The Thermal Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition

Size: px
Start display at page:

Download "The Thermal Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition"

Transcription

1 The Theral Dependence and Urea Concentration Dependence of Rnase A Denaturant Transition Bin LI Departent of Physics & Astronoy, University of Pittsburgh, Pittsburgh, PA 15260, U.S.A Feb.20 th, 2001 Abstract: In this paper, we discuss the unfolding transition of protein Rnase A at soe external potential increasing teperature or urea concentration. We use the change of absorbance as index of denaturant transition, and use therodynaic quantities change to describe the transition in detail. In theral dependence experient, we got the o transition specific heat change of Rnase A is: C = 1.138kCal / ole K, which is closed to the data of quite a few previous experients. p Introduction Ribonuclease A is a very iportant protein, which has been discussed in detail for any years. People are very interested in the internal structures of protein and often asked such kind of questions: What deterines the structure of acroolecules and why should the native structure of Rnase A be ore stable or ore favorable than those of derivatives? We will use Ribonuclease A to study the protein s denaturated transition (fro the folded native state to unfolded denaturant), and try to figure out the essential issues that are related to the stability of protein. There are quite a few different indexes to show the protein transition. Aong the, fluorescence, circular dichrois and absorbance are frequently used ones. Here we will use absorbance as our index to show the Rnase A unfolding transition. We will discuss unfolding transition due to increasing of teperature (theral denaturation) first, eanwhile we will show how different PH values affect our transition curves and the transition therodynaic quantities; secondly, we will discuss about the urea concentration dependence of Rnase A denaturation. Fro the plot Transition of Rnase A at PH 3.5 on the attached Page 13, we can see there is a huge difference of the absorbance in teperature range fro 50 Deg to 65 Deg, and the whole curve can be divided into three different parts: (1) Fro the low

2 teperature to about 50 deg, where the absorbance is high and is a slightly negatively proportional to teperature. This region is called previous transition region. (2) Fro the teperature about 65 deg to higher teperatures, where absorbance is low but slightly positively proportional to teperature. This is called post transition region. (3) The region between the teperature 50 to 65 deg, where there is a steep change of absorbance to teperature, it is called transition region. Now we can use derivative calculation ethod to obtain the teperature where the derivative of absorbance of Rnase A to teperature is axial. This teperature is called T, protein-elting teperature. In fact, this teperature is also the specific teperature where the Gibbs free energy change G = 0. Stabilization Gibbs free energy G is the free energy required to convert protein fro its ordered native conforation state to an unfolded polypeptide chain state, so it is a very iportant quantity for us to pay attention here. Fro the definition of Gibbs free energy for denatured transition, we get G=-T S (for constant pressure), and eanwhile U we know the change of entropy S= R Ln( ), where U and F are the nuber of F icroscopic state of unfolded protein and the nuber of icroscopic state of folded protein respectively. Since we use absorbance as our denaturant index, the U and F ust be related to the absorbance coefficient K, where K could be expressed in ter of f : app f K = 1 f app. f app is the apparent fractional denaturant. If we define y, yf and y U as the absorbance of Rnase for the transition region, pre-transition and post-transition, we y yf have f app =, which is the ratio of the unfolded denatured protein to the total y y U F protein close to the transition region. Input the expression of forula, we will get K = f app in ter of y into the K app yf y. By doing so, we have two assuptions: (1) Protein y yu olecules are in either one of two conforational states folded or unfolded; that is to say, there is no large population of interediates. (2) Reaction is reversible. Previous experients already have shown that those two assuptions are satisfied. Now we have G= - T R Ln [K (y)]. However, we know when the teperature T is very closed to the elting teperature T, G = H T S is approxiately true, H S so we easily get Ln( K) = +. Fro the relation G= H T S, at the R T R H elting teperature T, we have H T S = G = 0, so we get S =, T input it into G= H T S, we see G = H H T T, which shows the

3 negatively linear relationship between G and T when T is closed to the elting teperature T. We will see later, under the condition of different PH values, we will get different elting teperatures T. And we will find out our experiental data of and T are in exactly good linear relationship: H = C p T + H (0), fro the slope of our curve we will get the change of specific heat during the denaturant transition. Fro the graph on the attached Page 8, we find besides the therodynaic denaturation, increasing the concentration of urea will also achieve the sae result. The higher the concentration of urea, the lower the teperature the native Rnase A will denature. Here all the previous calculations are also satisfied, the only difference is the transition here is on longer due to the teperature, but due to the urea concentration. So we will have the relation: Gu, [ urea] = G( H ) [ urea] 2O. During the denaturant transition, we also have the so-called Gibbs-Helholtz T equation: G = H r T S r + CP ( T Tr ) CP [ T Ln( )], which predicted a Tr strong dependence on the teperature of the enthalpy and entropy of hydrophobic interaction. Here the T r is any reference teperature and can be chosen as T, so we will T T get the following forula: G( T ) = H (1 ) + C P ( T T ) C P [ T Ln( )]. T T Now, if we know the accurate values of H, T and C P, we can calculate G(T) at teperature T; on the other hand if we know the values of other quantities, we also can calculate the C P fro this equation. H Experiental ethod and procedures Prepared and titrated the buffer (30M potassiu acetate) to different PH values: 2.0, 2.2, 2.5, 2.8, 3.0, 3.5, 4.0, 4.5, eanwhile diluted Rnase A stock solution into 1.0 g/l and with various PH values: 2.0, 2.2, 2.5, 2.8, 3.0, 3.5, 4.0, 4.5. Put the buffer and Rnase A stock solution into the suitable cells of Cary Spectrophotoeter. After zeroing the instruent, we can use it to process the theral elting curves with different PH values at the wavelength of 287n. After acquiring the experiental data, we use a data processing progra Siga Plot to do calculation and analysis. For urea dependence experient, we prepared a buffer of PH=3.5 with 30M potassiu acetate, then use a urea solution with initial concentration of 10M and ixed it with the appropriate aount of buffer and Rnase A stock solution and titrated to the PH=3.5. We ake Rnase A stock solutions (1g/l) with urea concentrations: 0M, 1M, 2M, 2.5M, 3M, 3.5M, 4M, 4.5M, 5M, 6M, 7M, 8M. Siilarly, we use Spectrophotoeter to get the theral elting curves at different urea concentrations. (Please refer to the plot on the attached Page 8, and you will see the different urea concentrations are atching to different elting curves). Now, if you draw a vertical line at a fixed teperature,

