6/6/2016 Instructor Dr. Raymond Rumpf (915) 747‐6958 rcrumpf@utep.edu EE 5320 Computational Electromagnetics Lecture #4 Transfer Matrix Method These notes may contain copyrighted material obtained under fair use rules. Distribution of these materials is strictly prohibited Lecture 4 Slide 1 Outline • • • • • Formulation of 44 matrix equation for 1D structures Solution in an LHI layer Transfer matrices for multilayer structures Transfer matrices are unstable Formulation of 22 matrix equation for 1D structures Lecture 4 Slide 2 1 6/6/2016 Formulation of 44 Matrix Equation for 1D Structures Lecture 4 Slide 3 1D Structures Sometimes it is possible to describe a physical device using just one dimension. Doing so dramatically reduces the numerical complexity of the problem and is ALWAYS GOOD PRACTICE. x Region I Reflection Region y z Region II Transmission Region Lecture 4 Slide 4 2 6/6/2016 3D 1D Using Homogenization Many times it is possible to approximate a 3D device in one dimension. It is very good practice to at least perform the initial simulations in 1D and only moving to 3D to verify the final design. 1 2 3 4 r Physical Device Effective Medium Approximation in 1D Lecture 4 Slide 5 3D 1D Using Circuit‐Wave Equivalence d2 d1 d3 d5 d4 Z trn Z L Z ref N r r Lecture 4 d6 Z1 Z2 Z3 Z4 Z5 Z6 in 1 2 3 4 5 6 L N in N1 N2 N3 N4 N5 N6 NL d1 d2 d3 d4 d5 d6 Slide 6 3 6/6/2016 Starting Point We start with Maxwell’s equations in the following form. Here we have assumed isotropic materials and we will use the positive sign convention for waves. Ez E y k0 r H x y z Ex Ez k0 r H y z x E y Ex k0 r H z x y H j0 H H z H y k 0 r E x y z H x H z k 0 r E y z x H y H x k 0 r E z x y Positive sign convention Lecture 4 Slide 7 Calculation of the Wave Vector Components The components kx and ky are determined by the incident wave and are continuous throughout the 1D device. The kz component is different in each layer and calculated from the dispersion relation in that layer. k x k0 r ,inc r ,inc sin cos k y k0 r ,inc r ,inc sin sin k z ,i k02 r ,i r ,i k x2 k y2 i Layer # Lecture 4 Slide 8 4 6/6/2016 Waves in Homogeneous Media A wave propagating in a homogeneous layer is a plane wave. It has the following mathematical form. jk y E r E0 e jk r E0 e jk x x e y e jk z z jk y H r H 0 e jk r H 0 e jk x x e y e jk z z Note: e+jkz sign convention was used for propagation in +z direction. When we take derivatives of these solutions, we see that jk y jk x x jk y y jkz z E r E0 e e e jk x E0 e y e jkz z e jkx x jk x E r x x jk x x jk y jk x x jk y y jk z z E r E0 e e e jk y E0 e y e jk z z e jk x x jk y E r y y jk y y We cannot say that because the structure is not z jk z homogeneous in the z direction. jk z z Lecture 4 Slide 9 Reduction of Maxwell’s Eqs. to 1D Given that jk x x jk y y Maxwell’s equations become jk y Ez dE y k0 r H x dz dEx jk x Ez k0 r H y dz jk x E y jk y Ex k0 r H z dH y jk y H z k 0 r E x dz dH x jk x H z k0 r E y dz jk x H y jk y H x k0 r Ez Note: z is the only independent variable left so its derivative is ordinary. Lecture 4 d z dz Slide 10 5 6/6/2016 Normalize the Parameters We normalize the parameters according to z k0 z k kx x k0 ky ky k0 k kz z k0 Using the normalized parameters, Maxwell’s equations become dH y jky H z r Ex dz dH x jkx H z r E y dz jkx H y jky H x r Ez dE y jky Ez r H x dz dEx jkx Ez r H y dz jkx E y jky Ex r H z Lecture 4 Slide 11 Solve for the Longitudinal Components Ez and Hz We solve the third and sixth equations for the longitudinal field components Hz