diff --git a/pySC/example_lm_testBeta.ipynb b/pySC/example_lm_testBeta.ipynb deleted file mode 100644 index b6b14c8..0000000 --- a/pySC/example_lm_testBeta.ipynb +++ /dev/null @@ -1,243 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " INFO | len(ring)=441 | ipykernel_16264.4023037093\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " INFO | Circumference error applied. | core.simulated_commissioning\n", - " INFO | Calculating model response matrix | lattice_properties.response_model\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\musa\\PycharmProjects2\\pySC\\pySC\\plotting\\plot_lattice.py:92: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", - " fig.show()\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " INFO | Calculating model dispersion | lattice_properties.response_model\n", - "Calculating Measure response matrix\n" - ] - } - ], - "source": [ - "import at\n", - "from pySC.core.simulated_commissioning import SimulatedCommissioning\n", - "from pySC.utils.sc_tools import SCgetOrds\n", - "from pySC.plotting.plot_lattice import plot_lattice\n", - "from pySC.utils import logging_tools\n", - "from pySC.correction.loco_modules import *\n", - "from matplotlib import pyplot as plt\n", - "\n", - "LOGGER = logging_tools.get_logger(__name__)\n", - "\n", - "def create_at_lattice() -> Lattice:\n", - " def _marker(name):\n", - " return at.Marker(name, PassMethod='IdentityPass')\n", - " qf = at.Quadrupole('QF', 0.5, 1.2, PassMethod='StrMPoleSymplectic4RadPass')\n", - " qd = at.Quadrupole('QD', 0.5, -1.2, PassMethod='StrMPoleSymplectic4RadPass')\n", - " sf = at.Sextupole('SF', 0.1, 6.0487, PassMethod='StrMPoleSymplectic4RadPass')\n", - " sd = at.Sextupole('SD', 0.1, -9.5203, PassMethod='StrMPoleSymplectic4RadPass')\n", - " bend = at.Bend('BEND', 1, 2 * np.pi / 40, PassMethod='BndMPoleSymplectic4RadPass')\n", - " d2 = at.Drift('Drift', 0.25)\n", - " d3 = at.Drift('Drift', 0.2)\n", - " BPM= at.Monitor('BPM')\n", - "\n", - " cell = at.Lattice([d2, _marker('SectionStart'), _marker('GirderStart'), bend, d3, sf, d3, _marker('GirderEnd'),\n", - " _marker('GirderStart'), BPM, qf, d2, d2, bend, d3, sd, d3, qd, d2, _marker('BPM'),\n", - " _marker('GirderEnd'), _marker('SectionEnd')], name='Simple FODO cell', energy=2.5E9)\n", - " new_ring = at.Lattice(cell * 20)\n", - " rfc = at.RFCavity('RFCav', energy=2.5E9, voltage=2e6, frequency=500653404.8599995, harmonic_number=167, length=0)\n", - " new_ring.insert(0, rfc)\n", - " new_ring.enable_6d()\n", - " at.set_cavity_phase(new_ring)\n", - " at.set_rf_frequency(new_ring)\n", - " new_ring.tapering(niter=3, quadrupole=True, sextupole=True)\n", - "\n", - " return new_ring\n", - "\n", - "\n", - "\n", - "\n", - "if __name__ == \"__main__\":\n", - " ring = at.Lattice(create_at_lattice())\n", - " LOGGER.info(f\"{len(ring)=}\")\n", - " SC = SimulatedCommissioning(ring)\n", - " ords = SCgetOrds(SC.RING, 'BPM')\n", - " SC.register_bpms(ords,\n", - " Roll=0.0, CalError=5E-2 * np.ones(2) , NoiseCO=1E-6 * np.ones(2))#, CalError=5E-2 * np.ones(2))\n", - " ords = SCgetOrds(SC.RING, 'QF')\n", - " SC.register_magnets(ords, HCM=1E-3,\n", - " CalErrorB=np.array([5E-2, 1E-3])) #10E-30\n", - " ords = SCgetOrds(SC.RING, 'QD')\n", - " SC.register_magnets(ords, VCM=1E-3,CalErrorA=np.array([5E-2, 0]),\n", - " CalErrorB=np.array([0, 1E-3]))\n", - " ords = SCgetOrds(SC.RING, 'BEND')\n", - " SC.register_magnets(ords)\n", - " ords = SCgetOrds(SC.RING, 'SF|SD')\n", - " SC.register_magnets(ords,\n", - " SkewQuad=0.1)\n", - " ords = SCgetOrds(SC.RING, 'RFCav')\n", - " SC.register_cavities(ords)\n", - " ords = np.vstack((SCgetOrds(SC.RING, 'GirderStart'), SCgetOrds(SC.RING, 'GirderEnd')))\n", - " SC.register_supports(ords, \"Girder\"),\n", - " ords = np.vstack((SCgetOrds(SC.RING, 'SectionStart'), SCgetOrds(SC.RING, 'SectionEnd')))\n", - " SC.register_supports(ords, \"Section\")\n", - " SC.INJ.beamSize = np.diag(np.array([200E-6, 100E-6, 100E-6, 50E-6, 1E-3, 1E-4]) ** 2)\n", - " for ord in SCgetOrds(SC.RING, 'Drift'):\n", - " SC.RING[ord].EApertures = 13E-3 * np.array([1, 1])\n", - " for ord in SCgetOrds(SC.RING, 'QF|QD|BEND|SF|SD'):\n", - " SC.RING[ord].EApertures = 10E-3 * np.array([1, 1])\n", - " SC.RING[SC.ORD.Magnet[50]].EApertures = np.array([6E-3, 3E-3])\n", - " plot_lattice(SC, s_range=np.array([0, 