Heat Conduction and the Boltzmann Distribution Meredith Silberstein ES.241 Workshop May 21, 2009 Heat Conduction • Transfer of thermal energy • Moves from a region of higher temperature to a region of lower temperature High Temperature Q Low Temperature What we can/can’t do with the fundamental postulate • Can: – Derive framework for heat conduction – Find equilibrium condition – Derive constraints on kinetic laws for systems not in thermal equilibrium • Cannot: – Directly find kinetic laws, must be proposed within constraints and verified experimentally (or via microstructural specific based models/theory) Assumptions • Body consists of a field of material particles • Body is stationary • u, s, and T are a functions of spatial coordinate x and time t • There are no forms of energy or entropy transfer other than heat • Energy is conserved • No energy associated with surfaces • A thermodynamic function s(u) is known u(X,0) s(X,0) T(X,0) x2 x1 u(X,t) s(X,t) T(X,t) x2 x1 Conservation of energy TR(X) δq TR2 δQ TR1 δq δQ δIk(x) u(X,t) nk δIk δIk(x+dx) δQ TR3 δQ TR4 isolated system Conservation of energy • Isolated system: heat must come from either thermal reservoir or neighboring element of body • Elements of volume will change energy based on the difference between heat in and heat out u Ik Q X k • Elements of area cannot store energy, so heat in and heat out must be equal I k nk q δq TR(X) nk δIk δQ δIk(x) u(X,t) δIk(x+dx) Internal Variables • 6 fields of internal variables: u ( X , t ), s( X , t ), T ( X , t ), I k ( X , t ), Q( X , t ), q( X , t ) • 3 constraints: – Conservation of energy on the surface – Conservation of energy in the volume – Thermodynamic model • 3 independent internal variables: I k ( X , t ), Q( X , t ), q( X , t ) δq TR(X) nk δIk δQ δIk(x) u(X,t) δIk(x+dx) Entropy of reservoirs • Temperature of each reservoir is a constant (function of location, not of time) • No entropy generated in the reservoir when heat is transferred • Recall: S log log 1 U T S U T Q s • From each thermal reservoir to the volume: TR • From each thermal reservoir to the surface: s q TR • Integrate over continuum of thermal reservoirs: SR Q TR dV q TR δq dA δQ TR(X) Entropy of Conductor From temperature definition and energy conservation: u u Ik Q I k nk q SC sdV dV X k T A bunch of math: 1 Q 1 SC Q I K dV dV I K dV T X k T T X k 1 1 1 IK I I K K T X k X k T X k T Ik 1 q I dV n dA X k T K T k T dA SC Q T dV q T dA δQ 1 I k dV X k T δq nk δIk δIk(x) u(X,t) δIk(x+dx) Total Entropy • Total entropy change of the system is the sum of the entropy of the reservoirs and the pure thermal system Stot S R SC • Have equation in terms of variations in our three independent internal variables 1 1 1 1 1 Stot QdV qdA I k dV X k T T TR T TR • Fundamental postulate – this total entropy must stay the same or increase • Three separate inequalities: 1 1 Q 0 T TR 1 1 q 0 T TR X k 1 Ik 0 T Equilibrium • No change in the total entropy of the system 1 1 Q 0 T TR 1 1 q 0 T TR 1 Ik 0 X k T • The temperature of the body is the same as the temperature of the reservoir • There is no heat flux through the body – The reservoirs are all at the same temperature Non-equilibrium • Total entropy of the system increases with time 1 1 1 1 Q 0 q 0 T TR T TR X k 1 Ik 0 T • Many ways to fulfill these three inequalities • Choice depends on material properties and boundary conditions • Ex. Adiabatic with heat flux linear in temperature gradient: Q 0 q 0 Ji I ( X , t ) T ( X , t ) (T ) t X i (T ) 0 • Ex. Conduction at the surface with heat flux linear in temperature gradient: Q 0 q K (TR T ) t T ( X , t ) J i (T ) X i K 0 Example 1: Rod with thermal