and Ez. dE jky Ez y r H x dz dEx jkx Ez r H y dz jkx E y jky Ex r H z j k x E y ky Ex H z r dH y r Ex jky H z dz dH x jkx H z r E y dz jkx H y jky H x r Ez Lecture 4 Ez j k x H y ky H x r Slide 12 6 6/6/2016 Eliminate the Longitudinal Components We eliminate the longitudinal field terms by substituting them back into the remaining equations. dE jky Ez y r H x dz dEx jkx Ez r H y dz j H z k x E y ky Ex r dH y jky H z r Ex dz dH x jkx H z r E y dz j Ez k x H y ky H x r dE y r r H x ky2 H x kx ky H y r dz dE r x kx2 H y kx ky H x r r H y dz dH y ky2 Ex kx ky E y r r r Ex dz dH x 2 k x E y kx ky Ex r r E y r dz Lecture 4 Slide 13 Rearrange Maxwell’s Equations Here we rearrange the terms and the order of the equations. dE y r r H x ky2 H x kx ky H y r dz dE r x kx2 H y kx ky H x r r H y dz dH y r r Ex ky2 Ex kx ky E y r dz dH x 2 r k x E y kx ky Ex r r E y dz Lecture 4 dEx kx ky k 2 H x r x H y dz r r dE y ky2 kx ky Hy r H x dz r r dH x kx ky k 2 Ex r x E y r r dz dH y ky2 kx ky E r Ex r y dz r Slide 14 7 6/6/2016 Matrix Form of Maxwell’s Equations The remaining four equations can be written in matrix form as dE x kx ky k 2 H x r x H y dz r r dE y ky2 k k r H x x y H y dz r r dH x k x k y k2 E x E dz r x r r y dH y ky2 k k r Ex x y E y dz r r 0 Ex 0 d Ey dz H x kx ky H y r ky2 r r kx ky 0 r k 0 r 2 y r kx2 r kx ky r r 0 0 Lecture 4 kx2 r kx ky Ex r E y Hx 0 H y 0 r Slide 15 BTW…for Fully Anisotropic Materials yz kx zx j ky zz zz Ex jk xz zx y zz zz Ey z H x kx ky yz zx yx zz H y zz k 2 y xx xz zx zz zz yz zy jkx zz zz zy j kx xz ky zz zz yz zy kx2 yy zz zz kx ky xz zy xy zz zz kx ky yz zx yx zz zz ky2 xx xz zx zz zz yz zx j ky kx zz zz jky xz zx zz zz kˆx2 yz zy yy zz zz kx ky xz zy Ex xy zz zz E y H x yz zy jk x H y zz zz xz zy j kx ky zz zz e j z Note: This is for the sign convention. Lecture 4 Slide 16 8 6/6/2016 Solution in an LHI Layer Lecture 4 Slide 17 Matrix Differential Equation Maxwell’s equations can now be written as a single matrix differential equation. dψ Ωψ 0 dz Ex z E y z ψ z H x z H y z Lecture 4 0 0 Ω kx ky r ky2 r r kx ky 0 r k 0 r 2 y r kx2 r kx ky r r 0 0 kx2 r k k x y r 0 0 r Slide 18 9 6/6/2016 Solution of the Differential Equation (1 of 3) The matrix differential equation is dψ Ωψ 0 dz This is actually a set of four coupled differential equations. The system of four equations can be solved as a single matrix equation as follows. ψ z eΩz ψ 0 This is easy to write, but how do we compute the exponential of a matrix? Lecture 4 Slide 19 Functions of Matrices It is sometimes necessary to evaluate the function of a matrix. f A ? It is NOT correct to calculate the function applied to every element in the matrix A individually. A different technique must be used. To do this, we first calculate the eigen‐vectors and eigen‐values of the matrix A. f A ? A W eigen-vector matrix of A λ eigen-value matrix of A 1 0 0 2 λ 0 0 0 0 0 0 3 0 0 0 0 4 The function of the matrix is then evaluated as f A W f λ W 1 Lecture 4 This is very easy to evaluate because is a diagonal matrix so the function only has to be performed individually on the diagonal elements. Slide 20 10 6/6/2016 Solution of the Differential Equation (1 of 2) We had the following matrix differential equation and general solution dψ Ωψ 0 dz ψ z eΩz ψ 0 We can now evaluate the matrix exponential using the eigen‐values and eigen‐vectors of the matrix . Ω W eigen-vector matrix λ eigen-value matrix eλz eΩz Weλz W 1 e1z 0 0 0 0 e 0 0 2 z 0 0 e3 z 0 e4 z 0 0 0 Lecture 4 Slide 21 Solution of the Differential Equation (2 of 2) The solution to the matrix differential equation is therefore dψ Ωψ 0 dz ψ z eΩz ψ 0 ψ z We λz W 1ψ 0 c We can combine the unknown initial values (0) with W-1 because that product just leads to another column vector of unknown constants. Our final solution is then dψ Ωψ 0 dz Lecture 4 ψ z We λzc c W 1ψ 0 Slide 22 11 6/6/2016 Interpretation of the Solution ψ z Weλzc (z’) – Overall solution which is the sum of all the modes at plane z’. W – Square matrix who’s column vectors describe the “modes” that can exist in the material. These are essentially pictures of the modes which quantify the relative amplitudes of Ex, Ey, Hx, and Hy. c – Column vector containing the amplitude coefficient of each of the modes. This quantifies how much power is in each mode. ez’ – Diagonal matrix describing how the modes propagate. This includes accumulation of phase as well as decaying (loss) or growing (gain) amplitude. Lecture 4 Slide 23 Getting a Feel for the Numbers (1 of 2) For a layer with r=9.0 and r=1.0 (i.e. n=3.0) and a wave at normal incidence, we will have 0 0 Ω 0 9 0 0 1 0 1 0 9 0 0 0 0 0 This matrix has the following eigen‐vectors and eigen‐values. j 0.32 0 W 0 0.95 Lecture 4 j 0.32 0 0 0.95 0 0 j 0.32 j 0.32 0.95 0.95 0 0 0 j 3.0 0 j 3.0 λ 0 0 0 0 0 0 j 3.0 0 j 3.0 0 0 0 Slide 24 12 6/6/2016 Getting a Feel for the Numbers (2 of 2) We see that the modes occur as either an Ex‐Hy or Ey‐Hx pair. This is consistent with plane waves. Due to the normalization, they are 90° out of phase. A sign difference indicates forward and backward waves. Only the relative amplitude difference between E and H is important here. j 0.32 0 W 0 0.95 j 0.32 0 0 0.95 0 0 j 0.32 j 0.32 0.95 0.95 0 0 r E 0 r H E H r 1 r 3 The modes in W only contain information about the relative amplitudes of the field components. We know the refractive index (n = 3.0), so the eigen‐values are consistent with what we would expect. The signs correspond to forward and backward waves. 0 j 3.0 0 j 3.0 λ 0 0 0 0 0 0 j 3.0 0 j 3.0 0 0 0 e z e jn cosinc z jn cos inc n r r 3 The numbers in describe how the modes accumulate phase in the z direction. This is essentially just the complex refractive index of the material. Lecture 4 Slide 25 Visualizing the Modes j 0.32 0 W 0 0.95 0.95 0 0 j 0.32 j 0.32 0.95 0.95 0 0 0 j 3.0 0 j 3.0 λ 0 0 0 0 0 0 0 j3.0 0 0 j 3.0 j 0.32 0 0 Mode 1 0 Mode 2 0.95 0.95 j0.32 Mode 4 Mode 3 Mode 2 Mode 1 -j0.32 j0.32 Mode 3 Mode 4 0.95 0.95 -j0.32 Lecture 4 Slide 26 13 6/6/2016 Transfer Matrices for Multilayer Structures Lecture 4 Slide 27 Geometry of an Intermediate Layer +z Layer i-1 ψ i 1 k0 Li 1 Layer i ψ i zi ci 1 ψ i k0 Li ψ i1 0 ψi 0 Li 1 Layer i+1 Li ci Li 1 ci 1 zi is a local z‐coordinate inside the ith layer that starts at zero at the layer’s left side. Lecture 4 Slide 28 14 6/6/2016 Field Relations Field inside the ith layer: Ex ,i zi E y ,i zi Wi e λi zi ci ψ i zi H x ,i zi H y ,i zi Boundary conditions at the first interface: ψ i 1 k0 Li 1 ψ i 0 Wi 1eλi1k0 Li1 ci 1 Wi ci We need to include k0 in the exponential to normalize Li-1 because the parameter i-1 expects to multiply a normalized coordinate. Boundary conditions at the second interface: ψ i k0 Li ψ i 1 0 Wi eλi k0 Li ci Wi 1ci 1 Note: We must equate the field on either side of the interfaces, not the mode coefficients c. Lecture 4 Slide 29 The Transfer Matrix The transfer matrix Ti of the ith layer is defined as: ci 1 Ti ci Ti After some algebra, the transfer matrix is computed to be Ti Wi11Wi eλi k0 Li Lecture 4 Slide 30 