Chemistry Data

2. Precipitation Chemistry Data STIMATING TH ATMSPHRIC INT A WATRSH INPUT F PLLUTANTS PRRY J. SAMSN epartment f Atmspheric and ceanic Science, University f Michigan, Ann Arbr, All 4819-2143, U.S.A. (Received June 2, 1986; revised March

More information

TP1 - Introduction to ArcGIS

TP1 - Introduction to ArcGIS TP1 - Intrductin t ArcGIS During this practical, we will use ArcGIS (ArcMap and ArcCatalg) t create maps f predictrs that culd explain the bserved bird richness in Switzerland. ArcMap is principally used

More information

Statistics, Numerical Models and Ensembles

Statistics, Numerical Models and Ensembles Statistics, Numerical Mdels and Ensembles Duglas Nychka, Reinhard Furrer,, Dan Cley Claudia Tebaldi, Linda Mearns, Jerry Meehl and Richard Smith (UNC). Spatial predictin and data assimilatin Precipitatin

More information

Module 4: General Formulation of Electric Circuit Theory

Module 4: General Formulation of Electric Circuit Theory Mdule 4: General Frmulatin f Electric Circuit Thery 4. General Frmulatin f Electric Circuit Thery All electrmagnetic phenmena are described at a fundamental level by Maxwell's equatins and the assciated

More information

FIELD QUALITY IN ACCELERATOR MAGNETS

FIELD QUALITY IN ACCELERATOR MAGNETS FIELD QUALITY IN ACCELERATOR MAGNETS S. Russenschuck CERN, 1211 Geneva 23, Switzerland Abstract The field quality in the supercnducting magnets is expressed in terms f the cefficients f the Furier series

More information

Bulletin of the Seismological Society of America, Vol, 68, No. 4, pp , August, 1978

Bulletin of the Seismological Society of America, Vol, 68, No. 4, pp , August, 1978 Bulletin f the Seismlgical Sciety f America, Vl, 68, N. 4, pp. 1049-1058, August, 1978 CRUSTAL THICKNESS IN NORTHERN NEVADA FROM SEISMIC REFRACTION PROFILES BY DOUGLAS A. STAUBER AND DAVID M. BOORE ABSTRACT

More information

SUPPLEMENTARY MATERIAL GaGa: a simple and flexible hierarchical model for microarray data analysis

SUPPLEMENTARY MATERIAL GaGa: a simple and flexible hierarchical model for microarray data analysis SUPPLEMENTARY MATERIAL GaGa: a simple and flexible hierarchical mdel fr micrarray data analysis David Rssell Department f Bistatistics M.D. Andersn Cancer Center, Hustn, TX 77030, USA rsselldavid@gmail.cm

More information

GAW Patnership with BIPM (International Metrology)

GAW Patnership with BIPM (International Metrology) GAW Patnership with BIPM (Internatinal Metrlgy) J. Vialln, BIPM GAW Sympsium 10-13 April 2017, WMO, Geneva The BIPM / Internatinal Metrlgy The BIPM is an intergvernmental rganizatin established by the

More information

On Huntsberger Type Shrinkage Estimator for the Mean of Normal Distribution ABSTRACT INTRODUCTION

On Huntsberger Type Shrinkage Estimator for the Mean of Normal Distribution ABSTRACT INTRODUCTION Malaysian Jurnal f Mathematical Sciences 4(): 7-4 () On Huntsberger Type Shrinkage Estimatr fr the Mean f Nrmal Distributin Department f Mathematical and Physical Sciences, University f Nizwa, Sultanate

More information

Sections 15.1 to 15.12, 16.1 and 16.2 of the textbook (Robbins-Miller) cover the materials required for this topic.

Sections 15.1 to 15.12, 16.1 and 16.2 of the textbook (Robbins-Miller) cover the materials required for this topic. Tpic : AC Fundamentals, Sinusidal Wavefrm, and Phasrs Sectins 5. t 5., 6. and 6. f the textbk (Rbbins-Miller) cver the materials required fr this tpic.. Wavefrms in electrical systems are current r vltage

More information

February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA

February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA February 28, 2013 COMMENTS ON DIFFUSION, DIFFUSIVITY AND DERIVATION OF HYPERBOLIC EQUATIONS DESCRIBING THE DIFFUSION PHENOMENA Mental Experiment regarding 1D randm walk Cnsider a cntainer f gas in thermal

More information

GROWTH PHASES IN THE LIFE OF A LICHEN THALLUS

GROWTH PHASES IN THE LIFE OF A LICHEN THALLUS New Phytl. (974) 73, 93-98. GROWTH PHSES N THE LFE OF LCHEN THLLUS BY R.. RMSTRONG The Btany Schl, Oxfrd University {Received 2 March 974) SUMMRY The grwth rates f thalli f flise saxiclus lichens befre

More information

CORESTA Guide N 10 March 2011

CORESTA Guide N 10 March 2011 CORESTA Guide N 10 March 2011 A User Guideline fr the Measurement f Diameter f Cigarettes and Filter Rds Sub-Grup Physical Test Methds 1 Review and Histry Issue Date Reasn 1.0 July 2009 Original issue.

