Mixing properties and derived magnitudes of

Size: px
Start display at page:

Download "Mixing properties and derived magnitudes of"

Transcription

1 J. Chem. Thermodynmics 1998, 30, Mixing properties nd derived mgnitudes of the system { x1ch 3COOCH 3 x 2CH 3OH ( 1 x x ) CH ( CH ) OH} t the temperture K A. Rodrıguez, J. Cnos, B. Orge, M. Iglesis, nd J. Tojo Deprtmento de Ingenierı Quımic, Uni ersidd de Vigo, Aptdo. 874, Vigo, Spin In this pper, the physicl properties of densities nd refrctive indices hve been mesured nd derived excess molr volumes nd chnges of refrctive index on mixing hve been clculted t T K nd tmospheric pressure. xperimentl vlues correspond to the ternry x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH nd binry systems xch COOCH Ž 1 x. CH Ž CH. OH4 nd xch OH Ž 1 x. CH Ž CH. OH Different polynomil functions hve been fitted with the excess properties nd their prmeters determined. Severl estimtion methods re pplied to compre the physicl nd derived properties. For the ternry systems, excess molr volumes nd ternry contributions re compred with previous mixtures. A comprison is mde in terms of excess molr volumes nd ternry contributions to this property by vrition of methylene groups of lknol component Acdemic Press Limited KYWORDS: mixing properties, excess properties, correltion, predictive methods 1. Introduction A knowledge of the physicl nd derived properties of zeotropic liquid mixtures is required for the engineering design of extrctive rectifiction columns, which re relted to industril seprtion processes. We report here new experimentl vlues of density nd refrctive index on mixing for multicomponent mixtures x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH nd their corresponding binry mixtures xch COOCH Ž 1 x. CH Ž CH. OH nd xch OH Ž 1 x. CH Ž CH. OH t T K nd tmospheric pressure. xcess molr volumes nd chnges of refrctive index on mixing for binry mixtures were correlted using the Redlich Kister Ž1. eqution. Once we hve obtined these prmeters, they will be pplied to the Cibulk Ž2. eqution through which ternry excess vlues re correlted. For ternry systems, excess molr volumes nd ternry contributions re compred with other systems in which the third component increses the length of the moleculr chin while the position of Ž. To whom correspondence should be ddressed -mil: jtojo@uvigo.es $ ct Acdemic Press Limited

2 216 A. Rodrıguez et l. TABL 1. Comprison of experimentl with literture densities nd refrctive indices n liquids t T K Ž. Ž K gcm. n Ž K. D Component expt. lit. expt. lit. CH 3COOCH c CH 3OH b Ž. CH 3 CH 2 4OH d b D for pure b Reference 9. b Reference 10. c Reference 11. d Reference 12. the functionl group stys constnt. The experimentl densities, refrctive indices, nd derived excess properties re compred with those predicted by severl equtions nd their results re shown. xcess prtil molr volumes nd those corresponding to the infinite dilution condition re lso clculted for binry nd ternry mixtures. 2. xperimentl The chemicls employed in the smple preprtion hve Lichrosolv chromtogrphic Merck qulity. They were kept under n inert rgon ŽN-55, with. 6 mximum content in wter of 2 10 by volume. tmosphere, degssed in n ultrsound bth nd stored over freshly ctived moleculr sieves Type 4 or 3, for severl dys before using. The purity of the components ws further scertined by compring their densities nd refrctive indices t T K with literture vlues in tble 1. A chromtogrphic g.l.c. test of purity shows tht the mss frctions re better thn for CH 3COOCH 3, CH 3OH, nd 0.99 for Ž CH 3 CH 2 4OH, with mximum wter contents of , , nd mss frction Ž Metrohm 737 KF coulometer., respectively. A PolyScience controller bth model 9010 with temperture stbility of 10 2 K ws used to thermostt the smples, which were prepred by mss using Mettler AT-261 Delt Rnge blnce with precision of 10 5 g, covering the whole composition rnge of the mixtures. The densities of the pure chemicls nd mixtures were mesured with n Anton 5. 3 Pr DMA densimeter with n ccurcy of 10 g cm nd the refrctive indices by the utomtic refrctometer ABBMAT-HP Dr Kernchen with precision of Apprtus clibrtion ws relized by testing substnces periodiclly from known vlues of densities nd refrctive indices. A double liquid reference ws used for the clibrtion ŽMillipore qulity wter, degssed nd dried Fluk qulity heptne.. Accurcy in the clcultion of derived excess properties. 3 4 ws estimted s better thn for excess molr volumes nd 10 for chnges of refrctive index on mixing. The experimentl technique nd mode of opertion hve been described previously. Ž3.

3 Ž. 4 Mixing properties of CH COOCH CH OH CH CH OH TABL 2. Densities, refrctive indices n D, excess molr volumes Vm, nd chnges of refrctive index on mixing mix nd for binry mixtures t T K V m x n n g cm cm mol D mix D xch COOCH Ž 1 x. CH Ž CH. OH xch OH Ž 1 x. CH Ž CH. OH Results nd discussion Densities nd refrctive indices of the binry nd ternry mixtures re shown in tbles 2 nd 3. For every set of dt, binry nd ternry properties hve been fitted with polynomil eqution. Physicl properties of xch 3COOCH 3 Ž. 4 Ž4. 1 x CH 3OH hve been mesured nd correlted in previous work. The excess molr volumes nd chnges of refrctive index on mixing of binry nd ternry systems were computed by pplying equtions Ž. 1 nd Ž. 2, which re shown in the lst two columns inside tbles 2 nd 3 for ech composition point: N 1 1 m Ý i i i i 1 Ž. V xm, Ž 1. N Ý n n xn. Ž 2. mix D D i D i i 1 In these equtions, is the density nd nd is the refrctive index of the mixture; i nd nd i re the properties of its pure components. The vlue of N represents the number of components in the mixture. To clculte the derived excess

4 218 A. Rodrıguez et l. TABL 3. Densities, refrctive indices n D, excess molr volumes Vm, nd chnges of refrctive index on mixing mix nd for ternry mixture t T K V m x x n n g cm cm mol 1 2 D mix D x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH

5 Ž. 4 Mixing properties of CH COOCH CH OH CH CH OH FIGUR 1. Devitions V from eqution Ž. 3 for xch COOCH Ž 1 x. CH Ž CH. OH4 m t T K from vilble source:, Reference 10. The curves enclose devitions flling within V. m properties for binry systems, Redlich Kister type eqution ws pplied: M Ý Q xx BŽ x x., Ž 3. ij i j p i j p 0 where Qij is the excess property, x is the mole frction, Bp is the fitting prmeter nd M is the degree of the polynomic expnsion, which ws Ž5. optimized using the F-test. xcess molr volumes for xch 3COOCH 3 Ž. Ž. 4 Ž6. 1 x CH 3 CH 2 4OH hve been reported previously by Orteg et l. Figure 1 shows the differences between the experimentl excess molr volumes from the literture nd our results fitted with eqution Ž. 3. The high conformity between both experimentl vlues is noted. xcess ternry mgnitudes were correlted with the Cibulk eqution: Q Q Q Q x x Ž 1 x x.ž C C. x C. x., Ž where Q 12, Q13 nd Q23 re the binry contributions expressed by the Redlich Kister expression. Curves of constnt excess molr volumes nd chnges of refrctive index on mixing for the ternry system hve been plotted in figures 2Ž. nd 2Ž. b, respectively. The ternry system exhibits expnsive behviour in excess molr volumes usully from the composition digrm, except close to the binry xch COOCH Ž 1 x. CH OH4 where the opposite tendency is p