20]))\n", - " SC.apply_errors()\n", - "\n", - "\n", - " CorOrds = SC.ORD.CM\n", - " CAVords = SCgetOrds(SC.RING, 'RFC')\n", - " quadsOrds = [SCgetOrds(SC.RING, 'QF'), SCgetOrds(SC.RING, 'QD')]\n", - " CAVords = SCgetOrds(SC.RING, 'RFCav')\n", - " sextOrds = SCgetOrds(SC.RING, 'SF|SD')\n", - " skewOrds = SC.ORD.SkewQuad\n", - " CMstep = 1.e-4 #correctors change [rad]\n", - " dk = 1.e-4 #quads change\n", - " RFstep = 1e3\n", - "\n", - " orbit_response_matrix_model = SCgetModelRM(SC, SC.ORD.BPM, CorOrds, trackMode='ORB', useIdealRing=True, dkick= CMstep)\n", - " ModelDispersion = SCgetModelDispersion(SC, SC.ORD.BPM, CAVords, trackMode='ORB', Z0=np.zeros(6), nTurns=1, rfStep=RFstep, useIdealRing=True)\n", - "\n", - " J = generatingJacobian(SC, orbit_response_matrix_model, CMstep, CorOrds, SC.ORD.BPM, np.concatenate(quadsOrds), dk, debug=True, trackMode='ORB', useIdealRing=False,skewness = False, order=1, method='add', includeDispersion=False, rf_step=RFstep, cav_ords=CAVords, full_jacobian = True )\n", - "\n", - " errq =[]\n", - " for i in np.concatenate(quadsOrds):\n", - " errq.append(SC.RING[i].K- SC.IDEALRING[i].K)\n", - "\n", - " err_cor=[]\n", - " for i in CorOrds[0]:\n", - " err_cor.append(SC.RING[i].CalErrorB[0])\n", - " for i in CorOrds[1]:\n", - " err_cor.append(SC.RING[i].CalErrorA[0])\n", - " orbit_response_matrix_measured = SCgetMeasurRM(SC, SC.ORD.BPM, CorOrds, CMstep)\n", - "\n", - " sigma = np.full(len(SC.ORD.BPM) *2, 1)\n", - " W = np.diag(1 / (sigma ** 2))\n", - "\n", - " err_bpms=[]\n", - " for i in SC.ORD.BPM:\n", - " err_bpms.append(SC.RING[i].CalError[0])\n", - " for i in SC.ORD.BPM:\n", - " err_bpms.append(SC.RING[i].CalError[1])\n", - "\n", - "\n", - " SC.INJ.trackMode = 'ORB'\n", - " bpm_nois, b = bpm_reading(SC, SC.ORD.BPM, calculate_errors=True) #Only for tests\n", - "\n", - " sigma1 =[]\n", - " for i in range(len(SC.ORD.BPM)):\n", - " sigma1.append(bpm_nois[1][i])\n", - " for i in range(len(SC.ORD.BPM)):\n", - " sigma1.append(bpm_nois[1][i])\n", - " sigma_ = np.array(sigma1)\n", - "\n", - " min_value = np.min(abs(sigma_))\n", - " sigma_ /= min_value\n", - " sigma = sigma_\n", - "\n", - " W = 1/sigma\n", - " W = np.diag(1 / (sigma)** 2)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-10-27T09:26:33.515699300Z", - "start_time": "2023-10-27T09:26:19.100678100Z" - } - } - }, - { - "cell_type": "code", - "execution_count": 9, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LOCO correction\n", - "`ftol` termination condition is satisfied.\n", - "Function evaluations 1772, initial cost 2.5196e+00, final cost 1.2290e-02, first-order optimality 7.67e-06.\n", - "Fit result: {'r_squared': 0.9998189565968705, 'rmse': 0.033668641105301426} Cost function: 0.012289832277891937\n" - ] - } - ], - "source": [ - "print('LOCO correction')\n", - "\n", - "initial_guess = np.zeros(len(np.concatenate(quadsOrds)) + len(np.concatenate(CorOrds)) + len(SC.ORD.BPM) *2)\n", - "initial_guess[0:len(np.concatenate(quadsOrds))] = 1e-6\n", - "initial_guess[len(np.concatenate(quadsOrds)):len(np.concatenate(quadsOrds)) + len(np.concatenate(CorOrds))] = 1e-6\n", - "initial_guess[len(np.concatenate(quadsOrds)) + len(np.concatenate(CorOrds)):] = 1e-6\n", - "lengths = [len(np.concatenate(quadsOrds)),len(np.concatenate(CorOrds)), len(SC.ORD.BPM) *2]\n", - "including_fit_parameters = ['quads', 'cor', 'bpm']\n", - "\n", - "fit_parameters, params_to_check = loco_correction(lambda delta_params: objective(delta_params, orbit_response_matrix_model, orbit_response_matrix_measured, J, lengths, including_fit_parameters, W),initial_guess,orbit_response_matrix_model, orbit_response_matrix_measured, J, lengths,including_fit_parameters,W,verbose=2)\n", - "\n", - "dg = fit_parameters.x[0:len(np.concatenate(quadsOrds))]\n", - "dx = fit_parameters.x[len(np.concatenate(quadsOrds)):len(np.concatenate(quadsOrds)) + len(np.concatenate(CorOrds))]\n", - "dy = fit_parameters.x[len(np.concatenate(quadsOrds)) + len(np.concatenate(CorOrds)):]\n", - "print('Fit result:', params_to_check, 'Cost function:', fit_parameters.cost)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2023-10-27T09:26:35.316678400Z", - "start_time": "2023-10-27T09:26:33.890733Z" - } - } - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -}