#+TITLE: HAC-LAC applied on the Simscape Model :DRAWER: #+STARTUP: overview #+LANGUAGE: en #+EMAIL: dehaeze.thomas@gmail.com #+AUTHOR: Dehaeze Thomas #+HTML_LINK_HOME: ./index.html #+HTML_LINK_UP: ./index.html #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: #+HTML_HEAD: #+HTML_MATHJAX: align: center tagside: right font: TeX #+PROPERTY: header-args:matlab :session *MATLAB* #+PROPERTY: header-args:matlab+ :comments org #+PROPERTY: header-args:matlab+ :results none #+PROPERTY: header-args:matlab+ :exports both #+PROPERTY: header-args:matlab+ :eval no-export #+PROPERTY: header-args:matlab+ :output-dir figs #+PROPERTY: header-args:matlab+ :tangle no #+PROPERTY: header-args:matlab+ :mkdirp yes #+PROPERTY: header-args:shell :eval no-export #+PROPERTY: header-args:latex :headers '("\\usepackage{tikz}" "\\usepackage{import}" "\\import{$HOME/Cloud/thesis/latex/}{config.tex}") #+PROPERTY: header-args:latex+ :imagemagick t :fit yes #+PROPERTY: header-args:latex+ :iminoptions -scale 100% -density 150 #+PROPERTY: header-args:latex+ :imoutoptions -quality 100 #+PROPERTY: header-args:latex+ :results raw replace :buffer no #+PROPERTY: header-args:latex+ :eval no-export #+PROPERTY: header-args:latex+ :exports both #+PROPERTY: header-args:latex+ :mkdirp yes #+PROPERTY: header-args:latex+ :output-dir figs :END: * Undamped System <> ** Introduction :ignore: ** Matlab Init :noexport:ignore: #+begin_src matlab :tangle no :exports none :results silent :noweb yes :var current_dir=(file-name-directory buffer-file-name) <> #+end_src #+begin_src matlab :exports none :results silent :noweb yes <> #+end_src #+begin_src matlab :tangle no simulinkproject('../'); #+end_src #+begin_src matlab open('nass_model.slx') #+end_src ** Identification of the plant *** Initialize the Simulation We initialize all the stages with the default parameters. #+begin_src matlab initializeGround(); initializeGranite(); initializeTy(); initializeRy(); initializeRz(); initializeMicroHexapod(); initializeAxisc(); initializeMirror(); #+end_src The nano-hexapod is a piezoelectric hexapod and the sample has a mass of 50kg. #+begin_src matlab initializeNanoHexapod('actuator', 'piezo'); initializeSample('mass', 50); #+end_src No disturbances. #+begin_src matlab initializeDisturbances('enable', false); #+end_src We set the references to zero. #+begin_src matlab initializeReferences(); #+end_src And all the controllers are set to 0. #+begin_src matlab initializeController('type', 'open-loop'); #+end_src *** Identification First, we identify the dynamics of the system using the =linearize= function. #+begin_src matlab %% Options for Linearized options = linearizeOptions; options.SampleTime = 0; %% Name of the Simulink File mdl = 'nass_model'; %% Input/Output definition clear io; io_i = 1; io(io_i) = linio([mdl, '/Controller'], 1, 'openinput'); io_i = io_i + 1; % Actuator Inputs io(io_i) = linio([mdl, '/Tracking Error'], 1, 'openoutput', [], 'En'); io_i = io_i + 1; % Metrology Outputs %% Run the linearization G = linearize(mdl, io, options); G.InputName = {'Fnl1', 'Fnl2', 'Fnl3', 'Fnl4', 'Fnl5', 'Fnl6'}; G.OutputName = {'Edx', 'Edy', 'Edz', 'Erx', 'Ery', 'Erz'}; #+end_src #+begin_src matlab load('mat/stages.mat', 'nano_hexapod'); G_cart = minreal(G*inv(nano_hexapod.J')); G_cart.InputName = {'Fnx', 'Fny', 'Fnz', 'Mnx', 'Mny', 'Mnz'}; #+end_src #+begin_src matlab G_legs = minreal(inv(nano_hexapod.J)*G); G_legs.OutputName = {'e1', 'e2', 'e3', 'e4', 'e5', 'e6'}; #+end_src *** Display TF #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_cart(i, i), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_cart(i, i), freqs, 'Hz'))), 'DisplayName', [G_cart.InputName{i}, ' to ', G_cart.OutputName{i}]); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); legend('location', 'southwest'); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/plant_G_cart.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:plant_G_cart #+CAPTION: Transfer Function from forces applied by the nano-hexapod to position error ([[./figs/plant_G_cart.png][png]], [[./figs/plant_G_cart.pdf][pdf]]) [[file:figs/plant_G_cart.png]] #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_legs(['e', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_legs(['e', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src *** Obtained Plants for Active Damping #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_iff(['Fnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_iff(['Fnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_active_damping_iff_plant.