6 220 A. Rodrıguez et l. FIGUR 2. Curves of:, excess molr volume nd b, chnges of refrctive index on mixing for x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH4 t T K

7 Ž. 4 Mixing properties of CH COOCH CH OH CH CH OH Ž. Ž. TABL 4. Prmeters of equtions 3 nd 4, nd stndrd devitions xch COOCH Ž 1 x. CH Ž CH. OH Ž 3. 1 V cm mol. m B B B B mix nd B B xch OH Ž 1 x. CH Ž CH. OH Ž 3. 1 V cm mol. m B B B B mixnd B B B x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH Ž 3. 1 V cm mol. m C C C mix nd C C C mnifested. For chnges of refrctive index on mixing, it shows positive vlues over the whole composition rnge. The prmeters from fitting equtions Ž. 3 nd Ž. 4 for derived properties, nd corresponding stndrd devitions of eqution Ž. 5 re given in tble 4: n 1 2 DAT 2 ž Ý exp pred DAT / i Ž z z. n. Ž 5. In this eqution, z is the vlue of the property nd ndat is the number of experimentl points. Figure 3 shows the comprison of excess molr volumes Ž4,7,8. for the ternry systems x CH COOCH x CH OH Ž x1 x. CH Ž CH. OH4 when n is incresed from 1 to 4, with Ž n 0.5xCH 3COOCH xch OH. 3 in the entire composition rnge for the third component. In this figure is observed tht the excess molr volume is higher when the length of chin of the third component is incresed, due to the difficulty in the moleculr pcking. Severl methods to predict densities nd refrctive indices of mixtures were pplied to test their vlidity in mixtures of polr components. The density of binry nd ternry systems ws estimted using Hnkinson Brobst Thompson, Rckett, Spencer, nd Dnner modified Rckett, Brdford Thodos, Riedel, Nrsimhm, nd Yen Woods methods in conjunction with expnsion mixing rules proposed by those uthors or the Ky rule. The refrctive indices were compred with the predicted results from the mixing rules proposed by Lorentz Lorenz, Dle Gldstone, Argo Biot, ykmn, Newton, Oster nd yring John. The excess molr volumes nd chnges of refrctive index on mixing of more thn two components my be estimted from binry results by pplying the eqution Ž. 6 : Ý Ž. Q xx x x Q Ž x, x.. Ž 6. ijk i j i j ij i j i j For ech ternry mixture, the mole frctions x my be obtined from tringulr

8 222 A. Rodrıguez et l. FIGUR 3. Curves of excess molr volume V when x x for: m 1 2 x1ch 3COOCH 3 x2ch 3OH Ž 1 x x. CH Ž CH. OH4 from n Ž 1to4. tt K n digrm by projecting the point representing the ternry mixture onto the corresponding binry xis, using different symmetric or symmetric criteri of binry contribution to the ternry vlue. The predictive methods ŽKohler, Jcob nd Fitzner, Colinet, Tso nd Smith, Troop, nd Sctchrd et l.. were used to determine ternry derived properties by mens of dditive binry contributions. ch eqution used in the estimtion of physicl nd derived excess properties hs been compiled in previous work. Ž3. In ternry density estimtions, the Nrsimhm eqution gives the smllest devition, s well s in xch OH Ž 1 x. CH Ž CH. OH 4. The Brdford

9 Ž. 4 Mixing properties of CH COOCH CH OH CH CH OH FIGUR 4. Curves of constnt r per cent for the best physicl properties estimtion method:, estimtion of density by Nrsimhm; nd b, estimtion of refrctive index by Dle-Gldstone for x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH4 mixture t T K

10 224 A. Rodrıguez et l. TABL 5. Stndrd devitions of excess molr volumes Vm nd chnges of refrctive index on mixing mix nd from the prediction results for different empiricl equtions V cm. mol n Ž Ž. m mix D Kohler Jcob Fitzner Colinet Tso Smith b Tso Smith c Tso Smith Sctchrd b Sctchrd c Sctchrd Toop b Toop c Toop The symmetric component in the eqution is: b methnol; nd c methyl cette. 1-pentnol; Thodos nd Yen Woods equtions yield the best results in xch 3COOCH 3 Ž 1 x. CH Ž CH. OH For chnges of refrctive index on mixing, the lowest devitions occurred for xch COOCH Ž 1 x. CH Ž CH. OH with the Oster rule, for xch OH Ž 1 x. CH Ž CH. OH with the ykmn rule, nd for ternry x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH when the Dle Gldstone rule is pplied. In ll cses, non-dditivity on mixing ws ssumed. Figures 4Ž. nd 4Ž. b show for the ternry system the reltive error r eqution Ž.4 7 determined from the best physicl properties estimtion method bsed on experimentl vlues. In these figures, two zones of different behviour with positive nd negtive vlues re observed. In the cse of refrctive index in figure 4Ž b., the devition exhibits mximum vlue of 0.024: Ž.. 2 z z z 10. Ž 7. r exp pred exp In generl for this ternry system, the estimtion of excess molr volumes exhibits lower devitions with respect to experimentl vlues when type c symmetric equtions re pplied except in the cse of Tso Smith eqution, where the best result is obtined when type symmetric eqution is used. For chnges of refrctive index on mixing, similr vlues re observed by pplying symmetric equtions. However symmetric equtions yield better results when type b is used. In tble 5, excess molr volumes nd chnges of refrctive index on mixing re compred. Figure 5 shows the isolines corresponding to the ternry contribution, Ž V V. m, 123 m, bin, where two zones with positive nd negtive vlues re observed. A sign inversion ppers when the concentrtion of the third component is incresed. Figure 6 exhibits comprison of the ternry contribution to excess molr volumes between the systems x CH COOCH x CH OH Ž x1 x. CH Ž CH. OH4 when n is incresed from 1 to 4, for Ž0.5xCH COOCH n 3 3

11 Ž. 4 Mixing properties of CH COOCH CH OH CH CH OH FIGUR 5. Curves of constnt ternry contribution to excess molr volumes of x1ch 3COOCH 3 x CH OH Ž 1 x x. CH Ž CH. OH4 t T K xCH OH. 3. In this figure, it cn be observed tht the ternry contribution tkes on higher positive vlues when the length of chin of lknols in the mixture is incresed. The prtil excess molr volume of component in binry mixture cn be determined from excess molr volume dt by mens of the following expression: nd in multicomponent mixture: Ž. Ž. Ž. Vi Vm 1 xi Vm x i, 8 ž / ž / i j k Vm Vm Vi Vm Ý x k. Ž 9. x x T, p, x T, p, xj In ccordnce with these equtions, the i-component prtil excess molr volumes were computed s function of the corresponding prtil derivtion, the binry nd the prtil excess molr vlues t infinite dilution being determined by cncelltion of dequte molr frctions. The prmeters corresponding to these

