Group B Heat Flow Across the San Andreas Fault. Chris Trautner Bill Savran

Size: px
Start display at page:

Download "Group B Heat Flow Across the San Andreas Fault. Chris Trautner Bill Savran"

Transcription

1 Group B Heat Flow Across the San Andreas Fault Chris Trautner Bill Savran

2 Outline Background informa?on on the problem: Hea?ng due to fric?onal sliding Shear stress at depth Average stress drop along fault Solu?on of heat equa?on in 2D Fourier series Method of images Compare with Lachenbruch and Sass 1980 Consider hydrothermal hea?ng to explain heat flow anomaly

3 Earthquake Energy Release Energy released during an earthquake should be related to: Size of fault Amount of stress on the fault Displacement of fault E=AτΔ Majority of energy is converted into heat Assuming this heat can be averaged over many cycles, can express heat flow as a func?on of plate velocity E=τV

4 Fault Heat Produc?on Plot of fault heat produc?on q(z)=τv f=0.60 v=5cm/yr Depth from Surface (km) Fault Heat Production (mw/m^2) Seismogenic Depth q(12km)=290 mw/m Heat Generation (mw/m^2)

5 Shear Stress on Fault Typical stress drop during a major earthquake is about 3-5MPa (30-50 bar) About two orders of magnitude lower than shear stresses at the bo_om of the seismogenic zone Fault is not restored to a stress- free state even a`er very large events Fault is under significant shear stress at all?mes

6 Shear Stress on Fault Seismogenic zone: surface to 12 km depth Shear stress is a large por?on of the overburden stress τ(z)=fρ c gz f=0.60 ρ c =2600kg- m - 3 g=9.81m- s - 2 Depth From Surface (km) Shear Stress on Fault Shear Stress (MPa) Seismogenic Depth τ(12km)=183 MPa Shear Stress (MPa)

7 Deriva?on of Heat equa?on Star?ng with the first law of thermodynamics: du = δq +δw Consider the control element: (Conserva?on of Energy) z q z + z q y q y q y + y q x + x q z y x

8 Deriva?on of the Heat equa?on Rewrite using the heat flux through the control element: ρc p (ΔxΔyΔz) dt dt = q x q x +Δx + q y q y +Δy + q z q z+δz Subs?tute in Fourier s Law: + Q(x, y,z,t) ρc p (ΔxΔyΔz) dt dt, + - k(δxδz) T. y, + - k(δxδy) T. z, T = - k(δyδz). x & T ( k(δxδz) y + ' y & T k(δxδy) z + ' ( z & T k(δyδz) x + ' ( x T k(δxδz) y Δy )/ + 0 * 1 T k(δxδy) z Δz )/ * T k(δyδz) x Δx )/ * + 0 1

9 Deriva?on of the Heat equa?on Simplify: ρc p dt dt = x ( k x T x ) y ( k y T y ) z ( k z T z ) + Q(x,z) Assume steady- state and isotropic condi?ons. Q(x,z) 1 k = 2 T x + 2 T 2 z 2 With infinitely long line- source: δ(x)δ(z + a) 1 k = 2 T x + 2 T 2 z 2

10 Equa?on: Solving the Heat equa?on δ(x)δ(z + a) 1 k = 2 T x + 2 T 2 z 2 Boundary Condi?ons: T(x,0) = 0 T(x, ) = 0 T(x, ) = 0

11 Solving the heat equa?on Take Fourier Transform of both sides: I 2 $ % δ(x)δ(z + a) 1 & k ' ( ) = $ 2 T I2 % x + 2 T & 2 z 2 ' ( ) T(k) = e i2πk z a (2π) 2 (k x 2 + k z 2 ) Now we need to perform inverse transforms to get back to spa?al coordinates:

12 Solving the heat equa?on Take inverse transform with respect to k z : T(k x,z) = 1 e i2πkz (z+a ) (2π) 2 (k 2 x + k 2 z ) dk z = e 2π k x (z+a ) (2π) k x Take inverse transform with respect to k x : e 2π k x (z+a) T(x,z) = 2π k x = 1 & ' 2π ln x 2 + (z + a) 2 ( [ ] 1 2 e i2πk xx dk x ) * +

13 Solving the heat equa?on Use method of images to sa?sfy boundary condi?on: T(x,z) = 1 q source 2π k $ % ln x 2 + (z a) 2 & 1 1 [ ] 2 ln[ x 2 + (z + a) 2 ] 2 ' ( ) This solu?on will provide the scalar temperature field from the line- source. We can use this to determine heat- flux at the surface.

14 Temperature Distribu?on Using solu?on for a line source, can solve for temperature distribu?on due to fault heat produc?on First approxima?on: discre?ze into a few line sources Depth from Surface (km) Fault Heat Production (mw/m^2) Seismogenic Depth i q source = d 1 τ(z)dz d 0 Temperature is then the sum of temperature fields due to each line source: Heat Generation (mw/m^2) T tot ( x, z) n := T x, z, a i i = 1 ( )

15 Temperature Distribu?on Temperature distribu?on from discre?zed sources: Sum of infinitesimally small line sources can be described by an integral Heat flow Depth a D=12km T gen ( a, x, z) := 1 q( a) ln ( x) 2 ( z + a) ln ( x) 2 + ( z a) 2 2π k D T tot ( x, z) := T gen ( a, x, z) da

16 Temperature Distribu?on Integral can be evaluated analy?cally or numerically: Highest temperatures are a few km above depth of the seismogenic zone Temperature map meets required boundary condi?ons:

17 Surface Heat Flow Surface heat flow can be found using Fourier s law: Heat Flow Anomaly (mw/m^2) Distance From Fault (km) z- direc?on z- direc?on (surface, f=0.6)

18 Surface Heat Flow - Measurements Measurements of heat flow above San Andreas have been compiled by Lachenbruch and Sass (1980) Measurements are from geographically large area Study from 1973 found San Andreas is within a ~100km- wide band of high heat flow, but there is no thermal anomaly along main heat trace Data have significant sca_er: μ=69.8 mw/m 2 σ=19.8 mw/m 2 Heat flow values are inconsistent with reasonable value of 0.6 assumed for f

19 Surface Heat Flow - Measurements Coefficient of fric?on of 0.4 is consistent with the mean of the data, 0.3 approaches 84 th percen?le of the data Heat Flow Anomaly (mw/m^2) f=0.1 f=0.2 f=0.3 f=0.4 f=0.5 f=0.6 Measurements Distance From Fault (km)

20 Surface Heat Flow - Discussion Turco_e et al (1980), using a more sophis?cated model with bri_le and plas?c zones determined that a coefficient of fric?on of 0.05 would be consistent with no measurable heat flow anomaly Coefficient of fric?on would have to be applicable to depths of 25 to 30 km Turco_e et al propose three possible explana?ons for this Hydrosta?c pressure is nearly equal to the lithosta?c pressure (might give a coefficient of fric?on as low as 0.05, but this situa?on is deemed unlikely) Proposed model is inaccurate perhaps strain in fault system occurs over a broad region? Measurements have failed to iden?fy the heat flow anomaly (groundwater effects) also dismissed as unlikely

21 Surface Heat Flow - Discussion Can determine whether hydrothermal circula?on is even a plausible theory to explain lack of thermal anomaly by removing heat sources to depth d: Heat flow removed by circula?on Depth Heat flow d T gen ( a, x, z) := D=12km 1 q( a) ln ( x) 2 + ( z + a) 2 2π k T tot ( x, z) 1 D := T gen ( a, x, z) 0 2 ln ( x) 2 + ( z a) 2 da 1 2

22 Surface Heat Flow - Discussion Temperature and ver?cal heat flow calcula?ons indicate match to measured values is possible with a depth of heat flow dele?on to about 3.5 km with f=0.6: 150 Surface heat flow (f=0.6, d=3.5km) Measurements Heat flow (mw/m^2) Distance from fault (km)

23 Conclusions Solu?on to infinite plane source of heat with func?onal dependence on z is possible using solu?on to line source Based on reasonable assump?ons regarding coefficient of fric?on, shear stress on the fault, and plate veloci?es, San Andreas should produce a measureable heat anomaly. However, no such anomaly has been measured. Possible explana?ons include: High hydrosta?c stresses which reduce the coefficient of fric?on Hydrothermal effects which dilute or spread the heat anomaly Model errors Based on the simple calcula?ons in this presenta?on, low coefficient of fric?on and hydrothermal circula?on appear to be plausible explana?ons for the lack of a measured heat anomaly

HOMEWORK 3 Draft presentations due November 4 Oral presentations of Group problems, November 6, November 8

HOMEWORK 3 Draft presentations due November 4 Oral presentations of Group problems, November 6, November 8 HOMEWORK 3 Draft presentations due November 4 Oral presentations of Group problems, November 6, November 8 Group A1 Modeling marine magnetic anomalies Write a Matlab program to generate marine magnetic

More information

GG611 Structural Geology Sec1on Steve Martel POST 805

GG611 Structural Geology Sec1on Steve Martel POST 805 GG611 Structural Geology Sec1on Steve Martel POST 805 smartel@hawaii.edu Lecture 5 Mechanics Stress, Strain, and Rheology 11/6/16 GG611 1 Stresses Control How Rock Fractures hkp://hvo.wr.usgs.gov/kilauea/update/images.html

More information

Source parameters II. Stress drop determination Energy balance Seismic energy and seismic efficiency The heat flow paradox Apparent stress drop

Source parameters II. Stress drop determination Energy balance Seismic energy and seismic efficiency The heat flow paradox Apparent stress drop Source parameters II Stress drop determination Energy balance Seismic energy and seismic efficiency The heat flow paradox Apparent stress drop Source parameters II: use of empirical Green function for

More information

Topics. GG612 Structural Geology Sec3on Steve Martel POST 805 Lecture 4 Mechanics: Stress and Elas3city Theory

Topics. GG612 Structural Geology Sec3on Steve Martel POST 805 Lecture 4 Mechanics: Stress and Elas3city Theory GG612 Structural Geology Sec3on Steve Martel POST 805 smartel@hawaii.edu Lecture 4 Mechanics: Stress and Elas3city Theory 11/6/15 GG611 1 Topics 1. Stress vectors (trac3ons) 2. Stress at a point 3. Cauchy

More information

Last week. The diaba)c circula)on. Associated isentropic mass budget in the Middleworld. Possible implica7ons for poten7al vor7city

Last week. The diaba)c circula)on. Associated isentropic mass budget in the Middleworld. Possible implica7ons for poten7al vor7city Aarnout van Delden http://www.staff.science.uu.nl/~delde102/c&hc.htm Diaba%c- Dynamical Interac%on in the General Circula%on (lecture 7) The diaba)c circula)on Associated isentropic mass budget in the

More information

Two common difficul:es with HW 2: Problem 1c: v = r n ˆr

Two common difficul:es with HW 2: Problem 1c: v = r n ˆr Two common difficul:es with HW : Problem 1c: For what values of n does the divergence of v = r n ˆr diverge at the origin? In this context, diverge means becomes arbitrarily large ( goes to infinity ).

