Phase equilibrium calculations are essential to the

Size: px
Start display at page:

Download "Phase equilibrium calculations are essential to the"

Transcription

1 ChE classroo Application of the double-tangent construction of coexisting phases to Any Type of Phase Equilibriu For Binary Systes Modeled With the Gaa-Phi Approach Jean-Noël Jaubert and Roain Privat Université de Lorraine, École Nationale Supérieure des Industries Chiiques BP 0451, Nancy cedex 9, France Phase equilibriu calculations are essential to the siulation and optiization of cheical processes. The success of such calculations depends on correct predictions of the nuber and copositions of phases present at a given teperature, pressure, and overall fluid coposition. Equality of cheical potentials for each coponent in all phases is, however, only a necessary but not a sufficient condition to reach a therodynaically stable equilibriu. As a consequence, if a stability analysis is not perfored, it is not possible to ascertain that the calculated equilibriu state is the one having the lowest Gibbs energy and consequently, an incorrect nuber of phases or incorrect phase copositions ay be predicted. The double-tangent construction of coexisting phases is an elegant approach to visualizing all the ultiphase systes that isfy the equality of cheical potentials and to select the stable state. This paper shows how the olar Gibbs energy change on ixing (g ) can be used to easily perfor the double-tangent construction of coexisting phases for binary systes odeled with the gaa-phi approach. Many exaples of instances where incorrect predictions (false two-phase states) ay be ade will be described. The atheatical equations to handle are siple and can easily be used by the students during class exercises. Two binary systes involving vapor-liquid (VL), liquid-liquid (LL), vapor-liquid-liquid (VLL), solid-liquid (SL), solid-solid (SS), and solid-solid-liquid (SSL) equilibria are discussed in detail. The Gibbs double-tangent construction of coexisting phases This section is devoted to recalling how to properly perfor the Gibbs double-tangent construction of coexisting phases that akes it possible to graphically deterine the coposition of the phases in equilibriu in a syste of known teperature, pressure, and overall coposition. Jean-Noël Jaubert is a professor of cheical engineering therodynaics at ENSIC (Ecole Nationale Supérieure des Industries Chiiques), a state-run institution of higher education characterized by a highly selective adission procedure. He received his doctorate in 1993 and has published ore than 100 research papers. His research interests include the developent of predictive therodynaic odels based on the group contribution concept, the use of exergetic life cycle assessent in order to reduce CO eissions, the easureent and correlation of liquid-vapor equilibriu under high pressure, and enhanced oil recovery. Roain Privat currently works as an associate professor of therodynaics and cheical engineering at the Cheical Engineering University of Nancy (Ecole Nationale Supérieure des Industries Chiiques), Nancy, France. In 008, he received his Ph.D. He currently perfors his research work at the Laboratory for Reactions and Cheical Processes (L.R.G.P.) in the fields of therodynaic odeling and coputational therodynaics (developent of the predictive odels, and search for new algoriths for phase-equilibriu calculation, etc.). Copyright ChE Division of ASEE Cheical Engineering Education

2 Fro basic therodynaics, [1] it is well known that by plotting, at constant teperature and pressure, any olar property of a binary syste vs. z 1 (the overall coposition), and by adding the tangent line for a coposition z 1*, the tangent intercepts (at z 1 = 1 and z 1 = 0 ) directly give the values of the two olar partial properties: 1 (T,P, z 1* ) and (T,P,z z 1* ). This graphical technique can be used to deterine the coposition of the coexisting phases by plotting g (the olar Gibbs energy) as a function of z 1 at constant T and P. Indeed, for a binary syste, the equilibriu condition between two phases α and β is: g 1 g α β ( T,P,z 1 ) = g 1 T,P,z 1 α T,P,z 1 β = g ( T,P,z 1 ) ( 1) where g i denotes the cheical potential of coponent i. As a consequence, the presence of a double tangent in a g vs. z 1 plot allows defining two phases, the coposition of which are z 1α and z 1β, which isfy Eq. (1). Let us recall, however, that Eq. (1) is a necessary but not a sufficient condition to reach a stable equilibriu. This eans that the graphically deterined copositions do not necessarily correspond to a stable equilibriu. It is nevertheless ipossible to plot g vs. z 1 since the olar Gibbs energy cannot be defined absolutely by the classical therodynaics, and an elegant way to bypass this liitation is to plot instead: g( T,P,z) = g( T,P,z) z i g i=1 ref. state ( T,P) The corresponding partial olar properties are given by: ref. state g i ( T,P,z) = g i ( T,P,z) g T,P Eq. (1) thus writes: α g 1 T,P,z 1 α g T,P,z 1 β = g 1 ( T,P,z 1 ) β = g ( T,P,z 1 ) ( 3) ( 4) We can thus assert that the presence of a double tangent on an isotheral and isobaric g(t, P, z) vs. z 1 plot allows defining two phases that isfy Eq. (1). In Eq. (), the pure coponent reference state can be chosen freely and can, for instance, be the pure liquid, the pure gas, or the stable (actual) state. In this study, the selected reference state is the stable (actual) state of the pure coponent at the pressure and teperature of the studied syste so that g(t, P, z) is siply the Gibbs energy change on ixing g. Let us indeed recall that the property change on ixing M, of any extensive property M, is by definition the difference between the property M of the actual ixture and the su of the properties of the pure coponents that ake it up all at the sae teperature and pressure as the ixture. [,3] We here want to ephasize that such a quantity is called change on ixing because it is the change that would be easured if the ixing took place in a ixing device of a laboratory. As an exaple, the enthalpy change on ixing can be easured using a calorieter; two streas one of pure fluid 1 and the second of pure fluid, both at a teperature T and at pressure P enter a ixing device, and a single ixed strea, also at T and P, leaves. Heat is added or reoved to aintain the teperature of the outlet strea. This quantity of heat is by definition the enthalpy change on ixing. This well-known exaple was selected to ephasize that all the states are physically realizable: The obtained ixture (liquid, gaseous, solid, or in the two-phase area) and the two pure fluids (either liquid, gaseous, or solid) are in their stable state at T and P. We can thus define the olar Gibbs energy change on ixing g by the following equation: g ( T, P, z) = g ( T, P, z) z i g stable (T, P ) 5 olar Gibbs energy of the stable (actual) ixture We believe it was necessary to recall the proper definition of the olar Gibbs energy change on ixing because in any textbooks in which the double-tangent construction of coexisting phases is explained, g(t, P, z) defined in Eq. () is istakenly called Gibbs energy change on ixing when the pure-coponent reference state is the pure liquid or the pure gas. When the different phases in equilibriu are in the sae aggregation state, e.g., liquid-liquid equilibriu (LLE), a single expression of g ust be considered ( g liquid for an LLE). On the other hand when the phases in equilibriu are in different aggregation states, e.g., vapor-liquid equilibriu (VLE), solid-liquid equilibriu (SLE), etc., it is necessary to plot as any g curves as aggregation states ( g liquid VLE, g liquid g liquid and g solid i=1 and g gas for a for an SVE). for an SLE, g gas and g solid are, respectively, the g expressions of, g gas, and g solid the one-phase liquid or gas or solid postulated syste. For a given value of the overall coposition z 1, only the sallest value between g liquid, g gas, and g solid that identifies the ost stable hoogeneous syste ust by reported in the g vs. z 1 plot (this requireent is a stateent of the second law of therodynaics: when several hoogeneous states are possible at a given T, P, and overall coposition only the transforation fro high to low Gibbs energy levels is authorized thus justifying why the stable state is associated to the lowest Gibbs energy change on ixing value). The olar Gibbs energy change on ixing of the one-phase syste is thus defined by: g ( T,P,z)=in g liquid ( T,P,z),g gas ( T,P,z),g solid ( T,P,z) { } 6 The next section explains how to calculate such a property change on ixing regardless of the aggregation state. Vol. 48, No. 1, Winter