12 226 A. Rodrıguez et l. FIGUR 6. Curves of constnt ternry contribution to excess molr volumes Vm, 123 Vm, bin when x x for x CH COOCH x CH OH Ž 1 x x. CH Ž CH. OH4 from n Ž 1to n tt K. compositions re gthered in tble 6. In generl terms, it is observed tht positive influence follows ddition to the mixture of CH COOCH or CH Ž CH OH, nd contrctive trend occurs when the solvent is CH 3OH. The contribution of the short lcohol chin chnges sign when the mixture contins high concentrtion of CH Ž CH OH nd low CH 3COOCH 3, for lmost ny composition of the former lcohol. Ž The uthors wish to thnk the CACTI Deprtment of Technologicl nd Scientific

13 Ž. 4 Mixing properties of CH COOCH CH OH CH CH OH TABL 6. Prtil excess molr volumes t infinite dilution of the ternry mixture t T K V Ž cm. mol. V Ž cm. mol. V Ž cm. mol., 3 1, 3 1, Support to the Reserch of Vigo University. experimentl development of this pper. for its technicl ssistnce in the RFRNCS 1. Redlich, O.; Kister, A. T. Ind. ng. Chem. 1948, 40, Cibulk, I. Coll. Czech. Commun. 1982, 47, Iglesis, M.; Orge, B.; Tojo, J. Fluid Phse quilib. 1996, 126, Rodrıguez, A.; Cnos, J.; Orge, B.; Iglesis, M.; Tojo, J. J. Chem. ng. Dt 1996, 41, Bevington, P. Dt Reduction nd rror Anlysis for the Physicl Sciences. McGrw-Hill: New York Orteg, J.; Susil, P. Cn. J. Chem. 1989, 67, Cnos, J.; Rodrıguez, A.; Iglesis, M.; Orge, B.; Tojo, J. High Tempertures High Pressures 1997, 29, Cnos, J.; Rodrıguez, A.; Iglesis, M.; Orge, B.; Tojo, J. J. Thermochim. Act. Ž in press.. 9. TRC Thermodynmic Tbles, Thermodynmic Reserch Center. Texs A & M University: College Sttion, TX Riddick, J. A.; Bunger, W. B. Orgnic Sol ents, Techniques of Chemistry: 4th edition, Vol. 2. Wiley-Interscience: New York Lorenzi, L.; Fermegli, M.; Torrino, G. J. Chem. ng. Dt. 1995, 40, Linek, J. LDATA: Int. lectron. J. Phys. Chem. Dt. 1995, 1, W-102 ( ) Recei ed 5 June 1997; in finl form 3 September 1997

THERMAL EXPANSION COEFFICIENT OF WATER FOR VOLUMETRIC CALIBRATION

THERMAL EXPANSION COEFFICIENT OF WATER FOR VOLUMETRIC CALIBRATION XX IMEKO World Congress Metrology for Green Growth September 9,, Busn, Republic of Kore THERMAL EXPANSION COEFFICIENT OF WATER FOR OLUMETRIC CALIBRATION Nieves Medin Hed of Mss Division, CEM, Spin, mnmedin@mityc.es

More information

The International Association for the Properties of Water and Steam. Release on the Ionization Constant of H 2 O

The International Association for the Properties of Water and Steam. Release on the Ionization Constant of H 2 O IAPWS R-7 The Interntionl Assocition for the Properties of Wter nd Stem Lucerne, Sitzerlnd August 7 Relese on the Ioniztion Constnt of H O 7 The Interntionl Assocition for the Properties of Wter nd Stem

More information

Available online at (Elixir International Journal) Chemical Engineering. Elixir Chem. Engg. 40 (2011)

Available online at   (Elixir International Journal) Chemical Engineering. Elixir Chem. Engg. 40 (2011) 5549 D.Krishn/ Elixir Chem. Engg. 40 (011 5549-5553 ARTICLE INF O Article history: Received: 1 October 011; Received in revised form: 14 November 011; Acceed: November 011; Keywords Azeotropic mixture,

More information

Department of Chemical Engineering, Tsinghua University, Beijing , People s Republic of China

Department of Chemical Engineering, Tsinghua University, Beijing , People s Republic of China 570 J. Chem. Eng. Dt 2000, 45, 570-574 Isobric Vpor-Liquid Equilibri nd Excess Volumes for the Binry Mixtures Wter + Sulfolne, Wter + Tetrethylene Glycol, nd Benzene + Tetrethylene Glycol Yng-Xin Yu, Jin-Gng

More information

LECTURE 14. Dr. Teresa D. Golden University of North Texas Department of Chemistry

LECTURE 14. Dr. Teresa D. Golden University of North Texas Department of Chemistry LECTURE 14 Dr. Teres D. Golden University of North Texs Deprtment of Chemistry Quntittive Methods A. Quntittive Phse Anlysis Qulittive D phses by comprison with stndrd ptterns. Estimte of proportions of

More information

CBE 291b - Computation And Optimization For Engineers

CBE 291b - Computation And Optimization For Engineers The University of Western Ontrio Fculty of Engineering Science Deprtment of Chemicl nd Biochemicl Engineering CBE 9b - Computtion And Optimiztion For Engineers Mtlb Project Introduction Prof. A. Jutn Jn

More information

New Expansion and Infinite Series

New Expansion and Infinite Series Interntionl Mthemticl Forum, Vol. 9, 204, no. 22, 06-073 HIKARI Ltd, www.m-hikri.com http://dx.doi.org/0.2988/imf.204.4502 New Expnsion nd Infinite Series Diyun Zhng College of Computer Nnjing University

More information

Acoustic Properties of Gasoline and Its Binary Liquid Mixtures with Kerosene

Acoustic Properties of Gasoline and Its Binary Liquid Mixtures with Kerosene 2018 IJSRST Volume 4 Issue 7 Print ISSN: 2395-6011 Online ISSN: 2395-602X Themed Section: Science nd Technology Acoustic Properties of Gsoline nd Its Binry iquid Mixtures with Kerosene ABSTRACT 1 Ajy R.

More information

Isobaric vapor liquid equilibria of three aromatic hydrocarbon-tetraethylene glycol binary systems

Isobaric vapor liquid equilibria of three aromatic hydrocarbon-tetraethylene glycol binary systems Ž. Fluid Phse Equilibri 157 1999 299 307 Isobric vpor liquid equilibri of three romtic hydrocrbon-tetrethylene glycol binry systems Yng-Xin Yu ), Jin-Gng Liu, Gung-Hu Go Deprtment of Chemicl Engineering,

More information

CHM Physical Chemistry I Chapter 1 - Supplementary Material

CHM Physical Chemistry I Chapter 1 - Supplementary Material CHM 3410 - Physicl Chemistry I Chpter 1 - Supplementry Mteril For review of some bsic concepts in mth, see Atkins "Mthemticl Bckground 1 (pp 59-6), nd "Mthemticl Bckground " (pp 109-111). 1. Derivtion

More information

The Thermodynamics of Aqueous Electrolyte Solutions

The Thermodynamics of Aqueous Electrolyte Solutions 18 The Thermodynmics of Aqueous Electrolyte Solutions As discussed in Chpter 10, when slt is dissolved in wter or in other pproprite solvent, the molecules dissocite into ions. In queous solutions, strong

More information

ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS

ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS ADVANCEMENT OF THE CLOSELY COUPLED PROBES POTENTIAL DROP TECHNIQUE FOR NDE OF SURFACE CRACKS F. Tkeo 1 nd M. Sk 1 Hchinohe Ntionl College of Technology, Hchinohe, Jpn; Tohoku University, Sendi, Jpn Abstrct:

More information

The Predom module. Predom calculates and plots isothermal 1-, 2- and 3-metal predominance area diagrams. Predom accesses only compound databases.