More information

Lecture 7 Rolling Constraints

Lecture 7 Rolling Constraints Lecture 7 Rolling Constraints The most common, and most important nonholonomic constraints They cannot be wri5en in terms of the variables alone you must include some deriva9ves The resul9ng differen9al

More information

PART 2. Formalism of rela,vis,c ideal/viscous hydrodynamics

PART 2. Formalism of rela,vis,c ideal/viscous hydrodynamics PART 2 Formalism of rela,vis,c ideal/viscous hydrodynamics Adver&sement: Lecture Notes Hydrodynamics Framework to describe space- &me evolu&on of thermodynamic variables Balance equa&ons (equa&ons of mo&on,

More information

Bellman s Curse of Dimensionality

Bellman s Curse of Dimensionality Bellman s Curse of Dimensionality n- dimensional state space Number of states grows exponen

More information

Lecture 12 The Level Set Approach for Turbulent Premixed Combus=on

Lecture 12 The Level Set Approach for Turbulent Premixed Combus=on Lecture 12 The Level Set Approach for Turbulent Premixed Combus=on 12.- 1 A model for premixed turbulent combus7on, based on the non- reac7ng scalar G rather than on progress variable, has been developed

More information

Qualitative modeling of earthquakes and aseismic slip in the Tohoku-Oki area. Nadia Lapusta, Caltech Hiroyuki Noda, JAMSTEC

Qualitative modeling of earthquakes and aseismic slip in the Tohoku-Oki area. Nadia Lapusta, Caltech Hiroyuki Noda, JAMSTEC Qualitative modeling of earthquakes and aseismic slip in the Tohoku-Oki area Nadia Lapusta, Caltech Hiroyuki Noda, JAMSTEC Constitutive law on the fault: Rate-and-state friction at low slip rates + Potential

More information

Classical Mechanics Lecture 7

Classical Mechanics Lecture 7 Classical Mechanics Lecture 7 Today s Concepts: Work & Kine6c Energy Mechanics Lecture 7, Slide 1 Notices Midterm Exam Friday Feb 8 will cover stuff we do un6l today. 10 mul6ple choice + 2 problems, 2

More information

2. Heat Flow. Ge 163 3/30/15-

2. Heat Flow. Ge 163 3/30/15- 2. Heat Flow Ge 163 3/30/15- Outline 1. Diffusion equation 2. Unsteady solutions 3. Measurement of surface heat flow 4. Fluctuations in surface temperature 5. Overview of heat loss 6. Measurement of heat

More information

Electricity and Magne/sm II

Electricity and Magne/sm II 8.1 Electricity and Magne/sm II Griffiths Chapter 8 Conserva/on Laws Clicker Ques/ons 8.2 The work energy theorem states: W = This theorem is valid f " F net! dl = 1 2 mv 2 f # 1 2 mv i2 i A. only for

More information

Mechanics of Earthquakes and Faulting

Mechanics of Earthquakes and Faulting Mechanics of Earthquakes and Faulting Lecture 18, 16 Nov. 2017 www.geosc.psu.edu/courses/geosc508 Earthquake Magnitude and Moment Brune Stress Drop Seismic Spectra & Earthquake Scaling laws Scaling and

More information

Unravelling earthquake dynamics with SeisSol: Megathrust ruptures, off- fault plas?city and rough faults Elizabeth H.

Unravelling earthquake dynamics with SeisSol: Megathrust ruptures, off- fault plas?city and rough faults Elizabeth H. Unravelling earthquake dynamics with SeisSol: Megathrust ruptures, off- fault plas?city and rough faults Elizabeth H. Madden (Betsy) Stephanie Wollherr, Thomas Ulrich, Alice- Agnes Gabriel 1 Earthquake

More information

Classical Mechanics Lecture 7

Classical Mechanics Lecture 7 Classical Mechanics Lecture 7 UNIT 10: WORK AND ENERGY Approximate Classroom Time: Three 100 minute sessions Today s Concepts: Work & Kine6c Energy ES "Knowing is not enough; we must apply. Willing is

More information

Seismic and aseismic processes in elastodynamic simulations of spontaneous fault slip

Seismic and aseismic processes in elastodynamic simulations of spontaneous fault slip Seismic and aseismic processes in elastodynamic simulations of spontaneous fault slip Most earthquake simulations study either one large seismic event with full inertial effects or long-term slip history

More information

Selec%on fo the Manufacturing Processes

Selec%on fo the Manufacturing Processes Selecon fo te Manufacturing Processes How would we manufacture a mountain bike? Te selec7on of a specific manufacturing process requires te knowledge of te following: (a) How te material performance is

More information

(b) What is the amplitude at the altitude of a satellite of 400 km?

(b) What is the amplitude at the altitude of a satellite of 400 km? Practice final quiz 2015 Geodynamics 2015 1 a) Complete the following table. parameter symbol units temperature T C or K thermal conductivity heat capacity density coefficient of thermal expansion volumetric)

More information

Fric%onal Hea%ng During an Earthquake. Te-Yang Geodynamics HW3 (Group G)

Fric%onal Hea%ng During an Earthquake. Te-Yang Geodynamics HW3 (Group G) Fric%onal Hea%ng During an Earthquake Te-Yang Yeh @ Geodynamics HW3 (Group G) [San Andreas], 2015 Common misconception Some people might think that most of energy generated by an earthquake is released

More information

ECE 8440 Unit 17. Parks- McClellan Algorithm

ECE 8440 Unit 17. Parks- McClellan Algorithm Parks- McClellan Algorithm ECE 8440 Unit 17 The Parks- McClellan Algorithm is a computer method to find the unit sample response h(n for an op=mum FIR filter that sa=sfies the condi=ons of the Alterna=on