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_active_damping_iff_plant #+CAPTION: =G_iff=: IFF Plant ([[./figs/nass_active_damping_iff_plant.png][png]], [[./figs/nass_active_damping_iff_plant.pdf][pdf]]) [[file:figs/nass_active_damping_iff_plant.png]] #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_dvf(['Dnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_dvf(['Dnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_active_damping_dvf_plant.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_active_damping_dvf_plant #+CAPTION: =G_dvf=: Plant for Direct Velocity Feedback ([[./figs/nass_active_damping_dvf_plant.png][png]], [[./figs/nass_active_damping_dvf_plant.pdf][pdf]]) [[file:figs/nass_active_damping_ine_plant.png]] #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_ine(['Vnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [$\frac{m/s}{N}$]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_ine(['Vnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_active_damping_inertial_plant.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_active_damping_inertial_plant #+CAPTION: Inertial Feedback Plant ([[./figs/nass_active_damping_inertial_plant.png][png]], [[./figs/nass_active_damping_inertial_plant.pdf][pdf]]) [[file:figs/nass_active_damping_inertial_plant.png]] ** Tomography Experiment *** Simulation We initialize elements for the tomography experiment. #+begin_src matlab prepareTomographyExperiment(); #+end_src We change the simulation stop time. #+begin_src matlab load('mat/conf_simulink.mat'); set_param(conf_simulink, 'StopTime', '3'); #+end_src And we simulate the system. #+begin_src matlab sim('nass_model'); #+end_src Finally, we save the simulation results for further analysis #+begin_src matlab save('./active_damping/mat/tomo_exp.mat', 'En', 'Eg', '-append'); #+end_src *** Results We load the results of tomography experiments. #+begin_src matlab load('./active_damping/mat/tomo_exp.mat', 'En'); t = linspace(0, 3, length(En(:,1))); #+end_src #+begin_src matlab :exports none figure; hold on; plot(t, En(:,1), 'DisplayName', '$\epsilon_{x}$') plot(t, En(:,2), 'DisplayName', '$\epsilon_{y}$') plot(t, En(:,3), 'DisplayName', '$\epsilon_{z}$') hold off; legend(); xlabel('Time [s]'); ylabel('Position Error [m]'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_act_damp_undamped_sim_tomo_trans.pdf" :var figsize="wide-normal" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_act_damp_undamped_sim_tomo_trans #+CAPTION: Position Error during tomography experiment - Translations ([[./figs/nass_act_damp_undamped_sim_tomo_trans.png][png]], [[./figs/nass_act_damp_undamped_sim_tomo_trans.pdf][pdf]]) [[file:figs/nass_act_damp_undamped_sim_tomo_trans.png]] #+begin_src matlab :exports none figure; hold on; plot(t, En(:,4), 'DisplayName', '$\epsilon_{\theta_x}$') plot(t, En(:,5), 'DisplayName', '$\epsilon_{\theta_y}$') plot(t, En(:,6), 'DisplayName', '$\epsilon_{\theta_z}$') hold off; xlim([0.5,inf]); legend(); xlabel('Time [s]'); ylabel('Position Error [rad]'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_act_damp_undamped_sim_tomo_rot.pdf" :var figsize="wide-normal" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_act_damp_undamped_sim_tomo_rot #+CAPTION: Position Error during tomography experiment - Rotations ([[./figs/nass_act_damp_undamped_sim_tomo_rot.png][png]], [[./figs/nass_act_damp_undamped_sim_tomo_rot.pdf][pdf]]) [[file:figs/nass_act_damp_undamped_sim_tomo_rot.png]] ** Verification of the transfer function from nano hexapod to metrology *** Initialize the Simulation We initialize all the stages with the default parameters. #+begin_src matlab initializeGround(); initializeGranite(); initializeTy(); initializeRy(); initializeRz(); initializeMicroHexapod(); initializeAxisc(); initializeMirror(); #+end_src The nano-hexapod is a piezoelectric hexapod and the sample has a mass of 50kg. #+begin_src matlab initializeNanoHexapod('actuator', 'piezo'); initializeSample('mass', 50); #+end_src No disturbances. #+begin_src matlab