3 Matheatical expressions of g For a binary syste, g is defined by: g given agg. state ( T,P,z) = z i g i,given agg. state T,P,z i=1 given agg. state = liquid or gas or solid ( 7) In order to calculate g, it is thus necessary to know the atheatical expression of the cheical potential change on ixing, g i, whatever the considered aggregation state (liquid, gas or solid): g i,given agg. state ( T,P,z) = ln ˆf i,given agg. state stable f ( T,P,z) T,P ( 8) Special attention to g solid The type of solid-liquid equilibriu (SLE) ainly depends on the utual solubility of the coponents in the solid phase. In this paper, we will assue total iiscibility in the solid phase (a solid phase is assued to be one pure coponent) since it is the widest spread SLE behavior in the case of organic copounds. More coplicated cases could obviously be iagined and analyzed. By forulating this hypothesis, the g solid (T,P,z) quantity can only be calculated for z i =1 and becoes coposition-independent. Consequently, the curve reduces to a single point. Basic therodynaics relations In order to use Eq. (8), the basic therodynaic relations between the fugacity, the fugacity coefficients, and the activity coefficients ust be known. For clarity, let us thus recall that: the fugacity ˆf i and the fugacity coefficient ˆϕ i of a coponent i in a ulti-coponent phase are related through: ˆf i ( T,P,z) = P z i ˆϕ i T,P,z For a pure coponent, Eq. (9) is written: ( T,P) = P ϕ T,P f ( 9) ( 10) The fugacity of a pure coponent changes with pressure according to: f ( T,P ) = f T,P 1 exp 1 P v P 1 ( T,P) dp ( 11) The activity coefficient γ i of a coponent i in a liquid solution isfies: ˆf i, liquid f liquid T, P = x i γ i ( 1) The Gibbs energy of fusion (elting), defined as liquid g,i = g i,pure T,P g i,pure solid (T,P), can be considered as pressure-independent. It can be calculated knowing the enthalpy (heat) of fusion h,i at the noral elting teperature T,i by [4] : g,i = h,i T,i 1 T T,i 13 General expressions of g i In Eq. (8), the aggregation state of the stable pure coponent depends on teperature and pressure and three different cases ust be considered. CASE 1: pure coponent i is gaseous, i.e., T > T b,i (P) where T b,i (P) is the boiling teperature of pure i at the selected pressure. Fro Eqs. (8) to (13), we obtain: g i, liquid g i,gas g i,solid = ln = ln ( T,P) = ln ˆf i, liquid f gas ˆf i,gas f gas ˆf i,solid f gas = ln P i x i γ i C i P = ln y i ϕ i,gas gas ϕ ( T,P) lny i (under oderate P) ( T,P,z) = ln f solid gas f ( T,P) g gas = g subliation, i T,P = gliquid T, P = ln P i C i P h ( T ), i,i,i g,i T ( 14) In Eq. (14): 44 C i = ϕ T,P i( T ) ϕ gas T, P exp 1 P v liquid P 1 ( T,P) dp. ( 14a) Cheical Engineering Education

4 This quantity is close to unity under low or oderate pressure and is usually neglected. CASE : pure coponent i is liquid, i.e., T,i (P) < T < T b,i (P). We thus obtain: g i, liquid g i,gas g i,solid = ln = ln ( T,P) = ln In Eq. (15) ˆf i, liquid f liquid ˆf i,gas f liquid ˆf i,solid f liquid = g, i C i = ϕ i,gas T,P,y ϕ T,P i( T ) = ln x γ i i = ln P y C i i P i ( T,P,z) = ln f exp 1 = h T,i,i solid liquid f P i v liquid P ( T,P),i ( T,P) dp. ( 15) ( 15a) This quantity is close to unity under low or oderate pressure and is usually neglected. CASE 3: pure coponent i is solid, i.e., T < T,i (P). We thus obtain: g i, liquid g i,gas g i,solid = ln = ln ( T,P) = ln ˆf i, liquid f solid = ln( x γ )+ g T,i i i = ln( x i γ i )+ h,i T,i ˆf i,gas f solid,i = ln P y C i i P i + g,i T = ln P y C i i P i + h,i T,i ˆf i,solid f solid Our personal experience ( T,P,z) = ln f solid solid f,i ( T,P) = 0 16 We believe that relations given in Eqs. (14) to (16) are of the highest iportance because they are unknown by ost of the students, including the sartest ones. We indeed asked the following question to 50 of our best graduate students: What is the atheatical expression of the Gibbs energy change on ixing of a vapor phase that can be considered as perfect? Ninety percent of the answered: g perfect gas ( T,y) = y 1 ln y 1 + y ln y ( 17) Unfortunately, in spite of what is written in too any cheical engineering therodynaics textbooks, this is not always correct. Eq. (17) is only true when the obtained perfect-gas ixture (after ixing of stable pure coponents) and the pure coponents are all in the gaseous state. However, a perfect gas ixture can be obtained by ixing a pure gas and a pure liquid or even two pure liquids. As an exaple by ixing at t = 0 C and P = kpa, 9 ol of gaseous toluene(1) and 1 ol of liquid ethylbenzene(), we obtain a gas ixture that can be considered as a perfect-gas ixture since the pressure is low. For such a case, according to Eqs. (14) and (15): g perfect gas ( T,y) P = y 1 ln y 1 + y ln y + y ln ( 18) P Moreover, in such a case, the olar enthalpy change on ixing is far fro zero. [3] One has: h y h perfect gas vaporization, ( 0 C) +4 kj ol 1 ( 19) In return, the olar excess enthalpy h E, is obviously null since a perfect-gas ixture is a particular ideal solution. Be sure that our students open their eyes wide when they are told that the ixing enthalpy of a perfect-gas ixture can be different fro zero. A siilar aazeent arises when we add that for a perfect-gas ixture, the excess enthalpy is necessarily zero, so that h E ay be different fro h. Applications The goal of this section is to highlight that the Gibbs double-tangent construction of coexisting phases is not only a very useful tool to visualize all the solutions of Eq. (1) but also to study the stability of a binary syste of known teperature, pressure, and overall coposition. In advanced textbooks of therodynaics, [5] such a stability analysis is generally perfored with the help of an equation of state capable of representing the liquid and the gas phases. In this case, the obtained atheatical equations are, however, coplex and not easy to handle. [6,7] We here want to show that the sae kind of analysis can be perfored with less effort using the gaa-phi approach. [8,9] Application 1 In this section, it was decided to study the phase behavior of the binary syste butan-- one(1) + water() under atospheric pressure. For this syste, experiental data show the siultaneous existence of liquid-liquid equilibriu and positive azeotropy. Such a coplexity is thus propitious to underline the usefulness of the double-tangent construction. Since the pressure is low, the gas phase was assued to be a perfect-gas ixture. The non- ideality of the liquid phase was accounted through the NL equation [10] with the following teperature-independent paraeters: Vol. 48, No. 1, Winter

5 g 1 = J ol 1 g 1 = J ol 1 α 1 = ( 0) The vapor pressures of the two pure coponents were correlated with the Antoine equation and the resulting expressions are: log( P 1 / bar) = T / C ( 1) log( P / bar) = T / C Our first task was thus to build the liquid-liquid and the liquid-vapor phase diagras. The first one was classically calculated by varying the teperature T. For each teperature, the following two-equation syste was solved in β order to deterine the coposition ( x 1α and x 1 ) of the two liquid phases (L α and L β ) in equilibriu: α x 1α γ 1 T,x 1 α x α γ T,x 1 β β γ 1 ( T,x 1 ) β = x β γ ( T,x 1 ) ( ) The vapor-liquid phase diagra was calculated with a so-called bubble-t algorith: the pressure is fixed at P = 1 at and the coposition of the liquid phase x 1 is varied between zero and one. Knowing P and x 1, the teperature T is the solution of the equation: P P 1 x 1 γ 1 T,x 1 x γ T,x 1 P = 0 3 and the gas phase coposition y 1 is given by: y 1 = P 1 x 1 γ 1 ( T,x 1 ) ( 4) P The corresponding phase diagras can be seen in Figure 1. The liquid-liquid phase diagra in Figure 1a shows that the studied binary syste exhibits an upper critical point (UCP), the coordinates of which are: T UCP = 49.8 K and x 1,UCP = As expected fro the experiental data, Figure 1b highlights that the studied syste also exhibits a positive hoogeneous azeotrope, [11] the coordinates of which are: T az = K and az x 1 = The liquid-vapor phase diagra shown in Figure 1b was built by solving Eqs. (3) and (4) that is, by assuing that VLE could exist in the whole coposition range. As a result, we notice the existence of a closed loop on the dew-point curve that characterizes a etastable gaseous phase. Moreover, it is observable that in a certain coposition range, the bubble-point curve is an increasing function of x 1, eanwhile the Figure 1. Isobaric phase diagras (P = 1 at) of the binary syste butan- -one(1) + water(). a) Liquid-liquid phase diagra. ( ) upper critical point. b) Liquid-vapor phase diagra as directly obtained using a bubble-t algorith (without testing the stability). (+) positive hoogeneous azeotrope. c) Superiposition of the two previous phase diagras in order to highlight the three-phase LLV line. Dashed lines: nonstable parts (etastable and unstable parts) of the dew and bubble curves. d) Correct (stable) phase diagra obtained after reoving all the non-stable parts. (s) phases involved in a 3-phase equilibriu. 46 Cheical Engineering Education