4 you ll get a curve The absorbance of Rnase A vs. Urea concentration at that teperature. (Please see the two plots on the attached Page 9 and Page 10 ). Then, we will still use Siga Plot to do the following calculation! Experiental Data Analysis (1) Theral Melting Experient Fro the attached Page 1, we can see the whole absorbance curve and see the huge change during the transition. We can estiate our transition region at PH 2.2 is fro about T=28 Deg to T=50 Deg, and if we use the derivative ethod, we can obtain the elting teperature is about T =40.46 Deg. In the attached Page 2 and Page 3, we pick up the appropriate ranges for the previous transition region and the post transition region of Rnase A fro the whole elting curves respectively. We let the pre-transition fro T=10 Deg to T=26 Deg, and the post-transition fro T=30 Deg to 50 Deg. And after data processing, we get the fitted curves: Previous Transition: y F = y 0 F 0 U + a T = Post Transition: y = y + b T = T U Then we will go back to the transition region again, this tie we choose a narrower yf y range (fro T=38.5 Deg to T=43 Deg), where all the K value K = is greater than y yu zero. So after that, we can change the unit of teperature fro Deg to K o, and calculate Ln (K), then we will get the curve G vs. T, fro the slope we can get the change of enthalpy during the Rnase A denaturant transition at PH H is about cal/ol (Please see the attached Page 4 ). Nerveless, we can also plot Ln (K) vs. T 1, T fro the slope H R = , we get a close value for H = cal/ol (Attached Page 5 ). So the average H is equal to cal/ol. Then cobining the transition enthalpies H of the other PH values with their corresponding elting teperatures T, we can get a linear regression line: H = C p T + H (0), so fro that we can get the teperature-independent transition specific heat change C = 1.138kCal / ole K p. (Please see the attached Page 6 and Page 7. Meanwhile we also can easily get the conclusion The higher the PH value, the higher the transition teperature, and the larger energy required to ake the transition. ). o

5 (2) Urea Concentration Dependence Experient After finishing the theral elting experient, we begin to deal with the urea dependence of Rnase A transition. Fro the attached Page 8, we can see the denaturant curves of different urea concentration are obviously different. But as the concentration of urea increases, this kind of difference will becoe less apparent and even diinish since ost of Rnase A will becoe denatured at low teperature if the urea concentration is high enough. So we can only get the urea dependence curve in soe sall range where teperature is neither too high nor too low (if teperature is too low, the urea will crystallize; if the teperature is too high, Rnase A has already denatured) and the urea concentration is not too high. Here, our teperature range for the urea dependence experient is fro 16 Deg to 25 Deg. Attached Page 9 and Page 10 show how the Rnase A processes denaturant transition at teperature 17 Deg and 21.5 Deg separately as the concentrations of urea increase. Based on the two plots, in both of these two cases, we can choose the previous transition region as [urea] fro 0.5 M to 3M, and the post transition region as [urea] fro 7M to 8M. After calculation, we will get the following fitted curves for the urea dependence absorbance. (a) At teperature T=17.0 Deg, we have: Pre-transition: y = y + a [ urea] = [ urea] F F U = yu + b [ urea] = Post transition: y [ urea] (b) At teperature T=21.5 Deg, we have: Pre-transition: y = y + a [ urea] = [ urea] F F U = yu + b [ urea] = Post transition: y [ urea] Now we can use the sae ethod as what we have used in the theral elting experient to get the entropy change, enthalpy change, Gibbs free energy change, and so on. Fro the attached Page 11 and Page 12, we can see the urea dependence of Gibbs free energy change during denaturant transition at two different teperatures! And fro the vertical axes intercepts of these two plots, we can get the free energy changes at zero urea concentration are: At teperature 17 Deg : G cal ol At teperature 21.5 Deg : G H O = / 2 H O = cal / 2 Then, we can cobine the urea dependence transition experient data fro other groups, which are using different teperatures. But there is still one ore job for us to do o if we want to get the whole curve of vs. Teperature ( K ). Reeber, we G 2 H O choose PH fixed at 3.5 when we processed the urea dependence elting curves. So in order to get the GH 2 O at high teperature, we have to do the theral dependence transition experient at PH 3.5 again (refer to attached Page 13 ), where the urea ol

6 concentration is zero. After data processing, we get the closed to the elting teperature T (Please refer to the data table on attached page 14, so the teperatures are higher copared to those used in urea dependence experient). On the attached o Page 15, we can see the curve vs. Teperature ( K ) at PH 3.5 for the whole GH 2 O teperature range including both the low teperature (fro urea dependence) and high teperature (fro theral dependence). By using the Gibbs-Helholtz equation: G( T ) = H (1 T T and the known quantities: ) + C P ( T T ) C energy change at different teperature, we can get fitted curve. And we can see the which we obtained fro theral elting curve! P T [ T Ln( T G 2 H O o T = ( K ), H = (Kcal/ol), G(T ) free )] C = 3.695kCal / ole K fro the o p C p here is far fro (by factor 3) the value of C p Discussion and Conclusion Our experient was successful since we see the apparent difference of the absorbance curve of the native state of Rnase A before unfolding transition and of its denatured state after unfolding transition. And we also calculated the transition therodynaic quantities for different cases. Most of our experiental data were good and reasonable, except the data of at PH 3.5 vs. Urea Concentration, where our GH 2 O experiental data were walking off the expectation values. After fitting the curve, we o obtained specific heat change C = 3.695kCal / ole K, which is quite different with p which we got in PH dependence experient. As we know, the forer specific heat o change C = 1.138kCal / ole K has already been proved, so it deonstrated the p second set of data is bad. And the large experiental data deviation is the ain reason. So accurate easureent and correct data analysis ethod are two essential factors to ake experient successful and get good experiental data. More-over, fro the absorbance curve on the attached Page 16 and attached Page 17, we can see there is a blue shift for the peak position of the PH 3.5, 8M urea copared with that of PH 3.5, 4M urea. We will discuss the reason briefly. Rnase A has 6 tyrosine, three of the are exposed to solvent; three are buried. Aong the three buried tyrosine, two are fully buried in the interior, and the other one is less buried. Various urea concentrations will result in exposing different nubers of buried tyrosine. 8M urea plus 3.5 PH will expose all the three buried tyrosines, but the 4M urea at PH 3.5 can only expose the buried tyrosine residue partially. So due to different internal structure, the absorbance curve ust be different. The larger nuber of exposed buried tyrosine case will contribute ore energy for absorbance through additional dipole oentu, so we can see this blue shift. Coparing the two plots on the