More information

Least Squares Optimal Filtering with Multirate Observations

Least Squares Optimal Filtering with Multirate Observations Prc. 36th Asilmar Cnf. n Signals, Systems, and Cmputers, Pacific Grve, CA, Nvember 2002 Least Squares Optimal Filtering with Multirate Observatins Charles W. herrien and Anthny H. Hawes Department f Electrical

More information

King Fahd University of Petroleum and Minerals. Electrical Engineering Department EE 420. Fiber Optics Communication.

King Fahd University of Petroleum and Minerals. Electrical Engineering Department EE 420. Fiber Optics Communication. King Fahd University f Petrleum and Minerals Electrical Engineering Department EE 420 Fiber Optics Cmmunicatin Labratry Manual July 2005 2 PREFACE This manual cntains ten labratry experiments t be perfrmed

More information

the results to larger systems due to prop'erties of the projection algorithm. First, the number of hidden nodes must

the results to larger systems due to prop'erties of the projection algorithm. First, the number of hidden nodes must M.E. Aggune, M.J. Dambrg, M.A. El-Sharkawi, R.J. Marks II and L.E. Atlas, "Dynamic and static security assessment f pwer systems using artificial neural netwrks", Prceedings f the NSF Wrkshp n Applicatins

More information

CHAPTER 8 APPLICATIONS OF EMPIRICAL FETCH-LIMITED SPECTRAL. FORMULAS to GREAT LAKES WAVES 1. Paul C. Liu, Mi ASCE

CHAPTER 8 APPLICATIONS OF EMPIRICAL FETCH-LIMITED SPECTRAL. FORMULAS to GREAT LAKES WAVES 1. Paul C. Liu, Mi ASCE CHAPTER 8 APPLICATIONS OF EMPIRICAL FETCH-LIMITED SPECTRAL FORMULAS to GREAT LAKES WAVES 1 Paul C. Liu, Mi ASCE ABSTRACT Tw episdes f Great Lakes waves fr which bth wind and wave data are simultaneusly

More information

1. Transformer A transformer is used to obtain the approximate output voltage of the power supply. The output of the transformer is still AC.

1. Transformer A transformer is used to obtain the approximate output voltage of the power supply. The output of the transformer is still AC. PHYSIS 536 Experiment 4: D Pwer Supply I. Intrductin The prcess f changing A t D is investigated in this experiment. An integrated circuit regulatr makes it easy t cnstruct a high-perfrmance vltage surce

More information

Intrinsic and Scattering Seismic Attenuation in W. Greece

Intrinsic and Scattering Seismic Attenuation in W. Greece Pure appl. geophys. 153 (1998) 703 712 0033 4553/98/040703 10 $ 1.50+0.20/0 Intrinsic and Scattering Seismic Attenuation in W. Greece G-AKIS TSELENTIS 1 Abstract Intrinsic (Q 1 i ) and scattering (Q 1

More information

The ultra-high energy cosmic rays image of Virgo A

The ultra-high energy cosmic rays image of Virgo A The ultra-high energy csmic rays image f Virg A Radmír Šmída Karlsruhe Institute f Technlgy, Germany E-mail: radmir.smida@kit.edu Ralph Engel Karlsruhe Institute f Technlgy, Germany Arrival directins f

More information

Simulation of Long-Period Ground Motion near a Large Earthquake

Simulation of Long-Period Ground Motion near a Large Earthquake Bulletin f the Seismlgical Sciety f America, Vl. 87, N. 1, pp. 14-156, February 1997 Simulatin f Lng-Perid Grund Mtin near a Large Earthquake by Minru Take and Hir Kanamri Abstract We estimated the pssible

More information

37 Maxwell s Equations

37 Maxwell s Equations 37 Maxwell s quatins In this chapter, the plan is t summarize much f what we knw abut electricity and magnetism in a manner similar t the way in which James Clerk Maxwell summarized what was knwn abut