6 Figure. Highlight of the eight selected teperatures (horizontal lines) at which it was decided to perfor a stability analysis under P=1 at. T 1 = K, T =T az = K, T 3 = K, T 4 = K is the three-phase teperature, T 5 = K, T 6 = K is the noral boiling teperature (T b,1 ) of pure butan--one(1), T 7 = K is the noral boiling teperature (T b, ) of pure water(), T 8 = K. dew-point curve is a decreasing function of y 1. Such a behavior breaks the Gibbs-Konovalow theore and indicates that this increasing part of the bubble-point curve is an unstable liquid phase. An easy way to locate the three-phase line that is the consequence of the overlapping of both the LL and the LV phase diagras is to superipose the. This is what has been done in Figure 1c. By the end, after reoving all the non-stable parts of the resulting diagra, the correct (stable) isobaric phase diagra obtained is shown in Figure 1d. In order to perfor the stability analysis of the considered syste with the help of the double-tangent construction of coexisting phases, it was decided to plot the Gibbs energy change on ixing of the previous syste at P = 1 at and at eight teperatures identifiable by horizontal lines in Figure. Each tie, g for both the liquid and the gas phase was plotted on the whole coposition range (the positive values of g were, however, in general not drawn). Under T 1 = K and P = 1 at, the two pure coponents are in a liquid state so that according to Eq. (15): g liquid g gas ln( x 1 γ 1 )+ x ln( x γ ) T,P,y = y 1 ln P y 1 P 1 + y ln P y P Figure 3. Gibbs double-tangent construction of coexisting phases. Exaple of the butan--one(1) + water() binary syste under P = 1 at and at T 1 = K. The double tangent identifies a stable liquid-liquid equilibriu. The crosses (+) identify the starting and the ending point of the double tangent. ( 5) In Figure 3, it is observed that regardless of the overall coposition z 1, g liquid < g gas so that according to Eq. (6), g syste (T 1,P =1 at,z) = g liquid (T 1,P =1 at,x). At this teperature, the binary syste is thus necessarily in the liquid state, i.e., ade up of one or two liquid phases. Vol. 48, No. 1, Winter

7 Figure 4. Coupling of stability analysis and Gibbs double-tangent construction of coexisting phases. Exaple of the butan--one(1) + water() binary syste at P = 1 at and T = T az = K. Full-line double tangent: stable LLE. Dashed double tangents: non-stable VLE. (+) starting and ending points of a double tangent. ( ) particular double tangent of null length. Figure 5. Butan--one(1) + water() syste at T 3 = K. Full-line double tangents: stable equilibria. Dashed double tangents: non-stable equilibria. (+) starting and ending points of a double tangent. In the present case, such a liquid syste is, however, not hoogeneous in the whole coposition range. The presence of a double tangent indicates that LL deixing occurs. The x-coordinates of the tangency points allow deterining the coposition of the two liquid phases in equilibriu. The deterined LLE is stable since both phases isfy the Gibbs stability condition (liquid phase copositions are thus identical to those obtained fro Figure 1.d). Gibbs indeed showed [1] that a necessary and sufficient condition for stability of a binary ixture of known teperature, pressure, and overall coposition is that the tangent to the g curve (plotted at the ixture T and P) at the given overall coposition does not lie above the curve at any coposition. The atheatical expression of g we are talking about is obviously given by Eq. (6). In return, if we can find z 1 [0;1] so that the tangent to the g curve at the given overall coposition is located above (and generally intersects) the g curve, the considered overall coposition is non-stable. In other words, after perforing a phase equilibriu calculation, the calculated equilibriu will be declared stable if the corresponding double tangent never lies above the g curve. This is clearly the case for the LLE shown in Figure 3. At T =T az =347.51K and P=1at, the two pure coponents are in a liquid state so that Eq. (5) still applies. The corresponding curves can be seen in Figure 4. It is noticeable that by increasing the teperature fro T 1 to T, g gas rapidly grows up and at T, the g gas curve becoes tangent to the g liquid curve at a unique point (see the sybol * in Figure 4). At this point, a double tangent, the length of which is zero, can be drawn indicating that a liquid and a gas phase with the sae coposition are in equilibriu. For such a VLE, the Gibbs stability condition is isfied and we are thus at the azeotropic point. In Figure 4, the stable LLE (already present at T 1 ) and which is characterized by a double tangent (DT 1 ) starting and ending on the g liquid curve, is present again. In addition, it is possible to draw two other double tangents starting on the g liquid curve and ending on the g gas curve (see the dashed double tangents DT and DT 3 in Figure 4). Such VLE are, however, not stable although they isfy Eq. (1). We indeed can find copositions for 48 Cheical Engineering Education

8 which the double tangent lies above the g curve. We thus here verify that the equality of the cheical potentials is a necessary but not a sufficient condition to ensure a stable equilibriu. Figure 4 highlights that the double tangent DT starts in a region where the g liquid curve is concave upward (convex), which refers to a etastable hoogeneous liquid phase. In Figure, this point is located on the decreasing part of the dashed bubble-curve. On the other hand, the double tangent DT 3 starts in a region where the g liquid curve is concave downward, which corresponds to an unstable hoogeneous liquid phase. In Figure, this point is located on the increasing part of the dashed bubble-curve. We can notice that these two double tangents end at the g gas curve, which is always convex. Such gas phases are thus etastable and are located on Figure on the dashed closed loop. At T 3 =348.15K and P=1 at, the two pure coponents are in a liquid state so that Eq. (5) still applies. The corresponding curves can be seen in Figure 5. It is noticeable that by again increasing the teperature, we now reach T 3 >T az and the g gas curve, which continues increasing in size, now twice crosses the g liquid curve (see Figure 5). As expected, two stable VLE, located on each side of the azeotropic coposition, have appeared (see double tangents DT 4 and DT 5 in Figure 5). The two double tangents DT and DT 3, which represent non-stable VLE, are still present. We can, however, notice that the etastable liquid and gas phases that bound DT have copositions that are now extreely close to stable copositions (the starting point of non-stable DT is very close to the starting point of stable DT 1 and the ending point of DT is very close to the ending point of stable DT 4 ). At T 4 =349.03K and P =1at, the two pure coponents are in a liquid state so that Eq. (5) still applies. The corresponding curves can be seen in Figure 6. T 4 is the three-phase teperature under P = 1 at. At this teperature, three out of the five double tangents that existed at teperature T 3 (DT 1, DT, and DT 4 ) erge together and give birth to a stable tripletangent. Each of the three tangency points defines a phase of the VLLE. The etastable phases that bounded DT at teperature T 3 thus becoe stable at T 4. Figure 6. Butan--one(1) + water() syste at T 4 = K. Full-line double (or triple) tangents: stable equilibria. Dashed double tangent: nonstable equilibriu. (+) starting and ending points of a double (or triple) tangent. Figure 7. Butan--one(1) + water() syste at T 5 = K. Full-line double tangents: stable equilibria. Dashed double tangent: non-stable equilibriu. (+) starting and ending points of a double tangent. At T 5 = K and P =1at, the two pure coponents are in a liquid state so that Eq. (5) still applies. The corresponding curves can be seen in Figure 7. As expected, at teperature T 5 higher than the three-phase teperature, the LLE Vol. 48, No. 1, Winter