15 6/6/2016 The Transfer Matrix Method The transfer matrix method (TMM) consists of working through the device one layer at a time and calculating an overall (global) transfer matrix. T1 T2 T3 T4 T5 Transmission Region Reflection Region T5 T4 T3 T2 T1 Tglobal This is standard matrix multiplication. The order of multiplication may seem backwards here, but it is not. Recall the definition of the transfer matrix to have this make sense. Lecture 4 Slide 31 The Global Transfer Matrix The transfer matrix so far is not yet the “true” global transfer matrix because it does not connect the reflection region to the transmission region. It only connects the amplitude coefficients of Layer 1 to the amplitude coefficients in the transmission region. This is a result of how we defined the transfer matrix. c1 c trn Tglobal The global transfer matrix must connect the amplitude coefficients in the reflection region to the amplitude coefficients in the transmission region. Boundary conditions at the first interface require Wref c ref W1c1 Solving this for c1 yields c1 W11Wref c ref The global transfer matrix is derived by substituting this result into the first equation. W11Wref c ref c trn Tglobal W11Wref Tglobal Tglobal Lecture 4 Tglobal T5 T4 T3 T2 T1 W11Wref Slide 32 16 6/6/2016 Transfer Matrices are Unstable Lecture 4 Slide 33 The Multi‐Layer Problem The diagram below is focused on an arbitrary layer in a stack of multiple layers. We will be examining the wave solutions in this ith layer. Lecture 4 Slide 34 17 6/6/2016 Wave Solutions in ith Layer Recall that the wave vector can be purely real (pure oscillation), purely imaginary (pure exponential decay), or complex (decaying oscillation). Decaying oscillation Pure oscillation k k k k jk Pure decay k jk Lecture 4 Slide 35 Backward Waves in ith Layer Due to reflections at the interfaces, there will also be backward traveling waves in each of the layers. These can also have wave vectors that are real, imaginary or complex, so they can oscillate, decay/grow, or both. Lecture 4 Slide 36 18 6/6/2016 All Waves are Treated as Forward Waves The pure transfer matrix method treats all waves as if they are forward propagating. Decaying fields associated with backward waves become exponentially growing fields and quickly become numerically unstable. Ex ,i zi E y ,i zi Wi eλi zi ci ψ i zi H x ,i zi H y ,i zi Lecture 4 Slide 37 TMM is Inherently Unstable Our wave solution was Ex z E y z We λzc ψ z H x z H y z This treats all power as forward propagating. We know that backward waves exist. We also know that decaying fields exist when a wave is evanescent or propagating in a lossy material. When backward waves are decaying and treated as forward propagating waves, they grow exponentially. This leads to numerically instability. The TMM is inherently an unstable method because it treats everything as forward propagating. Lecture 4 Slide 38 19 6/6/2016 The Fix We are treating all power as forward propagating because we did not distinguish between forward and backward waves. Clearly, the first part of the fix is to distinguish between forward and backward propagating waves. This can be accomplished by calculating the Poynting vector associated with the modes and looking at the sign of the z component. Be careful! We are using a normalized magnetic field. E H z Ex H y E y H x H H z Ex y E y x j j0 0 1 z Ex H y E y H x j0 0 0 i 0.32 i 0.32 0 i i 0 0.32 0.32 W 0 0 0.95 0.95 0.95 0 0 0.95 Lecture 4 Slide 39 Rearrange Eigen Modes Now that we know which eigen‐modes are forward and backward propagating, we can rearrange the eigen‐vector and eigen‐value matrices to group them together. 