initializeDisturbances('enable', false); #+end_src We set the references to zero. #+begin_src matlab initializeReferences(); #+end_src And all the controllers are set to 0. #+begin_src matlab initializeController('type', 'open-loop'); #+end_src *** Identification First, we identify the dynamics of the system using the =linearize= function. #+begin_src matlab %% Options for Linearized options = linearizeOptions; options.SampleTime = 0; %% Name of the Simulink File mdl = 'nass_model'; %% Input/Output definition clear io; io_i = 1; io(io_i) = linio([mdl, '/Controller'], 1, 'openinput'); io_i = io_i + 1; % Actuator Inputs io(io_i) = linio([mdl, '/Tracking Error'], 1, 'openoutput', [], 'En'); io_i = io_i + 1; % Metrology Outputs %% Run the linearization G = linearize(mdl, io, options); G.InputName = {'Fnl1', 'Fnl2', 'Fnl3', 'Fnl4', 'Fnl5', 'Fnl6'}; G.OutputName = {'Edx', 'Edy', 'Edz', 'Erx', 'Ery', 'Erz'}; #+end_src #+begin_src matlab load('mat/stages.mat', 'nano_hexapod'); G_cart = minreal(G*inv(nano_hexapod.J')); G_cart.InputName = {'Fnx', 'Fny', 'Fnz', 'Mnx', 'Mny', 'Mnz'}; #+end_src #+begin_src matlab G_legs = minreal(inv(nano_hexapod.J)*G); G_legs.OutputName = {'e1', 'e2', 'e3', 'e4', 'e5', 'e6'}; #+end_src # And we save them for further analysis. # #+begin_src matlab # save('./hac_lac/mat/undamped_plant.mat', 'G'); # #+end_src *** Display TF #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_cart(i, i), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_cart(i, i), freqs, 'Hz'))), 'DisplayName', [G_cart.InputName{i}, ' to ', G_cart.OutputName{i}]); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); legend(); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/plant_G_cart.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:plant_G_cart #+CAPTION: Transfer Function from forces applied by the nano-hexapod to position error ([[./figs/plant_G_cart.png][png]], [[./figs/plant_G_cart.pdf][pdf]]) [[file:figs/plant_G_cart.png]] #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_legs(['e', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_legs(['e', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src *** Obtained Plants for Active Damping #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_iff(['Fnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_iff(['Fnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_active_damping_iff_plant.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_active_damping_iff_plant #+CAPTION: =G_iff=: IFF Plant ([[./figs/nass_active_damping_iff_plant.png][png]], [[./figs/nass_active_damping_iff_plant.pdf][pdf]]) [[file:figs/nass_active_damping_iff_plant.png]] #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_dvf(['Dnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [m/N]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_dvf(['Dnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_active_damping_dvf_plant.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_active_damping_dvf_plant #+CAPTION: =G_dvf=: Plant for Direct Velocity Feedback ([[./figs/nass_active_damping_dvf_plant.png][png]], [[./figs/nass_active_damping_dvf_plant.pdf][pdf]]) [[file:figs/nass_active_damping_ine_plant.png]] #+begin_src matlab :exports none freqs = logspace(0, 3, 1000); figure; ax1 = subplot(2, 1, 1); hold on; for i = 1:6 plot(freqs, abs(squeeze(freqresp(G_ine(['Vnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'log'); ylabel('Amplitude [$\frac{m/s}{N}$]'); set(gca, 'XTickLabel',[]); ax2 = subplot(2, 1, 2); hold on; for i = 1:6 plot(freqs, 180/pi*angle(squeeze(freqresp(G_ine(['Vnlm', num2str(i)], ['Fnl', num2str(i)]), freqs, 'Hz')))); end hold off; set(gca, 'XScale', 'log'); set(gca, 'YScale', 'lin'); ylabel('Phase [deg]'); xlabel('Frequency [Hz]'); ylim([-180, 180]); yticks([-180, -90, 0, 90, 180]); linkaxes([ax1,ax2],'x'); #+end_src #+HEADER: :tangle no :exports results :results none :noweb yes #+begin_src matlab :var filepath="figs/nass_active_damping_inertial_plant.pdf" :var figsize="full-tall" :post pdf2svg(file=*this*, ext="png") <> #+end_src #+NAME: fig:nass_active_damping_inertial_plant #+CAPTION: Inertial Feedback Plant ([[./figs/nass_active_damping_inertial_plant.png][png]], [[./figs/nass_active_damping_inertial_plant.pdf][pdf]]) [[file:figs/nass_active_damping_inertial_plant.png]]