The Predom module. Predom calculates and plots isothermal 1-, 2- and 3-metal predominance area diagrams. Predom accesses only compound databases. Section 1 Section 2 The module clcultes nd plots isotherml 1-, 2- nd 3-metl predominnce re digrms. ccesses only compound dtbses. Tble of Contents Tble of Contents Opening the module Section 3 Stoichiometric

More information

NUMERICAL INTEGRATION. The inverse process to differentiation in calculus is integration. Mathematically, integration is represented by.

NUMERICAL INTEGRATION. The inverse process to differentiation in calculus is integration. Mathematically, integration is represented by. NUMERICAL INTEGRATION 1 Introduction The inverse process to differentition in clculus is integrtion. Mthemticlly, integrtion is represented by f(x) dx which stnds for the integrl of the function f(x) with

More information

Module 2: Rate Law & Stoichiomtery (Chapter 3, Fogler)

Module 2: Rate Law & Stoichiomtery (Chapter 3, Fogler) CHE 309: Chemicl Rection Engineering Lecture-8 Module 2: Rte Lw & Stoichiomtery (Chpter 3, Fogler) Topics to be covered in tody s lecture Thermodynmics nd Kinetics Rection rtes for reversible rections

More information

Part I: Basic Concepts of Thermodynamics

Part I: Basic Concepts of Thermodynamics Prt I: Bsic Concepts o Thermodynmics Lecture 4: Kinetic Theory o Gses Kinetic Theory or rel gses 4-1 Kinetic Theory or rel gses Recll tht or rel gses: (i The volume occupied by the molecules under ordinry

More information

Psychrometric Applications

Psychrometric Applications Psychrometric Applictions The reminder of this presenttion centers on systems involving moist ir. A condensed wter phse my lso be present in such systems. The term moist irrefers to mixture of dry ir nd

More information

Strategy: Use the Gibbs phase rule (Equation 5.3). How many components are present?

Strategy: Use the Gibbs phase rule (Equation 5.3). How many components are present? University Chemistry Quiz 4 2014/12/11 1. (5%) Wht is the dimensionlity of the three-phse coexistence region in mixture of Al, Ni, nd Cu? Wht type of geometricl region dose this define? Strtegy: Use the

More information

1B40 Practical Skills

1B40 Practical Skills B40 Prcticl Skills Comining uncertinties from severl quntities error propgtion We usully encounter situtions where the result of n experiment is given in terms of two (or more) quntities. We then need

More information

Predict Global Earth Temperature using Linier Regression

Predict Global Earth Temperature using Linier Regression Predict Globl Erth Temperture using Linier Regression Edwin Swndi Sijbt (23516012) Progrm Studi Mgister Informtik Sekolh Teknik Elektro dn Informtik ITB Jl. Gnesh 10 Bndung 40132, Indonesi 23516012@std.stei.itb.c.id

More information

CHAPTER 08: MONOPROTIC ACID-BASE EQUILIBRIA

CHAPTER 08: MONOPROTIC ACID-BASE EQUILIBRIA Hrris: Quntittive Chemicl Anlysis, Eight Edition CHAPTER 08: MONOPROTIC ACIDBASE EQUILIBRIA CHAPTER 08: Opener A CHAPTER 08: Opener B CHAPTER 08: Opener C CHAPTER 08: Opener D CHAPTER 08: Opener E Chpter

More information

The Properties of Stars

The Properties of Stars 10/11/010 The Properties of Strs sses Using Newton s Lw of Grvity to Determine the ss of Celestil ody ny two prticles in the universe ttrct ech other with force tht is directly proportionl to the product

More information

SUMMER KNOWHOW STUDY AND LEARNING CENTRE

SUMMER KNOWHOW STUDY AND LEARNING CENTRE SUMMER KNOWHOW STUDY AND LEARNING CENTRE Indices & Logrithms 2 Contents Indices.2 Frctionl Indices.4 Logrithms 6 Exponentil equtions. Simplifying Surds 13 Opertions on Surds..16 Scientific Nottion..18

More information

Estimation of the particle concentration in hydraulic liquid by the in-line automatic particle counter based on the CMOS image sensor

Estimation of the particle concentration in hydraulic liquid by the in-line automatic particle counter based on the CMOS image sensor Glyndŵr University Reserch Online Conference Presenttion Estimtion of the prticle concentrtion in hydrulic liquid by the in-line utomtic prticle counter bsed on the CMOS imge sensor Kornilin, D.V., Kudryvtsev,

More information

1. Weak acids. For a weak acid HA, there is less than 100% dissociation to ions. The B-L equilibrium is:

1. Weak acids. For a weak acid HA, there is less than 100% dissociation to ions. The B-L equilibrium is: th 9 Homework: Reding, M&F, ch. 15, pp. 584-598, 602-605 (clcultions of ph, etc., for wek cids, wek bses, polyprotic cids, nd slts; fctors ffecting cid strength). Problems: Nkon, ch. 18, #1-10, 16-18,

More information

Driving Cycle Construction of City Road for Hybrid Bus Based on Markov Process Deng Pan1, a, Fengchun Sun1,b*, Hongwen He1, c, Jiankun Peng1, d

Driving Cycle Construction of City Road for Hybrid Bus Based on Markov Process Deng Pan1, a, Fengchun Sun1,b*, Hongwen He1, c, Jiankun Peng1, d Interntionl Industril Informtics nd Computer Engineering Conference (IIICEC 15) Driving Cycle Construction of City Rod for Hybrid Bus Bsed on Mrkov Process Deng Pn1,, Fengchun Sun1,b*, Hongwen He1, c,

More information

Partial Derivatives. Limits. For a single variable function f (x), the limit lim

Partial Derivatives. Limits. For a single variable function f (x), the limit lim Limits Prtil Derivtives For single vrible function f (x), the limit lim x f (x) exists only if the right-hnd side limit equls to the left-hnd side limit, i.e., lim f (x) = lim f (x). x x + For two vribles

More information

AQA Further Pure 2. Hyperbolic Functions. Section 2: The inverse hyperbolic functions

AQA Further Pure 2. Hyperbolic Functions. Section 2: The inverse hyperbolic functions Hperbolic Functions Section : The inverse hperbolic functions Notes nd Emples These notes contin subsections on The inverse hperbolic functions Integrtion using the inverse hperbolic functions Logrithmic

More information

Fundamentals of Analytical Chemistry

Fundamentals of Analytical Chemistry Homework Fundmentls of nlyticl hemistry hpter 9 0, 1, 5, 7, 9 cids, Bses, nd hpter 9(b) Definitions cid Releses H ions in wter (rrhenius) Proton donor (Bronsted( Lowry) Electron-pir cceptor (Lewis) hrcteristic