0 0 i 0.32 i 0.32 0 i i 0 0.32 0.32 W 0 0 0.95 0.95 0.95 0 0 0.95 i 0.32 0 0 i 0.32 0 i i 0.32 0 0.32 W 0 0.95 0 0.95 0 0.95 0 0.95 0 0 0 i3.0 0 i3.0 0 0 λ 0 0 i3.0 0 0 0 i3.0 0 0 0 i3.0 0 0 i3.0 0 0 λ 0 0 i3.0 0 0 0 i3.0 0 You will also need to adjust the vertical positions of the eigen‐values so that ’ remains a diagonal matrix. Lecture 4 Slide 40 20 6/6/2016 New Interpretation of the Matrices 0 i 0.32 0 i 0.32 0 i 0.32 0 i 0.32 W 0 0.95 0 0.95 0 0.95 0 0.95 Ex Ey H x H y 0 0 i3.0 0 0 i3.0 0 0 λ 0 0 i3.0 0 0 0 i3.0 0 We have now partitioned our matrices into forward and backward propagating elements. W W E WH e λ z 0 e Note: For anisotropic materials, all the eigen‐vectors and eigen‐ values are in general unique. λz i3.0 0 λ 0 i3.0 WE WH Ex Ey H x H y 0 λ z e 0 i3.0 λ i3.0 0 Lecture 4 Slide 41 Revised Solution to Differential Equation The matrix differential equation and its original solution was dψ Ωψ 0 dz ψ z We λzc After distinguishing between forward and backward propagating waves and grouping them in the matrices, we can write our solution as WE ψz WH WE e WH 0 λ z 0 c e λ z c We now have separate mode coefficients c+ and c- for forward and backward propagating modes, respectively. We will pick up here next lecture. Lecture 4 Slide 42 21 6/6/2016 Formulation of 22 Matrix Equation for 1D Structures Lecture 4 Slide 43 Recall Derivation Up to 44 Start with Maxwell’s equations from Lecture 2. Assume LHI. Ez E y k0 r H x y z Ex Ez k0 r H y z x E y Ex k0 r H z x y H z H y k0 r E x y z H x H z k0 r E y z x H y H x k0 r E z x y Lecture 4 Assume device is infinite and uniform in x and y directions. jk x x jk y Ez jk y y dE y dz k0 r H x dE x jk x E z k0 r H y dz jk x E y jk y E x k0 r H z jk y H z dH y dz k 0 r E x dH x jk x H z k0 r E y dz jk x H y jk y H x k0 r Ez Normalize z and wave vectors kx, ky, and kz. z k0 z k kx x k0 ky ky k0 Eliminate longitudinal components Ez and Hz by substitution. k kz z k0 dE y jky Ez r H x dz dEx jkx Ez r H y dz jkx E y jky Ex r H z dH y jky H z r Ex dz dH x jkx H z r E y dz jkx H y jky H x r Ez dEx kx ky k 2 H x r x H y dz r r k dE y ky2 k x y Hy r H x dz r r dH x kx ky k 2 Ex r x E y dz r r dH y ky2 kx ky E r Ex dz r r y Slide 44 22 6/6/2016 Derivation of Two 22 Matrix Equations We can write our two sets of two equations in matrix form as dEx kx ky k 2 H x r x H y dz r r dE y ky2 k k r H x x y H y r dz r d Ex 1 dz E y r dH x kx ky k 2 Ex r x E y dz r r 2 dH y k y k x ky E r Ex dz r r y d H x 1 kx ky dz H y r ky2 r r kx ky 2 ky r r r r kx2 H x kx ky H y r r kx2 Ex kx ky E y Note: These equations are valid regardless of the sign convention. Lecture 4 Slide 45 Compact “PQ” Form We can write our two matrix equations more compactly as d Ex 1 dz E y r P kx ky 2 ky r r 1 kx ky r ky2 r r r r kx2 H x d H x 1 kx ky dz H y r ky2 r r kx ky H y r r kx2 kx ky H x d Ex P dz E y H y Q r r kx2 Ex 1 kx ky r ky2 r r kx ky E y r r kx2 kx ky Ex d H x Q dz H y Ey Note: We will see this same “PQ” form again for other methods like MoL, RCWA, and waveguide analysis. TMM, MoL, and RCWA are implemented the same after P and Q are calculated. Lecture 4 Slide 46 23 6/6/2016 Matrix Wave Equation Our two governing equations are Ex d H x Q dz H y Ey H d Ex P x Eq. (1) E dz y H y Eq. (2) We can now derive a matrix wave equation. First, we differentiate Eq. (1) with respect to z. H d d Ex d P x E dz dz y dz H y d2 dz 2 Ex d H x E P dz H y y