More information

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance

Verification of Quality Parameters of a Solar Panel and Modification in Formulae of its Series Resistance Verificatin f Quality Parameters f a Slar Panel and Mdificatin in Frmulae f its Series Resistance Sanika Gawhane Pune-411037-India Onkar Hule Pune-411037- India Chinmy Kulkarni Pune-411037-India Ojas Pandav

More information

Resistance Calculation for an infinite Simple Cubic Lattice Application of Green s Function

Resistance Calculation for an infinite Simple Cubic Lattice Application of Green s Function Resistance Calculatin fr an infinite Simple Cubic Lattice Applicatin f Green s Functin J. H. Asad *, R. S. Hijjawi, A. Sakaj and J. M. Khalifeh * Department f Phsics, Universit f Jrdan, Amman-1194, Jrdan.

More information

A study on GPS PDOP and its impact on position error

A study on GPS PDOP and its impact on position error IndianJurnalfRadi& SpacePhysics V1.26,April1997,pp. 107-111 A study n GPS and its impact n psitin errr P Banerjee,AnindyaBse& B SMathur TimeandFrequencySectin,NatinalPhysicalLabratry,NewDelhi110012 Received19June

More information

Weathering. Title: Chemical and Mechanical Weathering. Grade Level: Subject/Content: Earth and Space Science

Weathering. Title: Chemical and Mechanical Weathering. Grade Level: Subject/Content: Earth and Space Science Weathering Title: Chemical and Mechanical Weathering Grade Level: 9-12 Subject/Cntent: Earth and Space Science Summary f Lessn: Students will test hw chemical and mechanical weathering can affect a rck

More information

Chapter 23 Electromagnetic Waves Lecture 14

Chapter 23 Electromagnetic Waves Lecture 14 Chapter 23 Electrmagnetic Waves Lecture 14 23.1 The Discvery f Electrmagnetic Waves 23.2 Prperties f Electrmagnetic Waves 23.3 Electrmagnetic Waves Carry Energy and Mmentum 23.4 Types f Electrmagnetic

More information

Cambridge Assessment International Education Cambridge Ordinary Level. Published

Cambridge Assessment International Education Cambridge Ordinary Level. Published Cambridge Assessment Internatinal Educatin Cambridge Ordinary Level ADDITIONAL MATHEMATICS 4037/1 Paper 1 Octber/Nvember 017 MARK SCHEME Maximum Mark: 80 Published This mark scheme is published as an aid

More information

17 IMPACT PROPERTIES OF COMPOSITES

17 IMPACT PROPERTIES OF COMPOSITES 17 IMPACT PROPERTIES OF COMPOSITES 17-1 Impact resistance is the ability f a material t absrb and dissipate energies under impact r shck lading. The respnse t impact lads ranges frm lcalized damage t ttal

More information

Cells though to send feedback signals from the medulla back to the lamina o L: Lamina Monopolar cells

Cells though to send feedback signals from the medulla back to the lamina o L: Lamina Monopolar cells Classificatin Rules (and Exceptins) Name: Cell type fllwed by either a clumn ID (determined by the visual lcatin f the cell) r a numeric identifier t separate ut different examples f a given cell type

More information

o o IMPORTANT REMINDERS Reports will be graded largely on their ability to clearly communicate results and important conclusions.

o o IMPORTANT REMINDERS Reports will be graded largely on their ability to clearly communicate results and important conclusions. BASD High Schl Frmal Lab Reprt GENERAL INFORMATION 12 pt Times New Rman fnt Duble-spaced, if required by yur teacher 1 inch margins n all sides (tp, bttm, left, and right) Always write in third persn (avid

More information

Magnetization Fluctuations and Characteristic Lengths for Sputtered CoPICr Thin Film Media

Magnetization Fluctuations and Characteristic Lengths for Sputtered CoPICr Thin Film Media HEWLETT PACKARD Magnetizatin Fluctuatins and Characteristic Lengths fr Sputtered CPCr Thin Film Media Gira J. Tarnplsky; Lung T. Tran Cmputer Peripherals Labratry H. Neal Bertram, UC San Dieg* HPL-90-142

More information

Introduction to Quantitative Genetics II: Resemblance Between Relatives

Introduction to Quantitative Genetics II: Resemblance Between Relatives Intrductin t Quantitative Genetics II: Resemblance Between Relatives Bruce Walsh 8 Nvember 006 EEB 600A The heritability f a trait, a central cncept in quantitative genetics, is the prprtin f variatin

More information

Chapter 39. A GUIDE TO THE DESIGN OP AIR BUBBLERS FOR MELTING ICE Simon Ince Hydraulics Section, National Research Council Ottawa, Canada

