Least squares & Rietveld Have n points in powder pattern w/ observed intensity values Yiobs Minimize this function: Least squares & Rietveld Minimize this function: Substitute for Yicalc background at point i Least squares & Rietveld Minimize this function: Substitute for Yicalc scale factor Least squares & Rietveld Minimize this function: Substitute for Yicalc no. of Bragg reflections contributing intensity to point i Least squares & Rietveld Minimize this function: Substitute for Yicalc integrated intensity of j th Bragg reflection (area under peak) Least squares & Rietveld Minimize this function: Substitute for Yicalc peak shape function Least squares & Rietveld Minimize this function: Substitute for Yicalc xj = 2qjcalc – 2qi Least squares & Rietveld FOMs Profile residual Least squares & Rietveld FOMs Profile residual Weighted profile residual Least squares & Rietveld FOMs Bragg residual Least squares & Rietveld FOMs Bragg residual Expected profile residual Least squares & Rietveld FOMs Goodness of fit Least squares & Rietveld Least squares & Rietveld Best data possible Best models possible Vary appropriate parameters singly or in groups Least squares & Rietveld Best data possible Best models possible Vary appropriate parameters singly or in groups Watch correlation matrix – adjust as necessary Watch parameter shifts – getting smaller? Watch parameter standard deviations – compare to shifts Least squares & Rietveld Best data possible Best models possible Vary appropriate parameters singly or in groups Watch correlation matrix – adjust as necessary Watch parameter shifts – getting smaller? Watch parameter standard deviations – compare to shifts Check FOMs - Converging? Always inspect plot of obs and calc data, and differences Rietveld - background Common background function - polynomial N bi = S Bm (2qi)m m=0 determine Bs to get backgrd intensity bi at ith point Rietveld - background Common background function - polynomial N bi = S Bm (2qi)m m=0 determine Bs to get backgrd intensity bi at ith point Many other functions N bi = B1 + S Bm cos(2qm-1) m=2 Amorphous contribution N-2 bi = B1 + B2 Qi + S (B2m+1 sin(QiB2m+2))/ QiB2m+2 m=1 Qi = 2π/di Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 axial divergence Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 axial divergence p1 = –h2 K1/3R R = diffractometer radius p2 = –h2 K2/3R K1, K2 = constants for collimator h = specimen width Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 flat sample Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 flat sample p3 = – a2/K3 a = beam divergence K3 = constant Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 specimen transparency Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 specimen transparency p4 = 1/2meffR meff = effective linear absorption coefficient Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 specimen displacement p5 = –2s/R s = displacement Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 zero error Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 p4, p5, & p6 strongly correlated when refined together Rietveld - peak shift 2qobs = 2qcalc + D2q where D2q = p1/tan 2q + p2/sin 2q + p3/tan q + p4 sin 2q + p5 cos q + p6 p4, p5, & p6 strongly correlated when refined together When instrument correctly aligned, generally need get only p5 Preferred orientation In powder diffractometry, usually assume random orientation For this, need >106 randomly oriented particles Preferred orientation In powder diffractometry, usually assume random orientation For this, need >106 randomly oriented particles Extremes: diffraction vector plates needles diffraction vector normal cylindrical symmetry Preferred orientation In powder diffractometry, usually assume random orientation For this, need >106 randomly oriented particles Extremes: diffraction vector plates S = s - so so needles s diffraction vector normal cylindrical symmetry Preferred orientation March-Dollase function (a la GSAS) plates needles Preferred orientation March-Dollase function (a la GSAS) plates multiplier in intensity equation needles # symmetrically equivalent reflections Preferred orientation March-Dollase function (a la GSAS) plates multiplier in intensity equation # symmetrically equivalent reflections needles preferred orientation parameter (refined) Preferred orientation March-Dollase function (a la GSAS) plates multiplier in intensity equation # symmetrically equivalent reflections needles angle betwn orientation axis & diffraction vector for hkl preferred orientation parameter (refined) Preferred orientation March-Dollase function - needles probability of reciprocal lattice point to be in reflecting position Preferred orientation Spherical harmonics (a la GSAS) hkl sample orientation Preferred orientation Spherical harmonics (a la GSAS) hkl sample orientation harmonic coefficients harmonic functions Preferred orientation Preferred orientation model using 2nd & 4th order spherical harmonics for (100) in orthorhombic