Second, we substitute Eq. (2) into this result. d2 dz 2 Ex Ex E P Q E y y E Ex 0 2 x E Ω E y y 0 Ω 2 PQ d2 dz 2 Lecture 4 Slide 47 Numerical Solution (1 of 3) The system of equations to be solved is d2 dz 2 E Ex 0 2 x E Ω E y y 0 Ω 2 PQ This has the general solution of Ex z Ωz Ωz e a e a E y z a proportionality constant of forward wave a proportionality constant of backward wave No mode sorting! Here, we solved a second‐order differential equation where the modes we calculate are one‐way. We simply write them twice for forward and backward waves. Before we solved a first‐order differential equation that lumped forward and backward modes together. Lecture 4 Slide 48 24 6/6/2016 Numerical Solution (2 of 3) Recall from Lecture 4… f A W f λ W 1 We can use this relation to compute the matrix exponentials. eΩz We λz W 1 W Eigen-vector matrix of Ω 2 λ 2 Eigen-value matrix of Ω 2 e Ωz We λz W 1 e λz e 12 z e 22 z 2 z e N So the overall solution can now be written as Ex z 1 λz 1 λz We W a We W a E z y Lecture 4 Slide 49 Numerical Solution (3 of 3) So the overall solution can now be written as Ex z 1 1 We λz W a We λz W a E y z c c The column vectors a+ and a‐ are proportionality constants that have not yet been determined. The eigen‐vector matrix W multiplies a+ and a‐ to give another column vector of undetermined constants. To simplify the math, we combine these products into new column vectors labeled c+ and c‐ . Ex z λz λz We c We c E y z Lecture 4 Slide 50 25 6/6/2016 Solution for the Magnetic Field (1 of 2) The magnetic field will have a similar solution, but will have its own eigen‐vector matrix V to describe its modes. H x z λz λz Ve c Ve c H y z We put the minus sign in the solution here so that both terms in the differentiated equation will be positive. Since the electric and magnetic fields are coupled and not independent, we should be able to compute V from W. First, we differentiate the above solution with respect to z’. d H x z λz λz Vλe c Vλe c dz H y z Lecture 4 Slide 51 Solution for the Magnetic Field (2 of 2) We now have d H x z λz λz Vλe c Vλe c dz H y z Recall that Ex z d H x z Q dz H y z E y z and Ex z λz λz We c We c E y z Combining these results leads to Vλe λzc Vλe λzc Q We λzc We λzc QWe λzc QWe λzc Comparing the terms shows that Vλ QW Lecture 4 V QWλ 1 Slide 52 26 6/6/2016 Combined Solution for E and H Electric Field Solution c amplitude coefficients of forward wave Ex z λz λz We c We c E z y c amplitude coefficients of backward wave W eigen-vector matrix λ diagonal eigen-value matrix Magnetic Field Solution H x z λz λz Ve c Ve c H z y V QWλ 1 Combined Solution Ex z E y z W W e λz ψ z H x z V V 0 H y z 0 c e λz c Does this equation look familiar? This is the same equation we had on Slide 42 for the 44 approach. Lecture 4 Slide 53 Two Paths to Combined Solution 4×4 Matrix yz kx ky jkx yz zy kx zx yx yz zx j ky zz zz zz zz zz zz 2 ky xz zy xz zx Ex jk xz zx j k k xx y x y zz zz zz zz zz Ey zz z H x kx ky yz zx kx2 yz zy yz zx yx yy j ky kx zz zz zz zz H y zz zz k 2 k k y xx xz zx x y xy xz zy jky xz zx zz zz zz zz zz zz Sort Eigen‐Modes E x Ey H yz zy x jkx H y zz zz xz zy j kx ky zz zz kˆx2 k yy yz zy zz zz kx ky xz zy xy zz zz W W E WH eλ z 0 e λz WE WH Ex Ey H x H y 0 λ z e Anisotropic Field Solution Maxwell’s Equations E k0 r H H k0 r E Isotropic or diagonally anisotropic Lecture 4 W ψ z E VH WE e VH 0 λ z W W e λz ψ z V V 0 r r kx2 1 kx ky 2 r ky r r kx ky r r kx2 1 kx ky Q 2 r ky r r kx ky 0 c c e 0 c λz e c λ z P PQ Method No sorting! Slide 54 27