7 attached Page 18 and Page 19, we can presuably ake a conclusion: Under the condition of larger PH value, we will get a larger absorbance difference between the native state and denaturant state. Acknowledgeent This experient was perfored in the laboratory of Professor Jen-Jacobson, Dept. of Biological Science, Univ. of Pittsburgh. The siulation work was done in the departent coputational lab. Many thanks to Professor Jen-Jacobson and her graduate student Ms Arabela Grigorescu s nice tutoring and discussion.

8

9

10

11

12

13

14

15

16

17

18

19

20

21

22

23

24

25

26

27

28

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers

Ocean 420 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers Ocean 40 Physical Processes in the Ocean Project 1: Hydrostatic Balance, Advection and Diffusion Answers 1. Hydrostatic Balance a) Set all of the levels on one of the coluns to the lowest possible density.

More information

AP Physics Thermodynamics Wrap-up

AP Physics Thermodynamics Wrap-up AP Physics herodynaics Wrap-up Here are your basic equations for therodynaics. here s a bunch of the. 3 his equation converts teperature fro Fahrenheit to Celsius. his is the rate of heat transfer for

More information

PHY 171. Lecture 14. (February 16, 2012)

PHY 171. Lecture 14. (February 16, 2012) PHY 171 Lecture 14 (February 16, 212) In the last lecture, we looked at a quantitative connection between acroscopic and icroscopic quantities by deriving an expression for pressure based on the assuptions

More information

BALLISTIC PENDULUM. EXPERIMENT: Measuring the Projectile Speed Consider a steel ball of mass

BALLISTIC PENDULUM. EXPERIMENT: Measuring the Projectile Speed Consider a steel ball of mass BALLISTIC PENDULUM INTRODUCTION: In this experient you will use the principles of conservation of oentu and energy to deterine the speed of a horizontally projected ball and use this speed to predict the

More information

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon

Model Fitting. CURM Background Material, Fall 2014 Dr. Doreen De Leon Model Fitting CURM Background Material, Fall 014 Dr. Doreen De Leon 1 Introduction Given a set of data points, we often want to fit a selected odel or type to the data (e.g., we suspect an exponential

More information

All Excuses must be taken to 233 Loomis before 4:15, Monday, April 30.

All Excuses must be taken to 233 Loomis before 4:15, Monday, April 30. Miscellaneous Notes he end is near don t get behind. All Excuses ust be taken to 233 Loois before 4:15, Monday, April 30. he PHYS 213 final exa ties are * 8-10 AM, Monday, May 7 * 8-10 AM, uesday, May

More information

Molecular Speeds. Real Gasses. Ideal Gas Law. Reasonable. Why the breakdown? P-V Diagram. Using moles. Using molecules

Molecular Speeds. Real Gasses. Ideal Gas Law. Reasonable. Why the breakdown? P-V Diagram. Using moles. Using molecules Kinetic Theory of Gases Connect icroscopic properties (kinetic energy and oentu) of olecules to acroscopic state properties of a gas (teperature and pressure). P v v 3 3 3 But K v and P kt K v kt Teperature

More information

Kinetic Molecular Theory of Ideal Gases

Kinetic Molecular Theory of Ideal Gases Lecture -3. Kinetic Molecular Theory of Ideal Gases Last Lecture. IGL is a purely epirical law - solely the consequence of experiental obserations Explains the behaior of gases oer a liited range of conditions.

More information

Physics 2107 Oscillations using Springs Experiment 2

Physics 2107 Oscillations using Springs Experiment 2 PY07 Oscillations using Springs Experient Physics 07 Oscillations using Springs Experient Prelab Read the following bacground/setup and ensure you are failiar with the concepts and theory required for

More information

MAKE SURE TA & TI STAMPS EVERY PAGE BEFORE YOU START

MAKE SURE TA & TI STAMPS EVERY PAGE BEFORE YOU START Laboratory Section: Last Revised on Deceber 15, 2014 Partners Naes: Grade: EXPERIMENT 8 Electron Beas 0. Pre-Laboratory Work [2 pts] 1. Nae the 2 forces that are equated in order to derive the charge to

More information

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair

A Simplified Analytical Approach for Efficiency Evaluation of the Weaving Machines with Automatic Filling Repair Proceedings of the 6th SEAS International Conference on Siulation, Modelling and Optiization, Lisbon, Portugal, Septeber -4, 006 0 A Siplified Analytical Approach for Efficiency Evaluation of the eaving

More information

6.2 Grid Search of Chi-Square Space

6.2 Grid Search of Chi-Square Space 6.2 Grid Search of Chi-Square Space exaple data fro a Gaussian-shaped peak are given and plotted initial coefficient guesses are ade the basic grid search strateg is outlined an actual anual search is

More information

ln P 1 saturation = T ln P 2 saturation = T

ln P 1 saturation = T ln P 2 saturation = T More Tutorial at www.littledubdoctor.co Physical Cheistry Answer each question in the space provided; use back of page if extra space is needed. Answer questions so the grader can READILY understand your

More information

Recommended Reading. Entropy/Second law Thermodynamics

Recommended Reading. Entropy/Second law Thermodynamics Lecture 7. Entropy and the second law of therodynaics. Recoended Reading Entropy/econd law herodynaics http://en wikipedia http://en.wikipedia.org/wiki/entropy http://2ndlaw.oxy.edu/index.htl. his site

More information

COS 424: Interacting with Data. Written Exercises

COS 424: Interacting with Data. Written Exercises COS 424: Interacting with Data Hoework #4 Spring 2007 Regression Due: Wednesday, April 18 Written Exercises See the course website for iportant inforation about collaboration and late policies, as well