More information

23. Disloca0ons. 23. Disloca0ons. I Main Topics

23. Disloca0ons. 23. Disloca0ons. I Main Topics I Main Topics A Disloca0ons and other defects in solids B Significance of disloca0ons C Planar disloca0ons D Displacement and stress fields for a screw disloca0on (mode III) 11/10/16 GG303 1 hhp://volcanoes.usgs.gov/imgs/jpg/photoglossary/fissure4_large.jpg

More information

Reduced Models for Process Simula2on and Op2miza2on

Reduced Models for Process Simula2on and Op2miza2on Reduced Models for Process Simulaon and Opmizaon Yidong Lang, Lorenz T. Biegler and David Miller ESI annual meeng March, 0 Models are mapping Equaon set or Module simulators Input space Reduced model Surrogate

More information

Reversible vs. irreversible processes

Reversible vs. irreversible processes Reversible vs. irreversible processes A reversible process is one for which the final states of the universe (system and environment) are iden

More information

Deriva'on of The Kalman Filter. Fred DePiero CalPoly State University EE 525 Stochas'c Processes

Deriva'on of The Kalman Filter. Fred DePiero CalPoly State University EE 525 Stochas'c Processes Deriva'on of The Kalman Filter Fred DePiero CalPoly State University EE 525 Stochas'c Processes KF Uses State Predic'ons KF es'mates the state of a system Example Measure: posi'on State: [ posi'on velocity

More information

GG612 Lecture 3. Outline

GG612 Lecture 3. Outline GG61 Lecture 3 Strain and Stress Should complete infinitesimal strain by adding rota>on. Outline Matrix Opera+ons Strain 1 General concepts Homogeneous strain 3 Matrix representa>ons 4 Squares of line

More information

Diaba%c-Dynamical Interac%on in the General Circula%on (lecture 2 of BLT&M-2)

Diaba%c-Dynamical Interac%on in the General Circula%on (lecture 2 of BLT&M-2) Diaba%c-Dynamical Interac%on in the General Circula%on (lecture 2 of BLT&M-2) The seasonal cycle of atmospheric temperature, determined by radia%on only, as a func%on pressure, la%tude and %me Radia%ve

More information

Fields, wave and electromagne3c pulses. fields, waves <- > par0cles pulse <- > bunch (finite in 0me),

Fields, wave and electromagne3c pulses. fields, waves <- > par0cles pulse <- > bunch (finite in 0me), Fields, wave and electromagne3c pulses fields, waves par0cles pulse bunch (finite in 0me), 1 Op3cs ray or geometric op0cs: ABCD matrix, wave op0cs (used e.m. field to describe the op0cal field):

More information

Mechanics. Course Overview

Mechanics. Course Overview Mechanics Course Overview Course Overview Mechanics Kinema3cs 8 lessons Introduc3on to Physics (2 lessons) Administra3ve Procedure Introduc3on to Physics SI Units Metric prefixes Vectors (1 lesson) Vector

More information

The Kelvin- wave cascade in the vortex filament model: Controversy over? Jason Laurie Weizmann of Science, Israel

The Kelvin- wave cascade in the vortex filament model: Controversy over? Jason Laurie Weizmann of Science, Israel The Kelvin- wave cascade in the vortex filament model: Controversy over? Jason Laurie Weizmann Ins@tute of Science, Israel In collabora@on with: Andrew Baggaley (Glasgow, UK) 20 September 2013, Université

More information

Dynamic Meteorology - Introduction

Dynamic Meteorology - Introduction Dynamic Meteorology - Introduction Atmospheric dynamics the study of atmospheric motions that are associated with weather and climate We will consider the atmosphere to be a continuous fluid medium, or

More information

Par$cle Astrophysics

Par$cle Astrophysics Par$cle Astrophysics Produc$on (Early Universe) Signatures (Large Scale Structure & CMB) Accelerator Detector Neutrinos and Dark MaCer were produced in the early universe Star$ng Point: Cosmic Photons

More information

Propagation of Error Notes

Propagation of Error Notes Propagation of Error Notes From http://facultyfiles.deanza.edu/gems/lunaeduardo/errorpropagation2a.pdf The analysis of uncertainties (errors) in measurements and calculations is essential in the physics

More information

Heat Transfer There are three mechanisms for the transfer of heat:

Heat Transfer There are three mechanisms for the transfer of heat: Heat Transfer There are three mechanisms for the transfer of heat: Conduction Convection Radiation CONDUCTION is a diffusive process wherein molecules transmit their kinetic energy to other molecules by

More information

Building a con,nent; plate tectonics. GEOL115 Alexander Lusk

Building a con,nent; plate tectonics. GEOL115 Alexander Lusk Building a con,nent; plate tectonics GEOL115 Alexander Lusk Lecture goals: 1. Earth structure (con,nued) 2. Plate boundaries Divergent plate boundaries Convergent plate boundaries Transform boundaries

More information

Classical Mechanics Lecture 7

Classical Mechanics Lecture 7 Classical Mechanics Lecture 7 Today s Concepts: Work & Kine6c Energy Mechanics Lecture 7, Slide 1 Karate Will not do Session 3 of Unit 8. It is a Karate thing. We will only mark Session 2 of unit 8. You

More information

Pressure in stationary and moving fluid Lab- Lab On- On Chip: Lecture 2

Pressure in stationary and moving fluid Lab- Lab On- On Chip: Lecture 2 Pressure in stationary and moving fluid Lab-On-Chip: Lecture Lecture plan what is pressure e and how it s distributed in static fluid water pressure in engineering problems buoyancy y and archimedes law;

More information

Last Time: Chapter 6 Today: Chapter 7

Last Time: Chapter 6 Today: Chapter 7 Last Time: Chapter 6 Today: Chapter 7 Last Time Work done by non- constant forces Work and springs Power Examples Today Poten&al Energy of gravity and springs Forces and poten&al energy func&ons Energy