More information

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations

Fig. 1. Open-Loop and Closed-Loop Systems with Plant Variations ME 3600 Control ystems Chrcteristics of Open-Loop nd Closed-Loop ystems Importnt Control ystem Chrcteristics o ensitivity of system response to prmetric vritions cn be reduced o rnsient nd stedy-stte responses

More information

Goals: Determine how to calculate the area described by a function. Define the definite integral. Explore the relationship between the definite

Goals: Determine how to calculate the area described by a function. Define the definite integral. Explore the relationship between the definite Unit #8 : The Integrl Gols: Determine how to clculte the re described by function. Define the definite integrl. Eplore the reltionship between the definite integrl nd re. Eplore wys to estimte the definite

More information

Design of adiabatic flash unit

Design of adiabatic flash unit Design of dibtic flsh unit Henrik Svensson Ekberg Deprtment of Chemicl Engineering, Lund University, P.O. Box 24, SE-22 00 Lund, Sweden Abstrct Concentrted sulfuric cid is used s homogenous ctlyst in the

More information

A5682: Introduction to Cosmology Course Notes. 4. Cosmic Dynamics: The Friedmann Equation. = GM s

A5682: Introduction to Cosmology Course Notes. 4. Cosmic Dynamics: The Friedmann Equation. = GM s 4. Cosmic Dynmics: The Friedmnn Eqution Reding: Chpter 4 Newtonin Derivtion of the Friedmnn Eqution Consider n isolted sphere of rdius R s nd mss M s, in uniform, isotropic expnsion (Hubble flow). The

More information

Information processing via physical soft body. Supplementary Information

Information processing via physical soft body. Supplementary Information Informtion processing vi physicl soft body Supplementry Informtion Kohei Nkjim 1, Helmut Huser 2, o Li 3, Rolf Pfeifer 4,5 1 he Hkubi Center for Advnced Reserch & Grdute School of Informtics, Kyoto University,

More information

Estimation of Global Solar Radiation at Onitsha with Regression Analysis and Artificial Neural Network Models

Estimation of Global Solar Radiation at Onitsha with Regression Analysis and Artificial Neural Network Models eserch Journl of ecent Sciences ISSN 77-5 es.j.ecent Sci. Estimtion of Globl Solr dition t Onitsh with egression Anlysis nd Artificil Neurl Network Models Abstrct Agbo G.A., Ibeh G.F. *nd Ekpe J.E. Fculty

More information

Higher Checklist (Unit 3) Higher Checklist (Unit 3) Vectors

Higher Checklist (Unit 3) Higher Checklist (Unit 3) Vectors Vectors Skill Achieved? Know tht sclr is quntity tht hs only size (no direction) Identify rel-life exmples of sclrs such s, temperture, mss, distnce, time, speed, energy nd electric chrge Know tht vector

More information

MIXED MODELS (Sections ) I) In the unrestricted model, interactions are treated as in the random effects model:

MIXED MODELS (Sections ) I) In the unrestricted model, interactions are treated as in the random effects model: 1 2 MIXED MODELS (Sections 17.7 17.8) Exmple: Suppose tht in the fiber breking strength exmple, the four mchines used were the only ones of interest, but the interest ws over wide rnge of opertors, nd

More information

UNIVERSITY OF MALTA DEPARTMENT OF CHEMISTRY. CH237 - Chemical Thermodynamics and Kinetics. Tutorial Sheet VIII

UNIVERSITY OF MALTA DEPARTMENT OF CHEMISTRY. CH237 - Chemical Thermodynamics and Kinetics. Tutorial Sheet VIII UNIVERSITY OF MALTA DEPARTMENT OF CHEMISTRY CH237 - Chemicl Thermodynmics nd Kinetics Tutoril Sheet VIII 1 () (i) The rte of the rection A + 2B 3C + D ws reported s 1.0 mol L -1 s -1. Stte the rtes of

More information

A Brief Review on Akkar, Sandikkaya and Bommer (ASB13) GMPE

A Brief Review on Akkar, Sandikkaya and Bommer (ASB13) GMPE Southwestern U.S. Ground Motion Chrcteriztion Senior Seismic Hzrd Anlysis Committee Level 3 Workshop #2 October 22-24, 2013 A Brief Review on Akkr, Sndikky nd Bommer (ASB13 GMPE Sinn Akkr Deprtment of

More information

13.4 Work done by Constant Forces

13.4 Work done by Constant Forces 13.4 Work done by Constnt Forces We will begin our discussion of the concept of work by nlyzing the motion of n object in one dimension cted on by constnt forces. Let s consider the following exmple: push

More information

Problem 22: Buffer solutions 1. The equilibrium, which governs the concentration of H + within the solution is HCOOH! HCOO + H + + Hence K

Problem 22: Buffer solutions 1. The equilibrium, which governs the concentration of H + within the solution is HCOOH! HCOO + H + + Hence K Problem : Buffer solutions. The equilibrium, hich governs the concentrtion of H ithin the solution is HCOOH! HCOO H [HCOO ] 4 Hence. [HCOOH] nd since [HCOOH] 0.00 M nd [HCOO ] 0.50 M -4 0.00 4..8 M 0.50

More information

Measuring Electron Work Function in Metal

Measuring Electron Work Function in Metal n experiment of the Electron topic Mesuring Electron Work Function in Metl Instructor: 梁生 Office: 7-318 Emil: shling@bjtu.edu.cn Purposes 1. To understnd the concept of electron work function in metl nd

More information

G. MATEESCU 1 A. MATEESCU 1 C. SAMOILĂ 2 D. URSUŢIU 2

G. MATEESCU 1 A. MATEESCU 1 C. SAMOILĂ 2 D. URSUŢIU 2 PRELIMINARY EXPERIMENTS OF THE NEW FACILITY AND TECHNOLOGY FOR VACUUM DRYING AND THERMAL POLIMERIZATION OF THE TURBOGENERATORS STATOR BARS INSULATION (INTEPOL) G. MATEESCU 1 A. MATEESCU 1 C. SAMOILĂ 2

More information

Calculus 2: Integration. Differentiation. Integration

Calculus 2: Integration. Differentiation. Integration Clculus 2: Integrtion The reverse process to differentition is known s integrtion. Differentition f() f () Integrtion As it is the opposite of finding the derivtive, the function obtined b integrtion is

More information

Acceptance Sampling by Attributes

Acceptance Sampling by Attributes Introduction Acceptnce Smpling by Attributes Acceptnce smpling is concerned with inspection nd decision mking regrding products. Three spects of smpling re importnt: o Involves rndom smpling of n entire

More information

Lecture 6: Diffusion and Reaction kinetics

Lecture 6: Diffusion and Reaction kinetics Lecture 6: Diffusion nd Rection kinetics 1-1-1 Lecture pln: diffusion thermodynmic forces evolution of concentrtion distribution rection rtes nd methods to determine them rection mechnism in terms of the