More information

Name: Partner(s): Date: Angular Momentum

Name: Partner(s): Date: Angular Momentum Nae: Partner(s): Date: Angular Moentu 1. Purpose: In this lab, you will use the principle of conservation of angular oentu to easure the oent of inertia of various objects. Additionally, you develop a

More information

1 (40) Gravitational Systems Two heavy spherical (radius 0.05R) objects are located at fixed positions along

1 (40) Gravitational Systems Two heavy spherical (radius 0.05R) objects are located at fixed positions along (40) Gravitational Systes Two heavy spherical (radius 0.05) objects are located at fixed positions along 2M 2M 0 an axis in space. The first ass is centered at r = 0 and has a ass of 2M. The second ass

More information

OStudy of Real Gas Behavior: Ideality of CO 2 Gas

OStudy of Real Gas Behavior: Ideality of CO 2 Gas OStudy of Real Gas Behavior: Ideality of CO Gas Subitted: March, 014 CHEM 457, Section Departent of Cheistry, The Pennsylvania State University, University Park, PA 1680 Jessica Slavejkov Bashayer Aldakkan,

More information

Measuring Temperature with a Silicon Diode

Measuring Temperature with a Silicon Diode Measuring Teperature with a Silicon Diode Due to the high sensitivity, nearly linear response, and easy availability, we will use a 1N4148 diode for the teperature transducer in our easureents 10 Analysis

More information

Analysis of Two-State Folding Using Parabolic Approximation I: Hypothesis

Analysis of Two-State Folding Using Parabolic Approximation I: Hypothesis Analysis of Two-State Folding Using Parabolic Approxiation I: Hypothesis AUTHOR NAME: Robert S. Sade AUTHOR ADDRESS: Vinkensteynstraat 18, 56 TV, Den Haag, Netherlands AUTHOR EMAIL ADDRESS: robert.sade@gail.co

More information

Kinetic Molecular Theory of. IGL is a purely empirical law - solely the

Kinetic Molecular Theory of. IGL is a purely empirical law - solely the Lecture -3. Kinetic Molecular Theory of Ideal Gases Last Lecture. IGL is a purely epirical law - solely the consequence of experiental obserations Explains the behaior of gases oer a liited range of conditions.

More information

( )( )( )( )( ) University of Washington Department of Chemistry Chemistry 452/456 Summer Quarter 2010

( )( )( )( )( ) University of Washington Department of Chemistry Chemistry 452/456 Summer Quarter 2010 Hoework Assignent 4: Due at 5 p.. 7/9/ Text Probles: 6.4, 6.9, 6, 6.3 University o Washington Departent o Cheistry Cheistry 45/456 Suer Quarter P6.9) Jaes Watt once observed that a hard-working horse can

More information

GAUTENG DEPARTMENT OF EDUCATION SENIOR SECONDARY INTERVENTION PROGRAMME. PHYSICAL SCIENCE Grade 11 SESSION 11 (LEARNER NOTES)

GAUTENG DEPARTMENT OF EDUCATION SENIOR SECONDARY INTERVENTION PROGRAMME. PHYSICAL SCIENCE Grade 11 SESSION 11 (LEARNER NOTES) PYSICAL SCIENCE Grade 11 SESSION 11 (LEARNER NOTES) MOLE CONCEPT, STOICIOMETRIC CALCULATIONS Learner Note: The ole concept is carried forward to calculations in the acid and base section, as well as in

More information

Part I: How Dense Is It? Fundamental Question: What is matter, and how do we identify it?

Part I: How Dense Is It? Fundamental Question: What is matter, and how do we identify it? Part I: How Dense Is It? Fundaental Question: What is atter, and how do we identify it? 1. What is the definition of atter? 2. What do you think the ter ass per unit volue eans? 3. Do you think that a

More information

In the session you will be divided into groups and perform four separate experiments:

In the session you will be divided into groups and perform four separate experiments: Mechanics Lab (Civil Engineers) Nae (please print): Tutor (please print): Lab group: Date of lab: Experients In the session you will be divided into groups and perfor four separate experients: (1) air-track

More information

Statistical properties of contact maps

Statistical properties of contact maps PHYSICAL REVIEW E VOLUME 59, NUMBER 1 JANUARY 1999 Statistical properties of contact aps Michele Vendruscolo, 1 Balakrishna Subraanian, 2 Ido Kanter, 3 Eytan Doany, 1 and Joel Lebowitz 2 1 Departent of

More information

The Chebyshev Matching Transformer

The Chebyshev Matching Transformer /9/ The Chebyshev Matching Transforer /5 The Chebyshev Matching Transforer An alternative to Binoial (Maxially Flat) functions (and there are any such alternatives!) are Chebyshev polynoials. Pafnuty Chebyshev

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 17th February 2010 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion

More information

1 Brownian motion and the Langevin equation

1 Brownian motion and the Langevin equation Figure 1: The robust appearance of Robert Brown (1773 1858) 1 Brownian otion and the Langevin equation In 1827, while exaining pollen grains and the spores of osses suspended in water under a icroscope,

More information

Exploration of the Glycine Residues Essential for NAD + -binding of Bacillus licheniformis Aldehyde Dehydrogenase

Exploration of the Glycine Residues Essential for NAD + -binding of Bacillus licheniformis Aldehyde Dehydrogenase 2012 International Conference on Environent, Energy and Biotechnology IPCBEE vol.33 (2012) (2012) IACSI Press, Singapore Exploration of the Glycine Residues Essential for AD + -binding of Bacillus licheniforis

More information

5.60 Thermodynamics & Kinetics Spring 2008

5.60 Thermodynamics & Kinetics Spring 2008 MIT OpenCourseWare http://ocw.it.edu 5.60 Therodynaics & Kinetics Spring 2008 For inforation about citing these aterials or our Ters of Use, visit: http://ocw.it.edu/ters. 1 Enzye Catalysis Readings: SAB,

More information

Some Perspective. Forces and Newton s Laws

Some Perspective. Forces and Newton s Laws Soe Perspective The language of Kineatics provides us with an efficient ethod for describing the otion of aterial objects, and we ll continue to ake refineents to it as we introduce additional types of