More information

Mechanics PhD Preliminary Spring 2017

Mechanics PhD Preliminary Spring 2017 Mechanics PhD Preliminary Spring 2017 1. (10 points) Consider a body Ω that is assembled by gluing together two separate bodies along a flat interface. The normal vector to the interface is given by n

More information

Pressure in stationary and moving fluid. Lab-On-Chip: Lecture 2

Pressure in stationary and moving fluid. Lab-On-Chip: Lecture 2 Pressure in stationary and moving fluid Lab-On-Chip: Lecture Fluid Statics No shearing stress.no relative movement between adjacent fluid particles, i.e. static or moving as a single block Pressure at

More information

PHYS1121 and MECHANICS

PHYS1121 and MECHANICS PHYS1121 and 1131 - MECHANICS Lecturer weeks 1-6: John Webb, Dept of Astrophysics, School of Physics Multimedia tutorials www.physclips.unsw.edu.au Where can I find the lecture slides? There will be a

More information

Black Hole Entropy and Thermodynamics of Space=me

Black Hole Entropy and Thermodynamics of Space=me Black Hole Entropy and Thermodynamics of Space=me Ted Jacobson University of Maryland 1 Sadi Carnot How does the maximum efficiency of steam engines depend on the working fluid? Carnot: given the temperatures

More information

Theory and Applica0on of Gas Turbine Systems

Theory and Applica0on of Gas Turbine Systems Theory and Applica0on of Gas Turbine Systems Part IV: Axial and Radial Flow Turbines Munich Summer School at University of Applied Sciences Prof. Kim A. Shollenberger Introduc0on to Turbines Two basic

More information

Black holes in Einstein s gravity and beyond

Black holes in Einstein s gravity and beyond Black holes in Einstein s gravity and beyond Andrei Starinets Rudolf Peierls Centre for Theore=cal Physics University of Oxford 20 September 2014 Outline Gravity and the metric Einstein s equa=ons Symmetry

More information

Example 3.3 Moving-average filter

Example 3.3 Moving-average filter 3.3 Difference Equa/ons for Discrete-Time Systems A Discrete-/me system can be modeled with difference equa3ons involving current, past, or future samples of input and output signals Example 3.3 Moving-average

More information

Modeling radiocarbon in the Earth System. Radiocarbon summer school 2012

Modeling radiocarbon in the Earth System. Radiocarbon summer school 2012 Modeling radiocarbon in the Earth System Radiocarbon summer school 2012 Outline Brief introduc9on to mathema9cal modeling Single pool models Mul9ple pool models Model implementa9on Parameter es9ma9on What

More information

Lecture 4 Introduc-on to Data Flow Analysis

Lecture 4 Introduc-on to Data Flow Analysis Lecture 4 Introduc-on to Data Flow Analysis I. Structure of data flow analysis II. Example 1: Reaching defini?on analysis III. Example 2: Liveness analysis IV. Generaliza?on 15-745: Intro to Data Flow

More information

Green s func+on in LMTO. What they are. What they re good for.

Green s func+on in LMTO. What they are. What they re good for. Green s func+on in LMTO What they are. What they re good for. Dual nature of LMTO: basis set method and mul+ple sca@ering Varia+onal approach: ψ nk = RL nk k C RL χ RL Hψ nk = E nk ψ nk R'L' k χ RL k H

More information

Least Mean Squares Regression. Machine Learning Fall 2017

Least Mean Squares Regression. Machine Learning Fall 2017 Least Mean Squares Regression Machine Learning Fall 2017 1 Lecture Overview Linear classifiers What func?ons do linear classifiers express? Least Squares Method for Regression 2 Where are we? Linear classifiers

More information

Surface force on a volume element.

Surface force on a volume element. STRESS and STRAIN Reading: Section. of Stein and Wysession. In this section, we will see how Newton s second law and Generalized Hooke s law can be used to characterize the response of continuous medium

More information

Turbomachinery & Turbulence. Lecture 2: One dimensional thermodynamics.

Turbomachinery & Turbulence. Lecture 2: One dimensional thermodynamics. Turbomachinery & Turbulence. Lecture 2: One dimensional thermodynamics. F. Ravelet Laboratoire DynFluid, Arts et Metiers-ParisTech February 3, 2016 Control volume Global balance equations in open systems

More information

Developing ENA GMPE s Using Broadband Synthe=c Seismograms from Finite- Fault Simula=ons

Developing ENA GMPE s Using Broadband Synthe=c Seismograms from Finite- Fault Simula=ons Developing ENA GMPE s Using Broadband Synthe=c Seismograms from Finite- Fault Simula=ons Art Frankel U.S. Geological Survey SeaFle, WA NGA- East workshop Oct 29, 2014 From Frankel (2009) 1 ENA broadband

More information

Radiative equilibrium Some thermodynamics review Radiative-convective equilibrium. Goal: Develop a 1D description of the [tropical] atmosphere

Radiative equilibrium Some thermodynamics review Radiative-convective equilibrium. Goal: Develop a 1D description of the [tropical] atmosphere Radiative equilibrium Some thermodynamics review Radiative-convective equilibrium Goal: Develop a 1D description of the [tropical] atmosphere Vertical temperature profile Total atmospheric mass: ~5.15x10

More information

Electricity & Magnetism Lecture 18

Electricity & Magnetism Lecture 18 Electricity & Magnetism ecture 18 Today s Concepts: A) Induc4on B) R Circuits Electricity & Magne4sm ecture 18, Slide 1 Stuff you said.. Will there be more lab ac4vi4es involving oscilloscopes? Unlike