9 becoes non-stable (see Figure 7). It is indeed possible to find copositions for which the dashed double tangent characterizing this equilibriu lies above the g curve. It is recalled that the g curve to be considered is: g ( T,P,z) = in{ g liquid ( T,P,z), g gas ( T,P,z) }. ( 5a) At this teperature and pressure, only two stable VLE located on each side of the azeotrope are observed. stable liquid gas At T 6 =35.73 K=T b,1 and P=1at, pure coponent 1 is in VLE so that g 1 pure (T,P)= g 1 pure (T,P)= g 1 pure (T,P). On the other hand, coponent is still in a liquid state. Eqs. (14) or (15) can thus indifferently be used for coponent 1 whereas Eq. (15) ust be applied to coponent. We thus obtain: g liquid ln P 1 x 1 γ 1 + x ln( x γ ) ln( x 1 γ 1 ) P + x ln ( x γ ) Eq. (15 ) Eg. (14 ) ( 6) g gas = y 1 lny 1 + y ln P y P Eq.(14 ) = y ln P y 1 + y 1 P 1 ln P y P Eq.(15 ) The corresponding curves can be seen in Figure 8. The double tangent representing the VLE located on the right-hand side of the azeotropic coposition (DT 5 in Figure 7) disappears at T 6. Its length becoes null (see the sybol * in Figure 8) so that the g liquid curve and the g gas curve have a coon tangent. This behavior is induced by the VLE of pure coponent 1 and arises therefore at a coposition z 1 =1. stable At T 7 =373.14K=T b, and P=1at, pure coponent is in VLE so that g pure hand, coponent 1 is gaseous. liquid gas (T,P) = g pure (T,P) = g pure (T,P). On the other Eqs. (14) or (15) can thus indifferently be used for coponent whereas Eq. (14) ust be used for coponent 1. We thus obtain: g liquid g gas ln P 1( T ) x 1 γ 1 + x ln P x γ ln P 1 P P Eq. (14 ) = y 1 lny 1 + y lny = y lny + y ln P y 1 1 P Eq.(14 ) The corresponding curves can be seen in Figure 9. At T 7, the double tangent that highlights the VLE located on the left-hand side of the azeotrope (see DT 6 in Figures 7 and 8) disappears and the g liquid curve and the g gas curve becoe tangent at z 1 = 0 (the observed phenoenon is siilar to the one discussed at T 6 ). For all the other copositions, the syste is hoogeneous and gaseous. Eq. (15 ) x 1 γ 1 + x ln( x γ ) P Eq. (15 ) ( 7) Figure 8. Butan--one(1) + water() syste at T 6 = K = T b,1. Full-line double tangent: stable equilibriu. Dashed double tangent: non-stable equilibriu. (+) starting and ending points of a double tangent. ( ) particular double tangent of null length. 50 Cheical Engineering Education

10 Under T 8 = K and P = 1 at, both pure coponents are gaseous so that according to Eq. (14): g liquid g gas ln P 1 x 1 γ 1 + x ln P P = y 1 lny 1 + y lny x γ P The corresponding curves can be seen in Figure 10 (page 5). At this teperature, the syste is solely in a gaseous state. A double tangent characterizing a non-stable LLE is still present. It will disappear when the upper critical solution teperature is reached. Application In this section, it was decided to study the solid-liquid phase diagra of the binary syste water(1) + ethylene glycol(). Condensed phases are seldo sensitive to pressure effects explaining why activity coefficients in the liquid and solid phases are considered as pressure-independent. Consequently, not only the liquidus and the solidus branches of the phase diagra but also the g curves are pressure-independent (fro now on, pressure will thus not be entioned further). For siplicity, it was here liquid liquid assued that the liquid water + ethylene glycol phase was ideal ( γ 1 = γ =1) and that total iiscibility occurred in the solid phase. In Figure 11 (page 53), the SLE behavior of the siple eutectic syste water(1) + ethylene glycol () is shown. Solid phases S 1 and S, respectively, contain pure water and pure ethylene glycol. The phase diagra was built with the following data: T,1 = 73.15K T, = 55.75K h,1 T,1 h, T, = 6009 J ol 1 =11600 J ol 1 The atheatical equation of each liquidus branch is [4] : h T =,i ( T,i ) T,i h,i T,i ( 8) ( 9) ( 30) R T,i lnx i By varying x 1 between zero and one, the phase diagra shown in Figure 11 can be built. The two liquidus branches intersect at an eutectic point (E in Figure 11) where 3 phases ( solid phases and one liquid phase) are siultaneously in equilibriu. The coordinates of this point were found to be: T E = 3K x 1E = 0.55 ( 31) Below T E, the stable state is a solid-solid equilibriu and the non-stable liquidus branches are aterialized by dashed lines in Figure 11. At this step, it was decided to plot the Gibbs energy change on ixing of the considered syste at seven different teperatures: T 1 = 10 K, T = 0 K, T 3 = T E, T 4 = 30 K, T 5 = T,, T 6 = T,1, and T 7 = 80 K. Three different aggregation states are involved in the phase diagra shown in Figure 11: liquid, pure solid S 1, and Figure 9. Butan--one(1) + water() syste at T 7 = K = T b,. Dashed double tangent: non-stable equilibriu. (+) starting and ending points of a double tangent. ( ) particular double tangent of null length. Vol. 48, No. 1, Winter

11 Figure 10. Butan--one(1) + water() syste at T 8 = K. Dashed double tangent: non-stable equilibriu. (+) starting and ending points of a double tangent. pure solid S. Consequently, three g curves need to be plotted at each teperature. Since each solid phase is assued to be pure, the g S1 and g S curves reduce each to a single point. They indeed only have a physical eaning for z 1 = 1 and z 1 = 0, respectively. Fro a atheatical point of view, it is not possible to define the tangent to a curve ade up of a single point and the double-tangent construction needs to be slightly revisited. When the g solid curve reduces to a single point, a solidliquid equilibriu involving a pure solid phase is characterized by a segent that is both tangent to the g liquid curve and that passes through the point representing the solid phase. Matheatically, such a segent is not a double tangent to the g curve but contains the sae inforation (it links two phases in equilibriu). Siilarly, a solid-solid equilibriu between two pure solid phases is characterized by a segent joining the two points characterizing the two pure solid phases. Once again and strictly speaking, such a segent cannot be called a double tangent but it has exactly the sae eaning. For the sake of siplicity, any segent joining two phases in equilibriu on a g plot will be subsequently called a double tangent, even if the equilibriu involves a pure solid phase. For T = T 1 or T or T 3 or T 4, the two pure coponents are solid so that according to Eq. (16): g liquid g S 1 ( T,x) lnx 1 + h,1 T,1,1 + x lnx + h, T, = 0 = 0 g S, The corresponding curves can be seen in Figure 1 (page 54). At teperature T 1, it is possible to draw three double tangents noted DT 1, DT, and DT 3 (see Figure 1a). DT 1 and DT characterize non-stable SLE; they indeed respectively lie above the g curve defined as g ( T,z) = in g liquid ( T,z), g S1, g S T ( 3) { } ( 3a) for z 1 =1 and 0. On the other hand, DT 3 highlights a stable solid-solid equilibriu as expected at this teperature fro Figure 11. At teperature T (see Figure 1b) the situation is siilar except that the g liquid curve increased in size, aking the 3 double tangents get closer to each other. They erge at T 3 (see Figure 1c) and give birth to a unique triple tangent that characterizes the 3-phase (eutectic) teperature. By again increasing the teperature (see Figure 1d), the g liquid curve, which continues growing up, now twice crosses DT 3 which thus becoes non-stable. In return DT 1 and DT becoe stable and characterize the two SLE visible in Figure 11 on each side of the eutectic point. For T 5 = T, pure coponent is in SLE but coponent 1 is still solid. Eq. (15) or (16) can thus indifferently be used for 5 Cheical Engineering Education