More information

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 22 Oct 1998

arxiv:cond-mat/ v1 [cond-mat.stat-mech] 22 Oct 1998 arxiv:cond-at/9810285v1 [cond-at.stat-ech] 22 Oct 1998 Statistical Properties of Contact Maps Michele Vendruscolo (1), Balakrishna Subraanian (2), Ido Kanter (3), Eytan Doany (1) and Joel Lebowitz (2)

More information

SOLVING LITERAL EQUATIONS. Bundle 1: Safety & Process Skills

SOLVING LITERAL EQUATIONS. Bundle 1: Safety & Process Skills SOLVING LITERAL EQUATIONS Bundle 1: Safety & Process Skills Solving Literal Equations An equation is a atheatical sentence with an equal sign. The solution of an equation is a value for a variable that

More information

1. Which two values of temperature are equivalent to the nearest degree when measured on the Kelvin and on the

1. Which two values of temperature are equivalent to the nearest degree when measured on the Kelvin and on the . Whih two values of teperature are equivalent to the nearest degree when easured on the Kelvin and on the Celsius sales of teperature? Kelvin sale Celsius sale A. 40 33 B. 273 00 C. 33 40 D. 373 0 2.

More information

Kinetic Theory of Gases: Elementary Ideas

Kinetic Theory of Gases: Elementary Ideas Kinetic Theory of Gases: Eleentary Ideas 9th February 011 1 Kinetic Theory: A Discussion Based on a Siplified iew of the Motion of Gases 1.1 Pressure: Consul Engel and Reid Ch. 33.1) for a discussion of

More information

Classical systems in equilibrium

Classical systems in equilibrium 35 Classical systes in equilibriu Ideal gas Distinguishable particles Here we assue that every particle can be labeled by an index i... and distinguished fro any other particle by its label if not by any

More information

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY?

COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Kragujevac J. Sci. 3 (8) 3-44. UDC 53.35 3 COULD A VARIABLE MASS OSCILLATOR EXHIBIT THE LATERAL INSTABILITY? Nebojša Danilović, Milan Kovačević and Vukota Babović Institute of Physics, Faculty of Science,

More information

A Note on Scheduling Tall/Small Multiprocessor Tasks with Unit Processing Time to Minimize Maximum Tardiness

A Note on Scheduling Tall/Small Multiprocessor Tasks with Unit Processing Time to Minimize Maximum Tardiness A Note on Scheduling Tall/Sall Multiprocessor Tasks with Unit Processing Tie to Miniize Maxiu Tardiness Philippe Baptiste and Baruch Schieber IBM T.J. Watson Research Center P.O. Box 218, Yorktown Heights,

More information

Chapter 4: Hypothesis of Diffusion-Limited Growth

Chapter 4: Hypothesis of Diffusion-Limited Growth Suary This section derives a useful equation to predict quantu dot size evolution under typical organoetallic synthesis conditions that are used to achieve narrow size distributions. Assuing diffusion-controlled

More information

Analysis of Two-State Folding Using Parabolic Approximation II: Temperature-Dependence

Analysis of Two-State Folding Using Parabolic Approximation II: Temperature-Dependence Analysis of wo-tate Folding Using Parabolic Approxiation II: eperature-dependence AUHOR NAME: Robert. ade AUHOR ADDRE: Vinkensteynstraat 18, 56 V, Den Haag, Netherlands AUHOR EMAIL ADDRE: robert.sade@gail.co

More information

LAB MECH8.COMP From Physics with Computers, Vernier Software & Technology, 2003.

LAB MECH8.COMP From Physics with Computers, Vernier Software & Technology, 2003. LAB MECH8.COMP Fro Physics with Coputers, Vernier Software & Technology, 003. INTRODUCTION You have probably watched a ball roll off a table and strike the floor. What deterines where it will land? Could

More information

P (t) = P (t = 0) + F t Conclusion: If we wait long enough, the velocity of an electron will diverge, which is obviously impossible and wrong.

P (t) = P (t = 0) + F t Conclusion: If we wait long enough, the velocity of an electron will diverge, which is obviously impossible and wrong. 4 Phys520.nb 2 Drude theory ~ Chapter in textbook 2.. The relaxation tie approxiation Here we treat electrons as a free ideal gas (classical) 2... Totally ignore interactions/scatterings Under a static

More information

Optimizing energy potentials for success in protein tertiary structure prediction Ting-Lan Chiu 1 and Richard A Goldstein 1,2

Optimizing energy potentials for success in protein tertiary structure prediction Ting-Lan Chiu 1 and Richard A Goldstein 1,2 Research Paper 223 Optiizing energy potentials for success in protein tertiary structure prediction Ting-Lan Chiu 1 and Richard A Goldstein 1,2 Background: Success in solving the protein structure prediction

More information

Multiscale Entropy Analysis: A New Method to Detect Determinism in a Time. Series. A. Sarkar and P. Barat. Variable Energy Cyclotron Centre

Multiscale Entropy Analysis: A New Method to Detect Determinism in a Time. Series. A. Sarkar and P. Barat. Variable Energy Cyclotron Centre Multiscale Entropy Analysis: A New Method to Detect Deterinis in a Tie Series A. Sarkar and P. Barat Variable Energy Cyclotron Centre /AF Bidhan Nagar, Kolkata 700064, India PACS nubers: 05.45.Tp, 89.75.-k,

More information

PY /005 Practice Test 1, 2004 Feb. 10

PY /005 Practice Test 1, 2004 Feb. 10 PY 205-004/005 Practice Test 1, 2004 Feb. 10 Print nae Lab section I have neither given nor received unauthorized aid on this test. Sign ature: When you turn in the test (including forula page) you ust

More information

a a a a a a a m a b a b

a a a a a a a m a b a b Algebra / Trig Final Exa Study Guide (Fall Seester) Moncada/Dunphy Inforation About the Final Exa The final exa is cuulative, covering Appendix A (A.1-A.5) and Chapter 1. All probles will be ultiple choice

More information

Modelling diabatic atmospheric boundary layer using a RANS-CFD code with a k-ε turbulence closure F. VENDEL

Modelling diabatic atmospheric boundary layer using a RANS-CFD code with a k-ε turbulence closure F. VENDEL Modelling diabatic atospheric boundary layer using a RANS-CFD code with a k-ε turbulence closure F. VENDEL Florian Vendel 1, Guillevic Laaison 1, Lionel Soulhac 1, Ludovic Donnat 2, Olivier Duclaux 2,