More information

AP Physics C. Electricity and Magne4sm Review

AP Physics C. Electricity and Magne4sm Review AP Physics C Electricity and Magne4sm Review Electrosta4cs 30% Chap 22-25 Charge and Coulomb s Law Electric Field and Electric Poten4al (including point charges) Gauss Law Fields and poten4als of other

More information

Basic Concepts of Strain and Tilt. Evelyn Roeloffs, USGS June 2008

Basic Concepts of Strain and Tilt. Evelyn Roeloffs, USGS June 2008 Basic Concepts of Strain and Tilt Evelyn Roeloffs, USGS June 2008 1 Coordinates Right-handed coordinate system, with positions along the three axes specified by x,y,z. x,y will usually be horizontal, and

More information

ROTATING RING. Volume of small element = Rdθbt if weight density of ring = ρ weight of small element = ρrbtdθ. Figure 1 Rotating ring

ROTATING RING. Volume of small element = Rdθbt if weight density of ring = ρ weight of small element = ρrbtdθ. Figure 1 Rotating ring ROTATIONAL STRESSES INTRODUCTION High centrifugal forces are developed in machine components rotating at a high angular speed of the order of 100 to 500 revolutions per second (rps). High centrifugal force

More information

Lecture 2: Deformation in the crust and the mantle. Read KK&V chapter 2.10

Lecture 2: Deformation in the crust and the mantle. Read KK&V chapter 2.10 Lecture 2: Deformation in the crust and the mantle Read KK&V chapter 2.10 Tectonic plates What are the structure and composi1on of tectonic plates? Crust, mantle, and lithosphere Crust relatively light

More information

ASTRO 310: Galac/c & Extragalac/c Astronomy Prof. Jeff Kenney

ASTRO 310: Galac/c & Extragalac/c Astronomy Prof. Jeff Kenney ASTRO 310: Galac/c & Extragalac/c Astronomy Prof. Jeff Kenney Class 9 September 26, 2018 Introduc/on to Stellar Dynamics: Poten/al Theory & Mass Distribu/ons & Mo/ons Gravity & Stellar Systems ~Only force

More information

Linear Regression and Correla/on. Correla/on and Regression Analysis. Three Ques/ons 9/14/14. Chapter 13. Dr. Richard Jerz

Linear Regression and Correla/on. Correla/on and Regression Analysis. Three Ques/ons 9/14/14. Chapter 13. Dr. Richard Jerz Linear Regression and Correla/on Chapter 13 Dr. Richard Jerz 1 Correla/on and Regression Analysis Correla/on Analysis is the study of the rela/onship between variables. It is also defined as group of techniques

More information

Linear Regression and Correla/on

Linear Regression and Correla/on Linear Regression and Correla/on Chapter 13 Dr. Richard Jerz 1 Correla/on and Regression Analysis Correla/on Analysis is the study of the rela/onship between variables. It is also defined as group of techniques

More information

Methodological Foundations of Biomedical Informatics (BMSC-GA 4449) Optimization

Methodological Foundations of Biomedical Informatics (BMSC-GA 4449) Optimization Methodological Foundations of Biomedical Informatics (BMSCGA 4449) Optimization Op#miza#on A set of techniques for finding the values of variables at which the objec#ve func#on amains its cri#cal (minimal

More information

Numerical Heat and Mass Transfer

Numerical Heat and Mass Transfer Master Degree in Mechanical Engineering Numerical Heat and Mass Transfer 15-Convective Heat Transfer Fausto Arpino f.arpino@unicas.it Introduction In conduction problems the convection entered the analysis

More information

ODEs + Singulari0es + Monodromies + Boundary condi0ons. Kerr BH ScaRering: a systema0c study. Schwarzschild BH ScaRering: Quasi- normal modes

ODEs + Singulari0es + Monodromies + Boundary condi0ons. Kerr BH ScaRering: a systema0c study. Schwarzschild BH ScaRering: Quasi- normal modes Outline Introduc0on Overview of the Technique ODEs + Singulari0es + Monodromies + Boundary condi0ons Results Kerr BH ScaRering: a systema0c study Schwarzschild BH ScaRering: Quasi- normal modes Collabora0on:

More information

P A L A C E P IE R, S T. L E O N A R D S. R a n n o w, q u a r r y. W WALTER CR O TC H, Esq., Local Chairman. E. CO O PER EVANS, Esq.,.

P A L A C E P IE R, S T. L E O N A R D S. R a n n o w, q u a r r y. W WALTER CR O TC H, Esq., Local Chairman. E. CO O PER EVANS, Esq.,. ? ( # [ ( 8? [ > 3 Q [ ««> » 9 Q { «33 Q> 8 \ \ 3 3 3> Q»«9 Q ««« 3 8 3 8 X \ [ 3 ( ( Z ( Z 3( 9 9 > < < > >? 8 98 ««3 ( 98 < # # Q 3 98? 98 > > 3 8 9 9 ««««> 3 «>

More information

The Expanding Universe

The Expanding Universe The Expanding Universe Distance Ladder & Hubble s Law Robertson-Walker metric Friedman equa7ons Einstein De SiKer solu7ons Cosmological distance Observed proper7es of the Universe 1 The distance ladder

More information

Last Time: Finish Ch 5, Start Ch6 Today: Finish Ch 6

Last Time: Finish Ch 5, Start Ch6 Today: Finish Ch 6 Last Time: Finish Ch 5, Start Ch6 Today: Finish Ch 6 Monday Finish Chapter 5 o Circular mo6on o Dynamics of circular mo6on Chapter 6 o Work done by forces o Kine6c energy o Work and KE prelecture Today

More information

Lecture 4. Differential Analysis of Fluid Flow Navier-Stockes equation

Lecture 4. Differential Analysis of Fluid Flow Navier-Stockes equation Lecture 4 Differential Analysis of Fluid Flow Navier-Stockes equation Newton second law and conservation of momentum & momentum-of-momentum A jet of fluid deflected by an object puts a force on the object.