More information

Math 100 Review Sheet

Math 100 Review Sheet Mth 100 Review Sheet Joseph H. Silvermn December 2010 This outline of Mth 100 is summry of the mteril covered in the course. It is designed to be study id, but it is only n outline nd should be used s

More information

Conservation Law. Chapter Goal. 5.2 Theory

Conservation Law. Chapter Goal. 5.2 Theory Chpter 5 Conservtion Lw 5.1 Gol Our long term gol is to understnd how mny mthemticl models re derived. We study how certin quntity chnges with time in given region (sptil domin). We first derive the very

More information

Organic Acids - Carboxylic Acids

Organic Acids - Carboxylic Acids Orgnic Acids - rboxylic Acids Orgnic cids - crboxylic cid functionl group rboxylic cids re redily deprotonted by bses such s NO eg 3 O O - + O - + O 3 O O Acid Bse onjugte Bse onjugte Acid This rection

More information

Properties of Integrals, Indefinite Integrals. Goals: Definition of the Definite Integral Integral Calculations using Antiderivatives

Properties of Integrals, Indefinite Integrals. Goals: Definition of the Definite Integral Integral Calculations using Antiderivatives Block #6: Properties of Integrls, Indefinite Integrls Gols: Definition of the Definite Integrl Integrl Clcultions using Antiderivtives Properties of Integrls The Indefinite Integrl 1 Riemnn Sums - 1 Riemnn

More information

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018

Physics 201 Lab 3: Measurement of Earth s local gravitational field I Data Acquisition and Preliminary Analysis Dr. Timothy C. Black Summer I, 2018 Physics 201 Lb 3: Mesurement of Erth s locl grvittionl field I Dt Acquisition nd Preliminry Anlysis Dr. Timothy C. Blck Summer I, 2018 Theoreticl Discussion Grvity is one of the four known fundmentl forces.

More information

Unit #9 : Definite Integral Properties; Fundamental Theorem of Calculus

Unit #9 : Definite Integral Properties; Fundamental Theorem of Calculus Unit #9 : Definite Integrl Properties; Fundmentl Theorem of Clculus Gols: Identify properties of definite integrls Define odd nd even functions, nd reltionship to integrl vlues Introduce the Fundmentl

More information

Best Approximation in the 2-norm

Best Approximation in the 2-norm Jim Lmbers MAT 77 Fll Semester 1-11 Lecture 1 Notes These notes correspond to Sections 9. nd 9.3 in the text. Best Approximtion in the -norm Suppose tht we wish to obtin function f n (x) tht is liner combintion

More information

Remarks to the H-mode workshop paper

Remarks to the H-mode workshop paper 2 nd ITPA Confinement Dtbse nd Modeling Topicl Group Meeting, Mrch 11-14, 2002, Princeton Remrks to the H-mode workshop pper The development of two-term model for the confinement in ELMy H-modes using

More information

38.2. The Uniform Distribution. Introduction. Prerequisites. Learning Outcomes

38.2. The Uniform Distribution. Introduction. Prerequisites. Learning Outcomes The Uniform Distribution 8. Introduction This Section introduces the simplest type of continuous probbility distribution which fetures continuous rndom vrible X with probbility density function f(x) which

More information

Structural Effect of Thioureas on the Detection of Chemical Warfare Agent Simulants

Structural Effect of Thioureas on the Detection of Chemical Warfare Agent Simulants Structurl Effect of Thioures on the Detection of Chemicl Wrfre Agent Simulnts Seonggyun H, Minhe Lee, Hyun Ook Seo, b Sun Gu Song, Kyung-su Kim, Chn Heum Prk, Il Hee Kim, Young Dok Kim nd Chngsik Song*

More information

Math 113 Exam 2 Practice

Math 113 Exam 2 Practice Mth Em Prctice Februry, 8 Em will cover sections 6.5, 7.-7.5 nd 7.8. This sheet hs three sections. The first section will remind you bout techniques nd formuls tht you should know. The second gives number

More information

Numerical Analysis. 10th ed. R L Burden, J D Faires, and A M Burden

Numerical Analysis. 10th ed. R L Burden, J D Faires, and A M Burden Numericl Anlysis 10th ed R L Burden, J D Fires, nd A M Burden Bemer Presenttion Slides Prepred by Dr. Annette M. Burden Youngstown Stte University July 9, 2015 Chpter 4.1: Numericl Differentition 1 Three-Point

More information

Acid-Base Equilibria

Acid-Base Equilibria Tdeusz Górecki Ionic Equiliri Acid-Bse Equiliri Brønsted-Lory: n cid is proton, se is. Acid Bse ( 3 PO 4, O), ( N 4 ) nd ( PO - 4 ) cn ll ehve s cids. Exmple: 4 N N3 Sustnces hich cn ehve oth s cids nd

More information

Review of Calculus, cont d

Review of Calculus, cont d Jim Lmbers MAT 460 Fll Semester 2009-10 Lecture 3 Notes These notes correspond to Section 1.1 in the text. Review of Clculus, cont d Riemnn Sums nd the Definite Integrl There re mny cses in which some

More information

DETERMINATION OF MECHANICAL PROPERTIES OF NANOSTRUCTURES WITH COMPLEX CRYSTAL LATTICE USING MOMENT INTERACTION AT MICROSCALE

DETERMINATION OF MECHANICAL PROPERTIES OF NANOSTRUCTURES WITH COMPLEX CRYSTAL LATTICE USING MOMENT INTERACTION AT MICROSCALE Determintion RevAdvMterSci of mechnicl 0(009) -7 properties of nnostructures with complex crystl lttice using DETERMINATION OF MECHANICAL PROPERTIES OF NANOSTRUCTURES WITH COMPLEX CRYSTAL LATTICE USING

More information

P 3 (x) = f(0) + f (0)x + f (0) 2. x 2 + f (0) . In the problem set, you are asked to show, in general, the n th order term is a n = f (n) (0)

P 3 (x) = f(0) + f (0)x + f (0) 2. x 2 + f (0) . In the problem set, you are asked to show, in general, the n th order term is a n = f (n) (0) 1 Tylor polynomils In Section 3.5, we discussed how to pproximte function f(x) round point in terms of its first derivtive f (x) evluted t, tht is using the liner pproximtion f() + f ()(x ). We clled this

More information

4. Calculus of Variations

4. Calculus of Variations 4. Clculus of Vritions Introduction - Typicl Problems The clculus of vritions generlises the theory of mxim nd minim. Exmple (): Shortest distnce between two points. On given surfce (e.g. plne), nd the

More information

7/19/2011. Models of Solution Chemistry- III Acids and Bases

7/19/2011. Models of Solution Chemistry- III Acids and Bases Models of Solution Chemistry- III Acids nd Bses Ionic Atmosphere Model : Revisiting Ionic Strength Ionic strength - mesure of totl concentrtion of ions in the solution Chpter 8 1 2 i μ ( ) 2 c i z c concentrtion

More information

SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD. Mehmet Pakdemirli and Gözde Sarı

SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD. Mehmet Pakdemirli and Gözde Sarı Mthemticl nd Computtionl Applictions, Vol., No., pp. 37-5, 5 http://dx.doi.org/.99/mc-5- SOLUTION OF QUADRATIC NONLINEAR PROBLEMS WITH MULTIPLE SCALES LINDSTEDT-POINCARE METHOD Mehmet Pkdemirli nd Gözde

More information

Quantum Physics II (8.05) Fall 2013 Assignment 2

Quantum Physics II (8.05) Fall 2013 Assignment 2 Quntum Physics II (8.05) Fll 2013 Assignment 2 Msschusetts Institute of Technology Physics Deprtment Due Fridy September 20, 2013 September 13, 2013 3:00 pm Suggested Reding Continued from lst week: 1.