Chapter 39. A GUIDE TO THE DESIGN OP AIR BUBBLERS FOR MELTING ICE Simon Ince Hydraulics Section, National Research Council Ottawa, Canada Chapter 39 A GUIDE T THE DESIGN P AIR BUBBLERS FR MELTING ICE Simn Ince Hydraulics Sectin, Natinal Research Cuncil ttawa, Canada INTRDUCTIN The use f air bubblers fr maintaining ice-free areas in lakes

More information

BOUNDED UNCERTAINTY AND CLIMATE CHANGE ECONOMICS. Christopher Costello, Andrew Solow, Michael Neubert, and Stephen Polasky

BOUNDED UNCERTAINTY AND CLIMATE CHANGE ECONOMICS. Christopher Costello, Andrew Solow, Michael Neubert, and Stephen Polasky BOUNDED UNCERTAINTY AND CLIMATE CHANGE ECONOMICS Christpher Cstell, Andrew Slw, Michael Neubert, and Stephen Plasky Intrductin The central questin in the ecnmic analysis f climate change plicy cncerns

More information

Physics 212. Lecture 12. Today's Concept: Magnetic Force on moving charges. Physics 212 Lecture 12, Slide 1

Physics 212. Lecture 12. Today's Concept: Magnetic Force on moving charges. Physics 212 Lecture 12, Slide 1 Physics 1 Lecture 1 Tday's Cncept: Magnetic Frce n mving charges F qv Physics 1 Lecture 1, Slide 1 Music Wh is the Artist? A) The Meters ) The Neville rthers C) Trmbne Shrty D) Michael Franti E) Radiatrs

More information

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System

Flipping Physics Lecture Notes: Simple Harmonic Motion Introduction via a Horizontal Mass-Spring System Flipping Physics Lecture Ntes: Simple Harmnic Mtin Intrductin via a Hrizntal Mass-Spring System A Hrizntal Mass-Spring System is where a mass is attached t a spring, riented hrizntally, and then placed

More information

(s6 ~lj t') >~.'c;. .. ' ' 9adanki ( N, E)',- !2!!!m'!!.y~ation-6fhorizont~~cb' in the ~()wert.~2qq~~hereover --:!"

(s6 ~lj t') >~.'c;. .. ' ' 9adanki ( N, E)',- !2!!!m'!!.y~ation-6fhorizont~~cb' in the ~()wert.~2qq~~hereover --:! t (s6 ~lj t') \ >""\., ~hysia Indian Jurnal f 11adi&Sp8Ce V~3.February 1994,pp. ~::4().,I\' :!",,,. 'I\.J \ '0f"'~ r't t ~.'c;. ~~ \,!2!!!m'!!.y~atin6fhriznt~~cb' in the ~()wert.~2qq~~herever.. '

More information

CHAPTER 24: INFERENCE IN REGRESSION. Chapter 24: Make inferences about the population from which the sample data came.

CHAPTER 24: INFERENCE IN REGRESSION. Chapter 24: Make inferences about the population from which the sample data came. MATH 1342 Ch. 24 April 25 and 27, 2013 Page 1 f 5 CHAPTER 24: INFERENCE IN REGRESSION Chapters 4 and 5: Relatinships between tw quantitative variables. Be able t Make a graph (scatterplt) Summarize the

More information

Computational modeling techniques

Computational modeling techniques Cmputatinal mdeling techniques Lecture 4: Mdel checing fr ODE mdels In Petre Department f IT, Åb Aademi http://www.users.ab.fi/ipetre/cmpmd/ Cntent Stichimetric matrix Calculating the mass cnservatin relatins

More information

Tree Structured Classifier

Tree Structured Classifier Tree Structured Classifier Reference: Classificatin and Regressin Trees by L. Breiman, J. H. Friedman, R. A. Olshen, and C. J. Stne, Chapman & Hall, 98. A Medical Eample (CART): Predict high risk patients

More information

Aerodynamic Separability in Tip Speed Ratio and Separability in Wind Speed- a Comparison

Aerodynamic Separability in Tip Speed Ratio and Separability in Wind Speed- a Comparison Jurnal f Physics: Cnference Series OPEN ACCESS Aerdynamic Separability in Tip Speed Rati and Separability in Wind Speed- a Cmparisn T cite this article: M L Gala Sants et al 14 J. Phys.: Cnf. Ser. 555