12 coponent whereas Eq. (16) ust be applied to coponent 1. We thus obtain: g liquid ( T, x) ln x 1 + h,1 ( T,1 ) 1 T,1 + x ln x + h, ( T, ) 1 T, Eq.(16 ) ln x 1 + h,1 ( T,1 ) 1 T,1 + x ln x Eq.(15 ) g S 1 = 0 g S = 0 = h ( T ),, 1 T Eq. (16 ), Eq. (15 ) ( 33) Between T 4 and T 5, the g liquid curve continues its growth and the abscissa of its iniu oves on the left (towards sall ole fractions). Consequently, the length of the DT 1 double tangent diinishes rapidly. Such a DT, which characterizes the stable S LE, disappears at T 5 = T,. Its length becoes zero (see the sybol * in Figure 13, page 55) and the g liquid and the g S curves are superiposed for z 1 = 0. As a consequence, DT which characterizes the S 1 LE is the unique DT to reain stable at this teperature. For T 6 = T,1 pure coponent 1 is in SLE but coponent is liquid. Eq. (15) or (16) can thus indifferently be used for coponent 1 whereas Eq. (15) ust be applied to coponent. We thus obtain: g liquid g S ( T,x) lnx 1 + h,1 T,1 + x lnx lnx,1 + x lnx 1 Eq. (15 ) Eq. (16 ) = 0 = h T,1,1 Eq. (16 ),1 = h, T, g S Eq. (15 ), 0.35at T,1 ( 34) Figure 11. Solid-liquid and solid-solid equilibria of the water(1) + ethylene glycol() syste. Vol. 48, No. 1, Winter

13 Fro T 5 to T 6, the g liquid curve continues to grow up so that the length of the DT double tangent diinishes: it vanishes at T 6 = T,1 (see the sybol * in Figure 14) and the g liquid and g S1 curves are superiposed for z 1 =1. As a consequence, at this teperature pure coponent 1 is in SLE. The DT 3 double tangent that stands above the g liquid curve still characterizes a non-stable SSE. For T 7 = 80 K, the two pure coponents are liquid so that according to Eq. (15): g liquid ( T,x) lnx 1 + x lnx g S 1 = h,1 ( T,1 ), at T 7 g S = h, ( T, ), 0.47at T 7 The corresponding curves can be seen in Figure 15 (page 56). At this teperature, as expected fro Figure 11, the syste is ( 35) 54 Cheical Engineering Education

14 Figure 1. (facing page) Coupling of stability analysis and Gibbs double-tangent construction of coexisting phases. Exaple of the water(1) + ethylene glycol() syste. Full-line double (or triple) tangents: stable equilibria. Dashed double tangents: non-stable equilibria. (+) starting and ending point of a double (or triple) tangent.(a) T 1 =10 K, (b) T =0 K, (c) T 3 =T E =3 K, (d) T 4 =30K. hoogeneous and totally liquid: the g liquid curve is concave upward and is erged with in { g liquid (T,z), g S1 (T), g S (T) }. A double tangent characterizing a non-stable SSE is still present. Figure 13. Water(1) + ethylene glycol() syste at T 5 = T,. Full-line double tangent: stable solid-liquid equilibriu. Dashed double tangent: non-stable SSE. (+) starting and ending point of a double tangent. ( ) particular stable double tangent of null length. Conclusion In this paper, the double-tangent construction of coexisting phases has been applied to any type of phase equilibriu (VLE, LLE, VLLE, SLE, SSE, SSLE) through two binary systes odeled with the gaa-phi approach. The atheatical expressions of g to be used are siple enough to be easily ipleented by students in tools such as Excel or Matlab. Such a graphical technique is very useful to build any type of isotheral or isobaric phase diagras including the ost coplex ones (with hoogeneous azeotrope, with 3-phase lines...). The coupling of the double-tangent construction and of the stability analysis akes it possible for the students to well understand that the equality of cheical potentials for each coponent in all phases is only a necessary but not a sufficient condition to reach a therodynaically stable equilibriu. Although well-described in the literature, [5,6] such a construction cannot be perfored with an equation of state during class exercises. The equations to handle are indeed coplex and need good atheatical skills. This technique was also applied with the gaa-phi approach by Marcilla s research group in two very interesting papers. [8,9] The pure-coponent reference state they selected in Eq. () was, however, the pure liquid. This choice is obviously adequate but ay, in our opinion, introduce confusion in students who find it hard to understand the difference between Figure 14. Water(1) + ethylene glycol() syste at T 6 = T,1. Dashed double tangent: non-stable SSE. (+) starting and ending point of a double tangent. ( ) particular stable double tangent of null length. Vol. 48, No. 1, Winter

15 g, properly defined in Eq. (5), and: g liq ( T,P,z) = g T,P,z z i liquid g T,P i=1 ( 36) Moreover, at a given T and P, the pure liquid is not always stable and by experience, the students do not like working with hypothetical states. In return, to our knowledge, this paper is the first one in which such a technique is used taking as reference the stable pure coponent at the considered T and P. Such a choice is extreely convenient since: 1) It never creates hypothetical states. ) It does not lead to the definition of a new therodynaic function. The students only need to know the correct definition of the olar Gibbs energy change on ixing. Indeed, in such a case: g stable ( T,P,z) = g T,P,z z i stable g T,P i=1 = g ( T,P,z) ( 37) equations are applied to ordinary cheicals? Part : study of solid-liquid equilibria in binary systes, Fluid Phase Equilib., 318, 61 (01) 8. Marcilla, A., J.A. Conesa, and M.M. Olaya, Coents on the probleatic nature of the calculation of solid-liquid equilibriu, Fluid Phase Equilib., 135, 169 (1997) 9. Del Mar Olaya, M., J.A. Reyes-Labarta, M.D. Serrano, and A. Marcilla, Vapor-liquid equilibria using the Gibbs energy and the coon tangent plane criterion, Che. Eng. Ed., 44(3), 36 (010) 10. Renon, H., and J.M. Prausnitz, Local copositions in therodynaic excess functions for liquid ixtures, AIChE J., 14, 135 (1968) 11. Jaubert, J.N., and R. Privat, Possible existence of a negative (positive) hoogeneous azeotrope when the binary ixture exhibits positive (negative) deviations fro ideal solution behavior (that is when ge is positive (negative)), Ind. Eng. Che. Res., 45, 817 (006) 1. Gibbs, J.W., A Method of Geoetrical Representation of the Therodynaic Properties of Substances by Means of Surfaces, Transaction of the Connecticut Acadey, II, 38 (1873) p References 1. Sith, J.M., H.C. Van Ness, and M.M. Abott, Introduction to Cheical Engineering Therodynaics, 7th Ed., New York: Mc Graw Hill (005). Sandler, S.I., Cheical, Biocheical, and Engineering Therodynaics, 4th Ed., New York: John Wiley & Sons, Inc. (006) 3. Privat, R., and J.N. Jaubert, Discussion around the paradig of ideal ixtures with ephasis on the definition of the property changes on ixing, Che. Eng. Sci., 8, 319 (01) 4. Gehling, J., B. Kolbe, M. Kleiber, and J. Rarey, Cheical Therodynaics for Process Siulation, Weinhei: Wiley-VCH (01) 5. Michelsen M.L., and J. Mollerup, Therodynaic Models: Fundaentals and Coputational Aspects, Holte: Tie-line Publications (007) 6. Baker, L.E., A.C. Pierce, and K.D. Luks, Gibbs energy analysis of phase equilibria, SPE Journal, (5), 731 (198) 7. Privat, R., E. Conte, J.N. Jaubert, and R. Gani, Are safe results obtained when SAFT Figure 15. Water(1) + ethylene glycol() syste at T 7 = 80 K. Dashed double tangent: non-stable SSE. (+) starting and ending point of a double tangent. 56 Cheical Engineering Education