More information

P = 1 3 (σ xx + σ yy + σ zz ) = F A. It is created by the bombardment of the surface by molecules of fluid.

P = 1 3 (σ xx + σ yy + σ zz ) = F A. It is created by the bombardment of the surface by molecules of fluid. CEE 3310 Thermodynamic Properties, Aug. 27, 2010 11 1.4 Review A fluid is a substance that can not support a shear stress. Liquids differ from gasses in that liquids that do not completely fill a container

More information

Geophysics Departmental Exam: 2004 Part 1

Geophysics Departmental Exam: 2004 Part 1 2004 Geophysics Departmental Exam: 2004 Part 1 This section is 90 minutes, closed book, and consists of questions designed to test your knowledge of facts and figures in the geosciences. The focus will

More information

Evolu&on of Speech. 2: An early model of Neanderthals

Evolu&on of Speech. 2: An early model of Neanderthals Evolu&on of Speech 2: An early model of Neanderthals When did we start to speak? Chimpanzees, Gorillas, Orangutans don t speak So most likely our latest common ancestor didn t Can fossils provide an answer?

More information

Quantum mechanics with indefinite causal order

Quantum mechanics with indefinite causal order Quantum mechanics with indefinite causal order Flaminia Giacomini, Esteban Castro- Ruiz, Časlav rukner University of Vienna Ins@tute for Quantum Op@cs and Quantum Informa@on, Vienna Vienna Theory Lunch

More information

Mechanics of Earthquakes and Faulting

Mechanics of Earthquakes and Faulting Mechanics of Earthquakes and Faulting Lecture 16, 9 Nov. 2017 www.geosc.psu.edu/courses/geosc508 Energy Balance of dynamic rupture Crack tip stress field Frictional Rupture Fronts Meet in the lab (522

More information

Scale analysis of the vertical equation of motion:

Scale analysis of the vertical equation of motion: Scale analysis of the vertical equation of motion: As we did with the hz eqns, we do for the vertical to estimate the order of magnitude of Dw/ we take the largest of the terms, Dw -- W/T h UW/L W 2 /H

More information

FRICTIONAL HEATING DURING AN EARTHQUAKE. Kyle Withers Qian Yao

FRICTIONAL HEATING DURING AN EARTHQUAKE. Kyle Withers Qian Yao FRICTIONAL HEATING DURING AN EARTHQUAKE Kyle Withers Qian Yao Temperature Change Along Fault Mode II (plain strain) crack rupturing bilaterally at a constant speed v r Idealize earthquake ruptures as shear

More information

13.7 Power Applied by a Constant Force

13.7 Power Applied by a Constant Force 13.7 Power Applied by a Constant Force Suppose that an applied force F a acts on a body during a time interval Δt, and the displacement of the point of application of the force is in the x -direction by

More information

Computer Vision & Digital Image Processing. Periodicity of the Fourier transform

Computer Vision & Digital Image Processing. Periodicity of the Fourier transform Computer Vision & Digital Image Processing Fourier Transform Properties, the Laplacian, Convolution and Correlation Dr. D. J. Jackson Lecture 9- Periodicity of the Fourier transform The discrete Fourier

More information

Modelling of Equipment, Processes, and Systems

Modelling of Equipment, Processes, and Systems 1 Modelling of Equipment, Processes, and Systems 2 Modelling Tools Simple Programs Spreadsheet tools like Excel Mathema7cal Tools MatLab, Mathcad, Maple, and Mathema7ca Special Purpose Codes Macroflow,

More information

Announcements. Topics: Homework: - sec0ons 1.2, 1.3, and 2.1 * Read these sec0ons and study solved examples in your textbook!

Announcements. Topics: Homework: - sec0ons 1.2, 1.3, and 2.1 * Read these sec0ons and study solved examples in your textbook! Announcements Topics: - sec0ons 1.2, 1.3, and 2.1 * Read these sec0ons and study solved examples in your textbook! Homework: - review lecture notes thoroughly - work on prac0ce problems from the textbook

More information

V (r,t) = i ˆ u( x, y,z,t) + ˆ j v( x, y,z,t) + k ˆ w( x, y, z,t)

V (r,t) = i ˆ u( x, y,z,t) + ˆ j v( x, y,z,t) + k ˆ w( x, y, z,t) IV. DIFFERENTIAL RELATIONS FOR A FLUID PARTICLE This chapter presents the development and application of the basic differential equations of fluid motion. Simplifications in the general equations and common

More information

The San Andreas Fault Observatory at Depth: Recent Site Characterization Studies and the 2.2-Km-Deep Pilot Hole

The San Andreas Fault Observatory at Depth: Recent Site Characterization Studies and the 2.2-Km-Deep Pilot Hole The San Andreas Fault Observatory at Depth: Recent Site Characterization Studies and the 2.2-Km-Deep Pilot Hole Steve Hickman and Bill Ellsworth (USGS) Mark Zoback (Stanford University) and the Pre-EarthScope

More information

Finite Elements for Thermal Analysis

Finite Elements for Thermal Analysis Chapter 4 Finite Elements for Thermal Analysis 4.1 Governing Equations for the Thermal Problem CONSTITUTIVE EQUATIONS Introducing the temperature field T(x i,t ), the heat flux vector q(x i,t) q n (x i,t)

More information

Pu#ng the physics into sea ice parameterisa3ons: a case study (melt ponds)