More information

Distributions, spatial statistics and a Bayesian perspective

Distributions, spatial statistics and a Bayesian perspective Distributins, spatial statistics and a Bayesian perspective Dug Nychka Natinal Center fr Atmspheric Research Distributins and densities Cnditinal distributins and Bayes Thm Bivariate nrmal Spatial statistics

More information

Chapter 1 Notes Using Geography Skills

Chapter 1 Notes Using Geography Skills Chapter 1 Ntes Using Gegraphy Skills Sectin 1: Thinking Like a Gegrapher Gegraphy is used t interpret the past, understand the present, and plan fr the future. Gegraphy is the study f the Earth. It is

More information

Kepler's Laws of Planetary Motion

Kepler's Laws of Planetary Motion Writing Assignment Essay n Kepler s Laws. Yu have been prvided tw shrt articles n Kepler s Three Laws f Planetary Mtin. Yu are t first read the articles t better understand what these laws are, what they

More information

Electric Current and Resistance

Electric Current and Resistance Electric Current and Resistance Electric Current Electric current is the rate f flw f charge thrugh sme regin f space The SI unit f current is the ampere (A) 1 A = 1 C / s The symbl fr electric current

More information

NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION

NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION NUROP Chinese Pinyin T Chinese Character Cnversin NUROP CONGRESS PAPER CHINESE PINYIN TO CHINESE CHARACTER CONVERSION CHIA LI SHI 1 AND LUA KIM TENG 2 Schl f Cmputing, Natinal University f Singapre 3 Science

More information

Revision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax

Revision: August 19, E Main Suite D Pullman, WA (509) Voice and Fax .7.4: Direct frequency dmain circuit analysis Revisin: August 9, 00 5 E Main Suite D Pullman, WA 9963 (509) 334 6306 ice and Fax Overview n chapter.7., we determined the steadystate respnse f electrical

More information

Internal vs. external validity. External validity. This section is based on Stock and Watson s Chapter 9.

Internal vs. external validity. External validity. This section is based on Stock and Watson s Chapter 9. Sectin 7 Mdel Assessment This sectin is based n Stck and Watsn s Chapter 9. Internal vs. external validity Internal validity refers t whether the analysis is valid fr the ppulatin and sample being studied.

More information

22.54 Neutron Interactions and Applications (Spring 2004) Chapter 11 (3/11/04) Neutron Diffusion

22.54 Neutron Interactions and Applications (Spring 2004) Chapter 11 (3/11/04) Neutron Diffusion .54 Neutrn Interactins and Applicatins (Spring 004) Chapter (3//04) Neutrn Diffusin References -- J. R. Lamarsh, Intrductin t Nuclear Reactr Thery (Addisn-Wesley, Reading, 966) T study neutrn diffusin

More information

Structural mechanics of wood composite materials h Ultrasonic evaluation of internal bond strength during an accelerated aging test

Structural mechanics of wood composite materials h Ultrasonic evaluation of internal bond strength during an accelerated aging test J Wd Sci (1998) 44:348-353 The Japan Wd Research Sciety 1998 Yu-Gu Sun Takanri Arima Structural mechanics f wd cmpsite materials h Ultrasnic evaluatin f internal bnd strength during an accelerated aging

More information

Project CONVERGE 1/13/15. How to Read CONVERGE CODAR Imagery Data Primer

Project CONVERGE 1/13/15. How to Read CONVERGE CODAR Imagery Data Primer Hw t Read CONVERGE CODAR Imagery Data Primer Overall Ntes abut the data: Everything is in Greenwich Mean Time (GMT), which is 5 hurs ahead f the east cst. All time is presented in military time, which

More information

Bulletin of the Seismological Society of America, Vol. 74, No. 4, pp , August 1984 BY LUCILE M. JONES* ABSTRACT

Bulletin of the Seismological Society of America, Vol. 74, No. 4, pp , August 1984 BY LUCILE M. JONES* ABSTRACT Bulletin f the Seismlgical Sciety f America, Vl. 74, N. 4, pp. 1361-138, August 1984 FORESHOCKS (1966-198) IN THE SAN ANDREAS SYSTEM, CALIFORNIA BY LUCILE M. JONES* ABSTRACT The spatial and tempral distributins

More information

Age Determination of Cod from Otoliths Collected in Divisions 2J, 3K and 3L

Age Determination of Cod from Otoliths Collected in Divisions 2J, 3K and 3L NAFO Sci. Cun. Studies, NO.1: -101 Age Determinatin f Cd frm Otliths Cllected in Divisins J, K and L R. Wells Department f Fisheries and Oceans, Research and Resurce Services P. O. Bx, St. Jhn's, Newfundland,

More information