More information

Non-Parametric Non-Line-of-Sight Identification 1

Non-Parametric Non-Line-of-Sight Identification 1 Non-Paraetric Non-Line-of-Sight Identification Sinan Gezici, Hisashi Kobayashi and H. Vincent Poor Departent of Electrical Engineering School of Engineering and Applied Science Princeton University, Princeton,

More information

Fast Montgomery-like Square Root Computation over GF(2 m ) for All Trinomials

Fast Montgomery-like Square Root Computation over GF(2 m ) for All Trinomials Fast Montgoery-like Square Root Coputation over GF( ) for All Trinoials Yin Li a, Yu Zhang a, a Departent of Coputer Science and Technology, Xinyang Noral University, Henan, P.R.China Abstract This letter

More information

Virtual physics laboratory for distance learning developed in the frame of the VccSSe European project

Virtual physics laboratory for distance learning developed in the frame of the VccSSe European project Virtual physics laboratory for distance learning developed in the frae of the VccSSe European project W. Tlaczala 1*, M. Zareba 1, A. Zagorski 1 and G. Gorghiu 1 Faculty of Physics, Warsaw University of

More information

Lecture #8-3 Oscillations, Simple Harmonic Motion

Lecture #8-3 Oscillations, Simple Harmonic Motion Lecture #8-3 Oscillations Siple Haronic Motion So far we have considered two basic types of otion: translation and rotation. But these are not the only two types of otion we can observe in every day life.

More information

PhysicsAndMathsTutor.com

PhysicsAndMathsTutor.com . A raindrop falls vertically under gravity through a cloud. In a odel of the otion the raindrop is assued to be spherical at all ties and the cloud is assued to consist of stationary water particles.

More information

The ballistic pendulum

The ballistic pendulum (ta initials) first nae (print) last nae (print) brock id (ab17cd) (lab date) Experient 4 The ballistic pendulu In this Experient you will learn how to deterine the speed of a projectile as well as the

More information

National 5 Summary Notes

National 5 Summary Notes North Berwick High School Departent of Physics National 5 Suary Notes Unit 3 Energy National 5 Physics: Electricity and Energy 1 Throughout the Course, appropriate attention should be given to units, prefixes

More information

KINETIC THEORY. Contents

KINETIC THEORY. Contents KINETIC THEORY This brief paper on inetic theory deals with three topics: the hypotheses on which the theory is founded, the calculation of pressure and absolute teperature of an ideal gas and the principal

More information

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators

Supplementary Information for Design of Bending Multi-Layer Electroactive Polymer Actuators Suppleentary Inforation for Design of Bending Multi-Layer Electroactive Polyer Actuators Bavani Balakrisnan, Alek Nacev, and Elisabeth Sela University of Maryland, College Park, Maryland 074 1 Analytical

More information

(From the Gates Chemical Laboratory, California Institute of Technology, Pasadena.)

(From the Gates Chemical Laboratory, California Institute of Technology, Pasadena.) AMPHOTERIC BEHAVIOR OF COMPLEX SYSTEMS. IV. NOTE ON THE ISOELECTRIC POINT AND IONIZATION CONSTANTS OF SULFANILIC ACID,* BY ALLEN E. STEARN. (Fro the Gates Cheical Laboratory, California Institute of Technology,

More information

A Simple Regression Problem

A Simple Regression Problem A Siple Regression Proble R. M. Castro March 23, 2 In this brief note a siple regression proble will be introduced, illustrating clearly the bias-variance tradeoff. Let Y i f(x i ) + W i, i,..., n, where

More information

8.1 Force Laws Hooke s Law

8.1 Force Laws Hooke s Law 8.1 Force Laws There are forces that don't change appreciably fro one instant to another, which we refer to as constant in tie, and forces that don't change appreciably fro one point to another, which

More information

Analyzing Simulation Results

Analyzing Simulation Results Analyzing Siulation Results Dr. John Mellor-Cruey Departent of Coputer Science Rice University johnc@cs.rice.edu COMP 528 Lecture 20 31 March 2005 Topics for Today Model verification Model validation Transient

More information

CHAPTER ONE. Physics and the Life Sciences

CHAPTER ONE. Physics and the Life Sciences Solution anual for Physics for the Life Sciences 2nd Edition by Allang Link download full: http://testbankair.co/download/solution-anual-forphysics-for-the-life-sciences-2nd-edition-by-allang/ CHAPTER

More information

A Pulley System Apparatus for a Laboratory Experience in Dynamics

A Pulley System Apparatus for a Laboratory Experience in Dynamics A Pulley Syste Apparatus for a Laboratory Experience in Dynaics Chris J. Kobus and Yin-Ping Chang Oakland University, Rochester, MI 48309-4478 Eail: cjkobus@oakland.edu Abstract This paper describes a

More information

I affirm that I have never given nor received aid on this examination. I understand that cheating in the exam will result in a grade F for the class.

I affirm that I have never given nor received aid on this examination. I understand that cheating in the exam will result in a grade F for the class. Che340 hysical Cheistry for Biocheists Exa 3 Apr 5, 0 Your Nae _ I affir that I have never given nor received aid on this exaination. I understand that cheating in the exa will result in a grade F for

More information

Thermodynamics. Temperature Scales Fahrenheit: t F. Thermal Expansion and Strss. Temperature and Thermal Equilibrium

Thermodynamics. Temperature Scales Fahrenheit: t F. Thermal Expansion and Strss. Temperature and Thermal Equilibrium herodynaics Fro the Greek theros eaning heat and dynais eaning power is a branch of physics that studies the effects of changes in teperature, pressure, and volue on physical systes at the acroscopic scale

More information

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period

An Approximate Model for the Theoretical Prediction of the Velocity Increase in the Intermediate Ballistics Period An Approxiate Model for the Theoretical Prediction of the Velocity... 77 Central European Journal of Energetic Materials, 205, 2(), 77-88 ISSN 2353-843 An Approxiate Model for the Theoretical Prediction

More information

ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS. A Thesis. Presented to. The Faculty of the Department of Mathematics

ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS. A Thesis. Presented to. The Faculty of the Department of Mathematics ESTIMATING AND FORMING CONFIDENCE INTERVALS FOR EXTREMA OF RANDOM POLYNOMIALS A Thesis Presented to The Faculty of the Departent of Matheatics San Jose State University In Partial Fulfillent of the Requireents

More information

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009

THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS = (1) ln = COMPOSITES & POLYCON 2009 Aerican Coposites Manufacturers Association January 15-17, 29 Tapa, FL USA Abstract THERMAL ENDURANCE OF UNREINFORCED UNSATURATED POLYESTERS AND VINYL ESTER RESINS by Thore M. Klaveness, Reichhold AS In

More information

Chapter 8 Deflection. Structural Mechanics 2 Dept of Architecture

Chapter 8 Deflection. Structural Mechanics 2 Dept of Architecture Chapter 8 Deflection Structural echanics Dept of rchitecture Outline Deflection diagras and the elastic curve Elastic-bea theory The double integration ethod oent-area theores Conjugate-bea ethod 8- Deflection

More information

Ch 12: Variations on Backpropagation

Ch 12: Variations on Backpropagation Ch 2: Variations on Backpropagation The basic backpropagation algorith is too slow for ost practical applications. It ay take days or weeks of coputer tie. We deonstrate why the backpropagation algorith

More information

= (-22) = +2kJ /mol

= (-22) = +2kJ /mol Lecture 8: Thermodynamics & Protein Stability Assigned reading in Campbell: Chapter 4.4-4.6 Key Terms: DG = -RT lnk eq = DH - TDS Transition Curve, Melting Curve, Tm DH calculation DS calculation van der

More information

1 Proof of learning bounds

1 Proof of learning bounds COS 511: Theoretical Machine Learning Lecturer: Rob Schapire Lecture #4 Scribe: Akshay Mittal February 13, 2013 1 Proof of learning bounds For intuition of the following theore, suppose there exists a

More information

CHEM 305 Solutions for assignment #2

CHEM 305 Solutions for assignment #2 CHEM 05 Solutions for assignent #. (a) Starting fro C C show that C C Substitute the result into the original expression for C C : C C (b) Using the result fro (a), evaluate C C for an ideal gas. a. Both

More information

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta

USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS. By: Ian Blokland, Augustana Campus, University of Alberta 1 USEFUL HINTS FOR SOLVING PHYSICS OLYMPIAD PROBLEMS By: Ian Bloland, Augustana Capus, University of Alberta For: Physics Olypiad Weeend, April 6, 008, UofA Introduction: Physicists often attept to solve

More information

EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE

EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE EFFECT OF SURFACE ASPERITY TRUNCATION ON THERMAL CONTACT CONDUCTANCE Fernando H. Milanez *, M. M. Yovanovich, J. R. Culha Microelectronics Heat Transfer Laboratory Departent of Mechanical Engineering University

More information

Phys463.nb. Many electrons in 1D at T = 0. For a large system (L ), ΕF =? (6.7) The solutions of this equation are plane waves (6.

Phys463.nb. Many electrons in 1D at T = 0. For a large system (L ), ΕF =? (6.7) The solutions of this equation are plane waves (6. â â x Ψn Hx Ε Ψn Hx 35 (6.7) he solutions of this equation are plane waves Ψn Hx A exphä n x (6.8) he eigen-energy Εn is n (6.9) Εn For a D syste with length and periodic boundary conditions, Ψn Hx Ψn

More information

Title. Author(s)Izumida, Yuki; Okuda, Koji. CitationPhysical review E, 80(2): Issue Date Doc URL. Rights. Type.

Title. Author(s)Izumida, Yuki; Okuda, Koji. CitationPhysical review E, 80(2): Issue Date Doc URL. Rights. Type. Title Onsager coefficients of a finite-tie Carnot cycle Author(s)Izuida, Yuki; Okuda, Koji CitationPhysical review E, 80(2): 021121 Issue Date 2009-08 Doc URL http://hdl.handle.net/2115/39348 Rights 2009

More information

First of all, because the base kets evolve according to the "wrong sign" Schrödinger equation (see pp ),

First of all, because the base kets evolve according to the wrong sign Schrödinger equation (see pp ), HW7.nb HW #7. Free particle path integral a) Propagator To siplify the notation, we write t t t, x x x and work in D. Since x i, p j i i j, we can just construct the 3D solution. First of all, because

More information

EXPLORING PHASE SPACES OF BIOMOLECULES WITH MONTE CARLO METHODS

EXPLORING PHASE SPACES OF BIOMOLECULES WITH MONTE CARLO METHODS Journal of Optoelectronics and Advanced Materials Vol. 7, o. 3, June 2005, p. 1563-1571 EXPLORIG PHASE SPACES OF BIOMOLECULES WITH MOTE CARLO METHODS A. Bu u * ational Institute for Research and Developent

More information

3D acoustic wave modeling with a time-space domain dispersion-relation-based Finite-difference scheme

3D acoustic wave modeling with a time-space domain dispersion-relation-based Finite-difference scheme P-8 3D acoustic wave odeling with a tie-space doain dispersion-relation-based Finite-difference schee Yang Liu * and rinal K. Sen State Key Laboratory of Petroleu Resource and Prospecting (China University

More information

q m of Electron Jeffrey Sharkey, Spring 2006

q m of Electron Jeffrey Sharkey, Spring 2006 of Electron Jeffrey Sharkey, Spring 2006 Phys. 2033: Quantu Lab 1 Purpose To observe and easure the eleentary ratio of electrons. 2 Methodology By controlling unifor agnetic field, we changed the orbital

More information

When Short Runs Beat Long Runs

When Short Runs Beat Long Runs When Short Runs Beat Long Runs Sean Luke George Mason University http://www.cs.gu.edu/ sean/ Abstract What will yield the best results: doing one run n generations long or doing runs n/ generations long

More information

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE

ANALYTICAL INVESTIGATION AND PARAMETRIC STUDY OF LATERAL IMPACT BEHAVIOR OF PRESSURIZED PIPELINES AND INFLUENCE OF INTERNAL PRESSURE DRAFT Proceedings of the ASME 014 International Mechanical Engineering Congress & Exposition IMECE014 Noveber 14-0, 014, Montreal, Quebec, Canada IMECE014-36371 ANALYTICAL INVESTIGATION AND PARAMETRIC

More information

Q5 We know that a mass at the end of a spring when displaced will perform simple m harmonic oscillations with a period given by T = 2!