Pu#ng the physics into sea ice parameterisa3ons: a case study (melt ponds) Pu#ng the physics into sea ice parameterisa3ons: a case study (melt ponds) April 1998 July 1998 Ice Sta3on SHEBA. Canadian Coast Guard icebreaker Des Groseilliers. Danny Feltham Centre for Polar Observa3on

More information

Compe&&ve Kine&c Isotope Effects

Compe&&ve Kine&c Isotope Effects Compe&&ve Kine&c Isotope Effects Absolute Rates: - - - measure rate of H vs. D in separate flasks observa&on of primary KIE is unambiguous evidence for rate- determining C- H cleavage subject to rela&vely

More information

free- electron lasers I (FEL)

free- electron lasers I (FEL) free- electron lasers I (FEL) produc'on of copious radia'on using charged par'cle beam relies on coherence coherence is achieved by insuring the electron bunch length is that desired radia'on wavelength

More information

Wave mo(on in the tropics. Shayne McGregor Lecturer (Climate), EAE, Monash Associate Inves(gator (ARC CSS)

Wave mo(on in the tropics. Shayne McGregor Lecturer (Climate), EAE, Monash Associate Inves(gator (ARC CSS) Wave mo(on in the tropics Shayne McGregor Lecturer (Climate), EAE, Monash Associate Inves(gator (ARC CSS) Equatorially trapped waves The linear SWM Equatorial Kelvin waves Other equatorially trapped waves

More information

Math S1201 Calculus 3 Chapters

Math S1201 Calculus 3 Chapters Math S1201 Calculus 3 Chapters 14.2 14.4 Summer 2015 Instructor: Ilia Vovsha h?p://www.cs.columbia.edu/~vovsha/calc3 1 Outline CH 14.2 MulGvariate FuncGons: Limits and ConGnuity Limits along paths Determining

More information

Introduc)on to Perturba)ons. Ay 127 April 18, 2013

Introduc)on to Perturba)ons. Ay 127 April 18, 2013 Introduc)on to Perturba)ons Ay 127 April 18, 2013 1 Outline 1. Hydrodynamics in an Expanding Universe 2. Linear Perturba)ons in Cold MaHer 3. The Growth Func)on 4. Jeans Length and the Development of Perturba)ons

More information

From the last time, we ended with an expression for the energy equation. u = ρg u + (τ u) q (9.1)

From the last time, we ended with an expression for the energy equation. u = ρg u + (τ u) q (9.1) Lecture 9 9. Administration None. 9. Continuation of energy equation From the last time, we ended with an expression for the energy equation ρ D (e + ) u = ρg u + (τ u) q (9.) Where ρg u changes in potential

More information

NETWORK CALCULATIONS updated 11/5/13 1:02 PM

NETWORK CALCULATIONS updated 11/5/13 1:02 PM NETWORK CALCULATIONS updated 11/5/13 1:02 PM 11/5/13 Network Calcula2ons (c) 2013 H. Zmuda 1 Introductory Comments The typical power transmission network span a large geographic area and involve a large

More information

(5.5) Multistep Methods

(5.5) Multistep Methods (5.5) Mulstep Metods Consider te inial-value problem for te ordinary differenal equaon: y t f t, y, a t b, y a. Let y t be te unique soluon. In Secons 5., 5. and 5.4, one-step numerical metods: Euler Metod,

More information

The BCS Model. Sara Changizi. This presenta5on closely follows parts of chapter 6 in Ring & Schuck The nuclear many body problem.

The BCS Model. Sara Changizi. This presenta5on closely follows parts of chapter 6 in Ring & Schuck The nuclear many body problem. The BCS Model Sara Changizi This presenta5on closely follows parts of chapter 6 in Ring & Schuc The nuclear many body problem. Outline Introduc5on to pairing Essen5al experimental facts The BCS model Pure

More information

Learning about Black- Hole Forma5on by Observing Gravita5onal Waves. Michael Kesden (UT Dallas) PPC 2017 Mee5ng Corpus Chris5, TX May 22, 2017

Learning about Black- Hole Forma5on by Observing Gravita5onal Waves. Michael Kesden (UT Dallas) PPC 2017 Mee5ng Corpus Chris5, TX May 22, 2017 Learning about Black- Hole Forma5on by Observing Gravita5onal Waves Michael Kesden (UT Dallas) PPC 2017 Mee5ng Corpus Chris5, TX May 22, 2017 Outline What are gravita5onal waves (GWs) and how do observatories

More information

Numerical Modelling in Geosciences. Lecture 6 Deformation

Numerical Modelling in Geosciences. Lecture 6 Deformation Numerical Modelling in Geosciences Lecture 6 Deformation Tensor Second-rank tensor stress ), strain ), strain rate ) Invariants quantities independent of the coordinate system): - First invariant trace:!!

More information

Introduction to the FDTD method

Introduction to the FDTD method Introduction to the FDTD method Ilkka Laakso Department of Electrical Engineering and Automa8on Tfy- 99.3227 4.11.2015 Contents Principle of FDTD Deriva8on Basic proper8es Stability Dispersion Boundary

More information

You are responsible for recording your 9 digit PSU Student ID on your scantron form

You are responsible for recording your 9 digit PSU Student ID on your scantron form Tuesday, July 28; 9:35AM 10:50AM in 273 Willard 20 Mul=ple Choice Ques=ons See Folder in Exam Resources Midterm 2 Informa=on You are responsible for recording your 9 digit PSU Student ID on your scantron

More information

12. Stresses and Strains

12. Stresses and Strains 12. Stresses and Strains Finite Element Method Differential Equation Weak Formulation Approximating Functions Weighted Residuals FEM - Formulation Classification of Problems Scalar Vector 1-D T(x) u(x)

More information