More information

MAGNETIC AND ELECTRONIC PROPERTIES OF SIMPLE, TRANSITION, AND RARE EARTH LIQUID METALS

MAGNETIC AND ELECTRONIC PROPERTIES OF SIMPLE, TRANSITION, AND RARE EARTH LIQUID METALS Digest Journl of Nnomterils nd Biostructures Vol. 4, No., September, June 9, p. 45-4 MAGNETIC AND EECTRONIC ROERTIES O SIME, TRANSITION, AND RARE EARTH IQUID METAS J. K. BARIA, A. R. JANI b V.. & R.. T..

More information

Thermodynamic Model of the System H NH Na SO NO Cl HO at K

Thermodynamic Model of the System H NH Na SO NO Cl HO at K 4+ + 42-3- - 2 Article Subscriber ccess provided by the University of Wyoming Librries + Thermodynmic Model of the System H NH N SO NO Cl HO t 298.15 K Simon L. Clegg, Peter Brimblecombe, nd Anthony S.

More information

Sufficient condition on noise correlations for scalable quantum computing

Sufficient condition on noise correlations for scalable quantum computing Sufficient condition on noise correltions for sclble quntum computing John Presill, 2 Februry 202 Is quntum computing sclble? The ccurcy threshold theorem for quntum computtion estblishes tht sclbility

More information

Terminal Velocity and Raindrop Growth

Terminal Velocity and Raindrop Growth Terminl Velocity nd Rindrop Growth Terminl velocity for rindrop represents blnce in which weight mss times grvity is equl to drg force. F 3 π3 ρ L g in which is drop rdius, g is grvittionl ccelertion,

More information

Numerical Integration

Numerical Integration Chpter 5 Numericl Integrtion Numericl integrtion is the study of how the numericl vlue of n integrl cn be found. Methods of function pproximtion discussed in Chpter??, i.e., function pproximtion vi the

More information

Fluid Phase Equilibria

Fluid Phase Equilibria Ž. Fluid Phse Equilibri 158 160 1999 183 191 A perturbed-hrd-sphere-chin eqution of stte for phse equilibri of mixtures contining refrigernt nd lubricnt oil A. Bertucco,), N. Elvssore, M. Fermegli b, J.M.

More information

Determination of the activation energy of silicone rubbers using different kinetic analysis methods

Determination of the activation energy of silicone rubbers using different kinetic analysis methods Determintion of the ctivtion energy of silicone rubbers using different kinetic nlysis methods OU Huibin SAHLI ohmed BAIEE Thierry nd GELIN Jen-Clude FETO-ST Institute / Applied echnics Deprtment, 2 rue

More information

Lecture 20: Numerical Integration III

Lecture 20: Numerical Integration III cs4: introduction to numericl nlysis /8/0 Lecture 0: Numericl Integrtion III Instructor: Professor Amos Ron Scribes: Mrk Cowlishw, Yunpeng Li, Nthnel Fillmore For the lst few lectures we hve discussed

More information

Disclaimer: This Final Exam Study Guide is meant to help you start studying. It is not necessarily a complete list of everything you need to know.

Disclaimer: This Final Exam Study Guide is meant to help you start studying. It is not necessarily a complete list of everything you need to know. Disclimer: This is ment to help you strt studying. It is not necessrily complete list of everything you need to know. The MTH 33 finl exm minly consists of stndrd response questions where students must

More information

CHAPTER 4a. ROOTS OF EQUATIONS

CHAPTER 4a. ROOTS OF EQUATIONS CHAPTER 4. ROOTS OF EQUATIONS A. J. Clrk School o Engineering Deprtment o Civil nd Environmentl Engineering by Dr. Ibrhim A. Asskk Spring 00 ENCE 03 - Computtion Methods in Civil Engineering II Deprtment

More information

P62 In-mine Geoelectric Methods for Detection of Tectonic Disturbances of Coal Seams

P62 In-mine Geoelectric Methods for Detection of Tectonic Disturbances of Coal Seams P62 In-mine Geoelectric Methods for Detection of Tectonic Disturbnces of Col Sems T. Ormos* (University of Misolc), Á. Gyuli (University of Misolc) & M. Dobró (MTA-ME Reserch Group for Engineering Geosciences)

More information

Math& 152 Section Integration by Parts

Math& 152 Section Integration by Parts Mth& 5 Section 7. - Integrtion by Prts Integrtion by prts is rule tht trnsforms the integrl of the product of two functions into other (idelly simpler) integrls. Recll from Clculus I tht given two differentible

More information

Rates of chemical reactions

Rates of chemical reactions Rtes of chemicl rections Mesuring rtes of chemicl rections Experimentl mesuring progress of the rection Monitoring pressure in the rection involving gses 2 NO( g) 4 NO ( g) + O ( g) 2 5 2 2 n(1 α) 2αn

More information

Cu 3 (PO 4 ) 2 (s) 3 Cu 2+ (aq) + 2 PO 4 3- (aq) circle answer: pure water or Na 3 PO 4 solution This is the common-ion effect.

Cu 3 (PO 4 ) 2 (s) 3 Cu 2+ (aq) + 2 PO 4 3- (aq) circle answer: pure water or Na 3 PO 4 solution This is the common-ion effect. CHEM 1122011 NAME: ANSWER KEY Vining, Exm # SHORT ANSWER QUESTIONS ============= 4 points ech ============ All work must be shown. 1. Wht re [H O ] nd [OH ] for solution tht hs ph of 9.0? Choose one. ()

More information

Rel Gses 1. Gses (N, CO ) which don t obey gs lws or gs eqution P=RT t ll pressure nd tempertures re clled rel gses.. Rel gses obey gs lws t extremely low pressure nd high temperture. Rel gses devited

More information

( ) Same as above but m = f x = f x - symmetric to y-axis. find where f ( x) Relative: Find where f ( x) x a + lim exists ( lim f exists.