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

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

Developed Correlations for Prediction of The Enthalpies of Saturated Vapor Liquid Coexisting Phases

Developed Correlations for Prediction of The Enthalpies of Saturated Vapor Liquid Coexisting Phases Nahrain University, College of Engineering Journal (NUCEJ) Vol.13 No.2, 2010 pp.116-128 Developed Correlations for Prediction of he Enthalpies of Saturated Vapor Liquid Coexisting Phases Mahoud Oar bdullah

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

Question 1. [14 Marks]

Question 1. [14 Marks] 6 Question 1. [14 Marks] R r T! A string is attached to the dru (radius r) of a spool (radius R) as shown in side and end views here. (A spool is device for storing string, thread etc.) A tension T is

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

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

School of Chemistry, University of Nottingham, University Park, Nottingham, NG7 2RD, United Kingdom

School of Chemistry, University of Nottingham, University Park, Nottingham, NG7 2RD, United Kingdom pubs.acs.org/jpcb Calculation of Partition Functions and Free Energies of a Binary Mixture Using the Energy Partitioning Method: Application to Carbon Dioxide and Methane Haina Do,* Jonathan D. Hirst,

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

Supervised assessment: Modelling and problem-solving task

Supervised assessment: Modelling and problem-solving task Matheatics C 2008 Saple assessent instruent and indicative student response Supervised assessent: Modelling and proble-solving tas This saple is intended to infor the design of assessent instruents in

More information

General Physical Chemistry I

General Physical Chemistry I General Physical Cheistry I Lecture 12 Aleksey Kocherzhenko Aril 2, 2015" Last tie " Gibbs free energy" In order to analyze the sontaneity of cheical reactions, we need to calculate the entroy changes

More information

1.1 Heat and Mass transfer in daily life and process/mechanical engineering Heat transfer in daily life: Heating Cooling Cooking

1.1 Heat and Mass transfer in daily life and process/mechanical engineering Heat transfer in daily life: Heating Cooling Cooking 1. Introduction 1.1 Heat and Mass transfer in daily life and process/echanical engineering Heat transfer in daily life: Heating Cooling Cooking ransfer of heat along a teperature difference fro one syste

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

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

Distillation. The Continuous Column. Learning Outcomes. Recap - VLE for Meth H 2 O. Gavin Duffy School of Electrical Engineering DIT Kevin Street

Distillation. The Continuous Column. Learning Outcomes. Recap - VLE for Meth H 2 O. Gavin Duffy School of Electrical Engineering DIT Kevin Street Distillation The Continuous Colun Gavin Duffy School of Electrical Engineering DIT Kevin Street Learning Outcoes After this lecture you should be able to.. Describe how continuous distillation works List

More information

CHAPTER 2 THERMODYNAMICS

CHAPTER 2 THERMODYNAMICS CHAPER 2 HERMODYNAMICS 2.1 INRODUCION herodynaics is the study of the behavior of systes of atter under the action of external fields such as teerature and ressure. It is used in articular to describe

More information

Supporting information for Self-assembly of multicomponent structures in and out of equilibrium

Supporting information for Self-assembly of multicomponent structures in and out of equilibrium Supporting inforation for Self-assebly of ulticoponent structures in and out of equilibriu Stephen Whitela 1, Rebecca Schulan 2, Lester Hedges 1 1 Molecular Foundry, Lawrence Berkeley National Laboratory,

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

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

26 Impulse and Momentum

26 Impulse and Momentum 6 Ipulse and Moentu First, a Few More Words on Work and Energy, for Coparison Purposes Iagine a gigantic air hockey table with a whole bunch of pucks of various asses, none of which experiences any friction

More information

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

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines

Intelligent Systems: Reasoning and Recognition. Perceptrons and Support Vector Machines Intelligent Systes: Reasoning and Recognition Jaes L. Crowley osig 1 Winter Seester 2018 Lesson 6 27 February 2018 Outline Perceptrons and Support Vector achines Notation...2 Linear odels...3 Lines, Planes

More information

DESIGN OF MECHANICAL SYSTEMS HAVING MAXIMALLY FLAT RESPONSE AT LOW FREQUENCIES

DESIGN OF MECHANICAL SYSTEMS HAVING MAXIMALLY FLAT RESPONSE AT LOW FREQUENCIES DESIGN OF MECHANICAL SYSTEMS HAVING MAXIMALLY FLAT RESPONSE AT LOW FREQUENCIES V.Raachran, Ravi P.Raachran C.S.Gargour Departent of Electrical Coputer Engineering, Concordia University, Montreal, QC, CANADA,

More information

Chapter 6 1-D Continuous Groups

Chapter 6 1-D Continuous Groups Chapter 6 1-D Continuous Groups Continuous groups consist of group eleents labelled by one or ore continuous variables, say a 1, a 2,, a r, where each variable has a well- defined range. This chapter explores:

More information

2. A crack which is oblique (Swedish sned ) with respect to the xy coordinate system is to be analysed. TMHL

2. A crack which is oblique (Swedish sned ) with respect to the xy coordinate system is to be analysed. TMHL (Del I, teori; 1 p.) 1. In fracture echanics, the concept of energy release rate is iportant. Fro the fundaental energy balance of a case with possible crack growth, one usually derives the equation where

More information

A note on the multiplication of sparse matrices

A note on the multiplication of sparse matrices Cent. Eur. J. Cop. Sci. 41) 2014 1-11 DOI: 10.2478/s13537-014-0201-x Central European Journal of Coputer Science A note on the ultiplication of sparse atrices Research Article Keivan Borna 12, Sohrab Aboozarkhani

More information

IN modern society that various systems have become more

IN modern society that various systems have become more Developent of Reliability Function in -Coponent Standby Redundant Syste with Priority Based on Maxiu Entropy Principle Ryosuke Hirata, Ikuo Arizono, Ryosuke Toohiro, Satoshi Oigawa, and Yasuhiko Takeoto

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

Physical Chemistry I for Biochemists Chem340. Lecture 32 (4/4/11)

Physical Chemistry I for Biochemists Chem340. Lecture 32 (4/4/11) Physical Cheistry I for Biocheists Che340 Lecture 32 (4/4/11) Yoshitaka Ishii Ch8.8-8.12 If you have a note 33, skip printing p2-3. 8.5 he Gibbs-Duhe Equation In Ch 6, we learned dg = -Sd + VdP + i dn

More information

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

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

More information

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area

Spine Fin Efficiency A Three Sided Pyramidal Fin of Equilateral Triangular Cross-Sectional Area Proceedings of the 006 WSEAS/IASME International Conference on Heat and Mass Transfer, Miai, Florida, USA, January 18-0, 006 (pp13-18) Spine Fin Efficiency A Three Sided Pyraidal Fin of Equilateral Triangular

More information

XI PHYSICS M. AFFAN KHAN LECTURER PHYSICS, AKHSS, K. https://promotephysics.wordpress.com

XI PHYSICS M. AFFAN KHAN LECTURER PHYSICS, AKHSS, K. https://promotephysics.wordpress.com XI PHYSICS M. AFFAN KHAN LECTURER PHYSICS, AKHSS, K affan_414@live.co https://prootephysics.wordpress.co [MOTION] CHAPTER NO. 3 In this chapter we are going to discuss otion in one diension in which we

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

Example A1: Preparation of a Calibration Standard

Example A1: Preparation of a Calibration Standard Suary Goal A calibration standard is prepared fro a high purity etal (cadiu) with a concentration of ca.1000 g l -1. Measureent procedure The surface of the high purity etal is cleaned to reove any etal-oxide

More information

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis

Experimental Design For Model Discrimination And Precise Parameter Estimation In WDS Analysis City University of New York (CUNY) CUNY Acadeic Works International Conference on Hydroinforatics 8-1-2014 Experiental Design For Model Discriination And Precise Paraeter Estiation In WDS Analysis Giovanna