reservoir at one end • Questions: – What is the change in energy and entropy of the rod when it reaches steady state? – What is the temperature profile at steady-state? • Interface between reservoir and end face of rod has infinite conductance • Rest of surface insulated TR δq>0 T(x,0)=T1<TR δq=0 Example 1: Rod with thermal reservoir at one end TR δq>0 T(x,0)=T1<TR δq=0 x • Thermodynamic model of rod: – Heat capacity “c” constant within the temperature range u (T ) c T u c T c s T T • Kinetic model of rod: – Heat flux proportional to thermal gradient – Conductivity “κ” constant within the temperature range T ( x, t ) J x T ( x, t ) 2T ( x, t ) D t x 2 D c Example 1: Rod with thermal reservoir at one end TR δq>0 T(x,0)=T1<TR δq=0 • Heat will flow from reservoir to rod until entire rod is at the reservoir temperature • Rate of this process is controlled by conductivity of rod • Change in energy depends on heat capacity (not rate dependent) Example 1: Rod with thermal reservoir at one end TR δq>0 δq=0 T(x,∞)=T1=TR u c T U cV TR T1 u s T TR S cV ln T1 Boundary conditions: T ( x 0, t ) TR T ( x L, t ) 0 x TR T1 L ~ Dt Example 2: Rod with thermal reservoirs at different temperatures at each end TR1 δq<0 TR1<T(x,0)=T1<TR2 δq>0 T R2 • Questions: – What is the change in energy and entropy of the rod when it reaches steady state? – What is the temperature profile at steady-state? • Same thermodynamic and kinetic model as rod from first example problem Example 2: Rod with thermal reservoirs at different temperatures at each end TR1 δq<0 δq>0 T R2 TR1<T(x,t)<TR2 • System never reaches equilibrium since there is always a temperature gradient across it • Steady-state temperature profile is linear TR2 TR1 TR1 TR 2 U cV T1 2 U ss 0 S ss 0 Stot _ ss q q TR1 TR 2 Boltzmann Distribution • Question: What is the probability of a body having a property we are interested in as derived from the fundamental postulate? • Special case of heat conduction: – Small body in contact with a large reservoir – Thermal contact – No other interactions – Energy exchange without work • But the body is not an isolated system Boltzmann Distribution • No interaction of composite system with rest of environment • Small system can occupy any set of states of any energy • System fluctuates among all states while in equilibrium TR 1 , 2 , 3 , 4 ... s U1 ,U 2 ,U3 ,U 4 ...U s isolated system Boltzmann Factor • Recall: log 1 U T • Energy is conserved U tot constant U T log Utot U s U R Us log R U tot U s log R U tot TR Us R U tot U s R U tot exp TR Boltzmann Factor Us R U tot U s R U tot exp TR • Number of states of the reservoir as an isolated system: R Utot • Number of states of reservoir when in contact with small system in state γs: R Utot U s • Therefore number of states in reservoir reduced by: Us exp TR Boltzmann Distribution • Isolated system in equilibrium has equal probability of being in each state • Probability of being in a particular state: Small system 1 2 3 4 s Thermal Reservoir x x x x x x x x x x x x x x x x x x x x x x x x x 1* R U tot U s Ps tot tot R Utot U s s Boltzmann Distribution tot R Utot U s s & Us R U tot U s R U tot exp TR Us tot R U tot exp s TR • Identify the partition function: Us Z exp s TR tot R Utot * Z • Revised expression for probability of state s: exp Ps U s Z TR Configurations Small system Thermal Reservoir • Frequently interested in a macroscopic 1 x x x x x x property x 2 x x x x x 3 • Subset of states of a x x x x 4 x x x system called a x x x x x x s configuration • Probability of a Us configuration (A) is Z A exp A sum of probability of TR ZA Ps states (s) contained in Z Us the configuration Z exp s s TR