( ) Same as above but m = f x = f x - symmetric to y-axis. find where f ( x) Relative: Find where f ( x) x a + lim exists ( lim f exists. AP Clculus Finl Review Sheet solutions When you see the words This is wht you think of doing Find the zeros Set function =, fctor or use qudrtic eqution if qudrtic, grph to find zeros on clcultor Find

More information

Non-Linear & Logistic Regression

Non-Linear & Logistic Regression Non-Liner & Logistic Regression If the sttistics re boring, then you've got the wrong numbers. Edwrd R. Tufte (Sttistics Professor, Yle University) Regression Anlyses When do we use these? PART 1: find

More information

Physics 202, Lecture 14

Physics 202, Lecture 14 Physics 202, Lecture 14 Tody s Topics Sources of the Mgnetic Field (Ch. 28) Biot-Svrt Lw Ampere s Lw Mgnetism in Mtter Mxwell s Equtions Homework #7: due Tues 3/11 t 11 PM (4th problem optionl) Mgnetic

More information

Effects of peripheral drilling moment on delamination using special drill bits

Effects of peripheral drilling moment on delamination using special drill bits journl of mterils processing technology 01 (008 471 476 journl homepge: www.elsevier.com/locte/jmtprotec Effects of peripherl illing moment on delmintion using specil ill bits C.C. Tso,, H. Hocheng b Deprtment

More information

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies

State space systems analysis (continued) Stability. A. Definitions A system is said to be Asymptotically Stable (AS) when it satisfies Stte spce systems nlysis (continued) Stbility A. Definitions A system is sid to be Asymptoticlly Stble (AS) when it stisfies ut () = 0, t > 0 lim xt () 0. t A system is AS if nd only if the impulse response

More information

CALCULATED POWDER X-RAY DIFFRACTION LINE PROFILES VIA ABSORPTION

CALCULATED POWDER X-RAY DIFFRACTION LINE PROFILES VIA ABSORPTION 16 17 CALCULATED POWDER X-RAY DFFRACTON LNE PROFLES VA ABSORPTON Keji Liu nd Heifen Chen School of Mteril Science nd Engineering, Shnghi nstitute of Technology, Shnghi, Chin 2233 ABSTRACT We hve clculted

More information

UNIT 1 FUNCTIONS AND THEIR INVERSES Lesson 1.4: Logarithmic Functions as Inverses Instruction

UNIT 1 FUNCTIONS AND THEIR INVERSES Lesson 1.4: Logarithmic Functions as Inverses Instruction Lesson : Logrithmic Functions s Inverses Prerequisite Skills This lesson requires the use of the following skills: determining the dependent nd independent vribles in n exponentil function bsed on dt from

More information

u( t) + K 2 ( ) = 1 t > 0 Analyzing Damped Oscillations Problem (Meador, example 2-18, pp 44-48): Determine the equation of the following graph.

u( t) + K 2 ( ) = 1 t > 0 Analyzing Damped Oscillations Problem (Meador, example 2-18, pp 44-48): Determine the equation of the following graph. nlyzing Dmped Oscilltions Prolem (Medor, exmple 2-18, pp 44-48): Determine the eqution of the following grph. The eqution is ssumed to e of the following form f ( t) = K 1 u( t) + K 2 e!"t sin (#t + $

More information

Czechoslovak Mathematical Journal, 55 (130) (2005), , Abbotsford. 1. Introduction

Czechoslovak Mathematical Journal, 55 (130) (2005), , Abbotsford. 1. Introduction Czechoslovk Mthemticl Journl, 55 (130) (2005), 933 940 ESTIMATES OF THE REMAINDER IN TAYLOR S THEOREM USING THE HENSTOCK-KURZWEIL INTEGRAL, Abbotsford (Received Jnury 22, 2003) Abstrct. When rel-vlued

More information

A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H. Thomas Shores Department of Mathematics University of Nebraska Spring 2007

A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H. Thomas Shores Department of Mathematics University of Nebraska Spring 2007 A REVIEW OF CALCULUS CONCEPTS FOR JDEP 384H Thoms Shores Deprtment of Mthemtics University of Nebrsk Spring 2007 Contents Rtes of Chnge nd Derivtives 1 Dierentils 4 Are nd Integrls 5 Multivrite Clculus

More information

Mechanism of Roughness-induced CO 2 Microbubble Nucleation in Polypropylene Foaming

Mechanism of Roughness-induced CO 2 Microbubble Nucleation in Polypropylene Foaming Electronic Supplementry Mteril (ESI) for Physicl Chemistry Chemicl Physics. This journl is the Owner Societies 2017 Supporting Informtion Mechnism of Roughness-induced CO 2 Microbubble Nucletion in Polypropylene

More information

Taylor Polynomial Inequalities

Taylor Polynomial Inequalities Tylor Polynomil Inequlities Ben Glin September 17, 24 Abstrct There re instnces where we my wish to pproximte the vlue of complicted function round given point by constructing simpler function such s polynomil

More information

Black oils Correlations Comparative Study

Black oils Correlations Comparative Study Reservoir Technologies Blck oils Correltions Comprtive Study Dr. Muhmmd Al-Mrhoun, Mnging Director Sturdy, 26 April, 2014 Copyright 2008, NExT, All rights reserved Blck oils Correltions Introduction to

More information

Vyacheslav Telnin. Search for New Numbers.

Vyacheslav Telnin. Search for New Numbers. Vycheslv Telnin Serch for New Numbers. 1 CHAPTER I 2 I.1 Introduction. In 1984, in the first issue for tht yer of the Science nd Life mgzine, I red the rticle "Non-Stndrd Anlysis" by V. Uspensky, in which

More information

4 7x =250; 5 3x =500; Read section 3.3, 3.4 Announcements: Bell Ringer: Use your calculator to solve

4 7x =250; 5 3x =500; Read section 3.3, 3.4 Announcements: Bell Ringer: Use your calculator to solve Dte: 3/14/13 Objective: SWBAT pply properties of exponentil functions nd will pply properties of rithms. Bell Ringer: Use your clcultor to solve 4 7x =250; 5 3x =500; HW Requests: Properties of Log Equtions

More information

f(x) dx, If one of these two conditions is not met, we call the integral improper. Our usual definition for the value for the definite integral

f(x) dx, If one of these two conditions is not met, we call the integral improper. Our usual definition for the value for the definite integral Improper Integrls Every time tht we hve evluted definite integrl such s f(x) dx, we hve mde two implicit ssumptions bout the integrl:. The intervl [, b] is finite, nd. f(x) is continuous on [, b]. If one

More information

F (x) dx = F (x)+c = u + C = du,

F (x) dx = F (x)+c = u + C = du, 35. The Substitution Rule An indefinite integrl of the derivtive F (x) is the function F (x) itself. Let u = F (x), where u is new vrible defined s differentible function of x. Consider the differentil

More information

QUANTUM CHEMISTRY. Hückel Molecular orbital Theory Application PART I PAPER:2, PHYSICAL CHEMISTRY-I

QUANTUM CHEMISTRY. Hückel Molecular orbital Theory Application PART I PAPER:2, PHYSICAL CHEMISTRY-I Subject PHYSICAL Pper No nd Title TOPIC Sub-Topic (if ny) Module No., PHYSICAL -II QUANTUM Hückel Moleculr orbitl Theory CHE_P_M3 PAPER:, PHYSICAL -I MODULE: 3, Hückel Moleculr orbitl Theory TABLE OF CONTENTS.

More information

Department of Mechanical Engineering ME 322 Mechanical Engineering Thermodynamics. Lecture 33. Psychrometric Properties of Moist Air

Department of Mechanical Engineering ME 322 Mechanical Engineering Thermodynamics. Lecture 33. Psychrometric Properties of Moist Air Deprtment of Mechnicl Engineering ME 3 Mechnicl Engineering hermodynmics Lecture 33 sychrometric roperties of Moist Air Air-Wter Vpor Mixtures Atmospheric ir A binry mixture of dry ir () + ter vpor ()

More information