More information

CHAPTER 19: Single-Loop IMC Control

CHAPTER 19: Single-Loop IMC Control When I coplete this chapter, I want to be able to do the following. Recognize that other feedback algoriths are possible Understand the IMC structure and how it provides the essential control features

More information

Kernel Methods and Support Vector Machines

Kernel Methods and Support Vector Machines Intelligent Systes: Reasoning and Recognition Jaes L. Crowley ENSIAG 2 / osig 1 Second Seester 2012/2013 Lesson 20 2 ay 2013 Kernel ethods and Support Vector achines Contents Kernel Functions...2 Quadratic

More information

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES

Proc. of the IEEE/OES Seventh Working Conference on Current Measurement Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Proc. of the IEEE/OES Seventh Working Conference on Current Measureent Technology UNCERTAINTIES IN SEASONDE CURRENT VELOCITIES Belinda Lipa Codar Ocean Sensors 15 La Sandra Way, Portola Valley, CA 98 blipa@pogo.co

More information

I. Concepts and Definitions. I. Concepts and Definitions

I. Concepts and Definitions. I. Concepts and Definitions F. Properties of a syste (we use the to calculate changes in energy) 1. A property is a characteristic of a syste that can be given a nuerical value without considering the history of the syste. Exaples

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

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

Chapter 1: Basics of Vibrations for Simple Mechanical Systems

Chapter 1: Basics of Vibrations for Simple Mechanical Systems Chapter 1: Basics of Vibrations for Siple Mechanical Systes Introduction: The fundaentals of Sound and Vibrations are part of the broader field of echanics, with strong connections to classical echanics,

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

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry

About the definition of parameters and regimes of active two-port networks with variable loads on the basis of projective geometry About the definition of paraeters and regies of active two-port networks with variable loads on the basis of projective geoetry PENN ALEXANDR nstitute of Electronic Engineering and Nanotechnologies "D

More information

Explicit Analytic Solution for an. Axisymmetric Stagnation Flow and. Heat Transfer on a Moving Plate

Explicit Analytic Solution for an. Axisymmetric Stagnation Flow and. Heat Transfer on a Moving Plate Int. J. Contep. Math. Sciences, Vol. 5,, no. 5, 699-7 Explicit Analytic Solution for an Axisyetric Stagnation Flow and Heat Transfer on a Moving Plate Haed Shahohaadi Mechanical Engineering Departent,

More information

Probability Distributions

Probability Distributions Probability Distributions In Chapter, we ephasized the central role played by probability theory in the solution of pattern recognition probles. We turn now to an exploration of soe particular exaples

More information

ME 300 Thermodynamics II Exam 2 November 13, :00 p.m. 9:00 p.m.

ME 300 Thermodynamics II Exam 2 November 13, :00 p.m. 9:00 p.m. ME 300 Therodynaics II Exa 2 Noveber 3, 202 8:00 p.. 9:00 p.. Nae: Solution Section (Circle One): Sojka Naik :30 a.. :30 p.. Instructions: This is a closed book/notes exa. You ay use a calculator. You

More information

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get:

Now multiply the left-hand-side by ω and the right-hand side by dδ/dt (recall ω= dδ/dt) to get: Equal Area Criterion.0 Developent of equal area criterion As in previous notes, all powers are in per-unit. I want to show you the equal area criterion a little differently than the book does it. Let s

More information

The Transactional Nature of Quantum Information

The Transactional Nature of Quantum Information The Transactional Nature of Quantu Inforation Subhash Kak Departent of Coputer Science Oklahoa State University Stillwater, OK 7478 ABSTRACT Inforation, in its counications sense, is a transactional property.

More information

Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes

Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes Graphical Models in Local, Asyetric Multi-Agent Markov Decision Processes Ditri Dolgov and Edund Durfee Departent of Electrical Engineering and Coputer Science University of Michigan Ann Arbor, MI 48109

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

1 Bounding the Margin

1 Bounding the Margin COS 511: Theoretical Machine Learning Lecturer: Rob Schapire Lecture #12 Scribe: Jian Min Si March 14, 2013 1 Bounding the Margin We are continuing the proof of a bound on the generalization error of AdaBoost

More information

Four-vector, Dirac spinor representation and Lorentz Transformations

Four-vector, Dirac spinor representation and Lorentz Transformations Available online at www.pelagiaresearchlibrary.co Advances in Applied Science Research, 2012, 3 (2):749-756 Four-vector, Dirac spinor representation and Lorentz Transforations S. B. Khasare 1, J. N. Rateke

More information

Force and dynamics with a spring, analytic approach

Force and dynamics with a spring, analytic approach Force and dynaics with a spring, analytic approach It ay strie you as strange that the first force we will discuss will be that of a spring. It is not one of the four Universal forces and we don t use

More information

Data-Driven Imaging in Anisotropic Media

Data-Driven Imaging in Anisotropic Media 18 th World Conference on Non destructive Testing, 16- April 1, Durban, South Africa Data-Driven Iaging in Anisotropic Media Arno VOLKER 1 and Alan HUNTER 1 TNO Stieltjesweg 1, 6 AD, Delft, The Netherlands

More information

Figure 1: Equivalent electric (RC) circuit of a neurons membrane

Figure 1: Equivalent electric (RC) circuit of a neurons membrane Exercise: Leaky integrate and fire odel of neural spike generation This exercise investigates a siplified odel of how neurons spike in response to current inputs, one of the ost fundaental properties of

More information

Celal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere

Celal S. Konor Release 1.1 (identical to 1.0) 3/21/08. 1-Hybrid isentropic-sigma vertical coordinate and governing equations in the free atmosphere Celal S. Konor Release. (identical to.0) 3/2/08 -Hybrid isentropic-siga vertical coordinate governing equations in the free atosphere This section describes the equations in the free atosphere of the odel.

More information

ma x = -bv x + F rod.

ma x = -bv x + F rod. Notes on Dynaical Systes Dynaics is the study of change. The priary ingredients of a dynaical syste are its state and its rule of change (also soeties called the dynaic). Dynaical systes can be continuous

More information

LONG-TERM PREDICTIVE VALUE INTERVAL WITH THE FUZZY TIME SERIES

LONG-TERM PREDICTIVE VALUE INTERVAL WITH THE FUZZY TIME SERIES Journal of Marine Science and Technology, Vol 19, No 5, pp 509-513 (2011) 509 LONG-TERM PREDICTIVE VALUE INTERVAL WITH THE FUZZY TIME SERIES Ming-Tao Chou* Key words: fuzzy tie series, fuzzy forecasting,

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

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

III.H Zeroth Order Hydrodynamics

III.H Zeroth Order Hydrodynamics III.H Zeroth Order Hydrodynaics As a first approxiation, we shall assue that in local equilibriu, the density f 1 at each point in space can be represented as in eq.iii.56, i.e. f 0 1 p, q, t = n q, t

More information

CONTINUOUS THERMODYNAMICS FINITE DIFFUSION MODEL FOR MULTICOMPONENT FUEL SPRAY EVAPORATION

CONTINUOUS THERMODYNAMICS FINITE DIFFUSION MODEL FOR MULTICOMPONENT FUEL SPRAY EVAPORATION CONTINUOUS THERMODYNAMICS FINITE DIFFUSION MODEL FOR MULTICOMPONENT FUEL SPRAY EVAPORATION Dongyao Wang 1 and Chia-fon F. Lee Departent of Theoretical and Applied Mechanics 1 Departent of Mechanical and

More information

In this chapter, we consider several graph-theoretic and probabilistic models

In this chapter, we consider several graph-theoretic and probabilistic models THREE ONE GRAPH-THEORETIC AND STATISTICAL MODELS 3.1 INTRODUCTION In this chapter, we consider several graph-theoretic and probabilistic odels for a social network, which we do under different assuptions

More information

Physically Based Modeling CS Notes Spring 1997 Particle Collision and Contact

Physically Based Modeling CS Notes Spring 1997 Particle Collision and Contact Physically Based Modeling CS 15-863 Notes Spring 1997 Particle Collision and Contact 1 Collisions with Springs Suppose we wanted to ipleent a particle siulator with a floor : a solid horizontal plane which