Q5 We know that a mass at the end of a spring when displaced will perform simple m harmonic oscillations with a period given by T = 2! Chapter 4.1 Q1 n oscillation is any otion in which the displaceent of a particle fro a fixed point keeps changing direction and there is a periodicity in the otion i.e. the otion repeats in soe way. In

More information

Egyptian Mathematics Problem Set

Egyptian Mathematics Problem Set (Send corrections to cbruni@uwaterloo.ca) Egyptian Matheatics Proble Set (i) Use the Egyptian area of a circle A = (8d/9) 2 to copute the areas of the following circles with given diaeter. d = 2. d = 3

More information

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China

Department of Electronic and Optical Engineering, Ordnance Engineering College, Shijiazhuang, , China 6th International Conference on Machinery, Materials, Environent, Biotechnology and Coputer (MMEBC 06) Solving Multi-Sensor Multi-Target Assignent Proble Based on Copositive Cobat Efficiency and QPSO Algorith

More information

SPECTRUM sensing is a core concept of cognitive radio

SPECTRUM sensing is a core concept of cognitive radio World Acadey of Science, Engineering and Technology International Journal of Electronics and Counication Engineering Vol:6, o:2, 202 Efficient Detection Using Sequential Probability Ratio Test in Mobile

More information

Optical Properties of Plasmas of High-Z Elements

Optical Properties of Plasmas of High-Z Elements Forschungszentru Karlsruhe Techni und Uwelt Wissenschaftlishe Berichte FZK Optical Properties of Plasas of High-Z Eleents V.Tolach 1, G.Miloshevsy 1, H.Würz Project Kernfusion 1 Heat and Mass Transfer

More information

Units conversion is often necessary in calculations

Units conversion is often necessary in calculations Easy Units Conversion Methodology Igathinathane Cannayen, Departent of Agricultural and Biosystes Engineering, NDSU, Fargo, ND Units conversion is often necessary in culations as any types of units were

More information

Chapter 1 Introduction and Kinetics of Particles

Chapter 1 Introduction and Kinetics of Particles Chapter 1 Introduction and Kinetics of Particles 1.1 Introduction There are two ain approaches in siulating the transport equations (heat, ass, and oentu), continuu and discrete. In continuu approach,

More information

Farid Samara 1, Dominic Groulx 1 and Pascal H. Biwole 2 1

Farid Samara 1, Dominic Groulx 1 and Pascal H. Biwole 2 1 Farid Saara 1, Doinic Groulx 1 and Pascal H. Biwole 2 1 Departent of Mechanical Engineering, Dalhousie University 2 Departent of Matheatics and Interactions, Université of Nice Sophia-Antipolis Excerpt

More information

Heat Capacity: measures the ability of the substance to pick up heat

Heat Capacity: measures the ability of the substance to pick up heat Calorietry: easures flow of heat across boundaries Heat Capacity: easures the ability of the substance to pick up heat Heat capacity under constant pressure, C p euals the aount of heat reuired to raise

More information

5.7 Chebyshev Multi-section Matching Transformer

5.7 Chebyshev Multi-section Matching Transformer 3/8/6 5_7 Chebyshev Multisection Matching Transforers / 5.7 Chebyshev Multi-section Matching Transforer Reading Assignent: pp. 5-55 We can also build a ultisection atching network such that Γ f is a Chebyshev

More information

Projectile Motion with Air Resistance (Numerical Modeling, Euler s Method)

Projectile Motion with Air Resistance (Numerical Modeling, Euler s Method) Projectile Motion with Air Resistance (Nuerical Modeling, Euler s Method) Theory Euler s ethod is a siple way to approxiate the solution of ordinary differential equations (ode s) nuerically. Specifically,

More information

Chemistry Department Al-kharj, October Prince Sattam Bin Abdulaziz University First semester (1437/1438)

Chemistry Department Al-kharj, October Prince Sattam Bin Abdulaziz University First semester (1437/1438) Exercise 1 Exercises- chapter-1- Properties of gases (Part-2- Real gases Express the van der Waals paraeters a = 1.32 at d 6 ol 2 and b = 0.0436 d 3 ol 1 in SI base units? * The SI unit of pressure is

More information

An Extension to the Tactical Planning Model for a Job Shop: Continuous-Time Control

An Extension to the Tactical Planning Model for a Job Shop: Continuous-Time Control An Extension to the Tactical Planning Model for a Job Shop: Continuous-Tie Control Chee Chong. Teo, Rohit Bhatnagar, and Stephen C. Graves Singapore-MIT Alliance, Nanyang Technological Univ., and Massachusetts

More information

Modeling and Analysis of Thermal Bimorph Using COMSOL

Modeling and Analysis of Thermal Bimorph Using COMSOL Modeling and Analysis of Theral Biorph Using COMSOL Rachita Shettar *, Dr B G Sheeparaatti 2 Basaveshwar Engineering college Bagalkot- 587102 *Corresponding author: D/o J.H Shettar, #156B Shivananda nagar,

More information

Solidification of Porous Material under Natural Convection by Three Phases Modeling

Solidification of Porous Material under Natural Convection by Three Phases Modeling Solidification of Porous Material under Natural Convection by Three Phases Modeling Hassan Basirat Tabrizi, Meber, IAENG and F. Sadeghpour Abstract The perforance of natural convective flow over a rectangular

More information

The accelerated expansion of the universe is explained by quantum field theory.

The accelerated expansion of the universe is explained by quantum field theory. The accelerated expansion of the universe is explained by quantu field theory. Abstract. Forulas describing interactions, in fact, use the liiting speed of inforation transfer, and not the speed of light.

More information

A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine. (1900 words)

A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine. (1900 words) 1 A Self-Organizing Model for Logical Regression Jerry Farlow 1 University of Maine (1900 words) Contact: Jerry Farlow Dept of Matheatics Univeristy of Maine Orono, ME 04469 Tel (07) 866-3540 Eail: farlow@ath.uaine.edu

More information