More information

Topic 5a Introduction to Curve Fitting & Linear Regression

Topic 5a Introduction to Curve Fitting & Linear Regression /7/08 Course Instructor Dr. Rayond C. Rup Oice: A 337 Phone: (95) 747 6958 E ail: rcrup@utep.edu opic 5a Introduction to Curve Fitting & Linear Regression EE 4386/530 Coputational ethods in EE Outline

More information

Design of Spatially Coupled LDPC Codes over GF(q) for Windowed Decoding

Design of Spatially Coupled LDPC Codes over GF(q) for Windowed Decoding IEEE TRANSACTIONS ON INFORMATION THEORY (SUBMITTED PAPER) 1 Design of Spatially Coupled LDPC Codes over GF(q) for Windowed Decoding Lai Wei, Student Meber, IEEE, David G. M. Mitchell, Meber, IEEE, Thoas

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

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

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

Ph 20.3 Numerical Solution of Ordinary Differential Equations

Ph 20.3 Numerical Solution of Ordinary Differential Equations Ph 20.3 Nuerical Solution of Ordinary Differential Equations Due: Week 5 -v20170314- This Assignent So far, your assignents have tried to failiarize you with the hardware and software in the Physics Coputing

More information

Included in this hand-out are five examples of problems requiring the solution of a system of linear algebraic equations.

Included in this hand-out are five examples of problems requiring the solution of a system of linear algebraic equations. he Lecture Notes, Dept. of heical Engineering, Univ. of TN, Knoville - D. Keffer, 5/9/98 (updated /) Eaple pplications of systes of linear equations Included in this hand-out are five eaples of probles

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

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

E0 370 Statistical Learning Theory Lecture 6 (Aug 30, 2011) Margin Analysis

E0 370 Statistical Learning Theory Lecture 6 (Aug 30, 2011) Margin Analysis E0 370 tatistical Learning Theory Lecture 6 (Aug 30, 20) Margin Analysis Lecturer: hivani Agarwal cribe: Narasihan R Introduction In the last few lectures we have seen how to obtain high confidence bounds

More information

Chapter 5, Conceptual Questions

Chapter 5, Conceptual Questions Chapter 5, Conceptual Questions 5.1. Two forces are present, tension T in the cable and gravitational force 5.. F G as seen in the figure. Four forces act on the block: the push of the spring F, sp gravitational

More information

Multi-Scale/Multi-Resolution: Wavelet Transform

Multi-Scale/Multi-Resolution: Wavelet Transform Multi-Scale/Multi-Resolution: Wavelet Transfor Proble with Fourier Fourier analysis -- breaks down a signal into constituent sinusoids of different frequencies. A serious drawback in transforing to the

More information

Note-A-Rific: Mechanical

Note-A-Rific: Mechanical Note-A-Rific: Mechanical Kinetic You ve probably heard of inetic energy in previous courses using the following definition and forula Any object that is oving has inetic energy. E ½ v 2 E inetic energy

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

Reed-Muller Codes. m r inductive definition. Later, we shall explain how to construct Reed-Muller codes using the Kronecker product.

Reed-Muller Codes. m r inductive definition. Later, we shall explain how to construct Reed-Muller codes using the Kronecker product. Coding Theory Massoud Malek Reed-Muller Codes An iportant class of linear block codes rich in algebraic and geoetric structure is the class of Reed-Muller codes, which includes the Extended Haing code.

More information

CHARACTERIZING THE KINETICS OF HETEROGENEOUS EXO- THERMIC REACTIONS

CHARACTERIZING THE KINETICS OF HETEROGENEOUS EXO- THERMIC REACTIONS CHARACTERIZING THE KINETICS OF HETEROGENEOUS EXO- THERMIC REACTIONS Kathrin Bisup 1,HeioBothe 1, Günther Hessel, Günther Hulzer 1, Holger Kry, Wilfried Schitt, Nurelegne Tefera 1. Introduction In the pharaceutical

More information

THE EFFECT OF SOLID PARTICLE SIZE UPON TIME AND SEDIMENTATION RATE

THE EFFECT OF SOLID PARTICLE SIZE UPON TIME AND SEDIMENTATION RATE Bulletin of the Transilvania University of Braşov Series II: Forestry Wood Industry Agricultural Food Engineering Vol. 5 (54) No. 1-1 THE EFFECT OF SOLID PARTICLE SIZE UPON TIME AND SEDIMENTATION RATE

More information

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning

Analysis of Impulsive Natural Phenomena through Finite Difference Methods A MATLAB Computational Project-Based Learning Analysis of Ipulsive Natural Phenoena through Finite Difference Methods A MATLAB Coputational Project-Based Learning Nicholas Kuia, Christopher Chariah, Mechatronics Engineering, Vaughn College of Aeronautics

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

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

OBJECTIVES INTRODUCTION

OBJECTIVES INTRODUCTION M7 Chapter 3 Section 1 OBJECTIVES Suarize data using easures of central tendency, such as the ean, edian, ode, and idrange. Describe data using the easures of variation, such as the range, variance, and

More information

arxiv: v1 [quant-ph] 19 Jan 2014

arxiv: v1 [quant-ph] 19 Jan 2014 Analytical Solution of Mathieu Equation Ditri Yerchuck (a), Alla Dovlatova (b), Yauhen Yerchak(c), Felix Borovik (a) (a) - Heat-Mass Transfer Institute of National Acadey of Sciences of RB, Brovka Str.,

More information

The Characteristic Planet

The Characteristic Planet The Characteristic Planet Brano Zivla, bzivla@gail.co Abstract: I have calculated a relation significant for planets fro a logical starting point that a whole and its parts are ianently depandant on each

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

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

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

Thermodynamics. Temperature Scales Fahrenheit: t F. Thermal Expansion and Stress. 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

Modelling of the Through-air Bonding Process

Modelling of the Through-air Bonding Process Modelling of the Through-air Bonding Process M. Hossain 1, M. Acar, Ph.D. 2, W. Malalasekera 2 1 School of Engineering, The Robert Gordon University, Aberdeen, UNITED KINDOM 2 Mechanical and Manufacturing

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

An analytical relation between relaxation time spectrum and molecular weight distribution

An analytical relation between relaxation time spectrum and molecular weight distribution An analytical relation between relaxation tie spectru and olecular weight distribution Wolfgang Thi, Christian Friedrich, a) Michael Marth, and Josef Honerkap b) Freiburger Materialforschungszentru, Stefan-Meier-Straße

More information

Research in Area of Longevity of Sylphon Scraies

Research in Area of Longevity of Sylphon Scraies IOP Conference Series: Earth and Environental Science PAPER OPEN ACCESS Research in Area of Longevity of Sylphon Scraies To cite this article: Natalia Y Golovina and Svetlana Y Krivosheeva 2018 IOP Conf.

More information

Mutual capacitor and its applications

Mutual capacitor and its applications Mutual capacitor and its applications Chun Li, Jason Li, Jieing Li CALSON Technologies, Toronto, Canada E-ail: calandli@yahoo.ca Published in The Journal of Engineering; Received on 27th October 2013;

More information

Number of extra papers used if any

Number of extra papers used if any Last Nae: First Nae: Thero no. ME 00 Therodynaics 1 Fall 018 Exa 1 Circle your instructor s last nae Division 1 (7:0): Naik Division (1:0): Wassgren Division 6 (11:0): Sojka Division (9:0): Choi Division

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

Density and structure of undercooled liquid titanium

Density and structure of undercooled liquid titanium Article Condensed Matter Physics March 2012 Vol.57 No.7: 719 723 doi: 10.1007/s11434-011-4945-6 Density and structure of undercooled liquid titaniu WANG HaiPeng, YANG ShangJing & WEI BingBo * Departent

More information

Genetic Algorithm Search for Stent Design Improvements

Genetic Algorithm Search for Stent Design Improvements Genetic Algorith Search for Stent Design Iproveents K. Tesch, M.A. Atherton & M.W. Collins, South Bank University, London, UK Abstract This paper presents an optiisation process for finding iproved stent

More information