From 9042c394fb2a972c81bbdb9a63815df19d076ccf Mon Sep 17 00:00:00 2001 From: thurinj Date: Thu, 9 Nov 2023 14:58:26 -0500 Subject: [PATCH 1/3] Adding data and unpacking script for Force Adding the Barry Arm Landslide data into the data example folder, and updated the unpacking script accordingly. --- data/examples/20210809074550.tgz | Bin 0 -> 803796 bytes data/examples/unpack.bash | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 data/examples/20210809074550.tgz diff --git a/data/examples/20210809074550.tgz b/data/examples/20210809074550.tgz new file mode 100644 index 0000000000000000000000000000000000000000..47830d4213d367965dcb4e3e5a2ccfb411daeb87 GIT binary patch literal 803796 zcmV(-K-|9{iwFQ=1w~~51MIv9R2JW|CrXkapa=*es3esj>FZse3L=suDWHM@5G0BT z31TKokf0!lAR;KJC?fFnt`7quAPOh~3g(OnK|ut?fcp5Kd(ON!v(CM5?pAlm#d`Oo+-U03}5e^vkg#yamqEv#~7uZ}L` zZ`Zy0WsAktFLGD^rvKa8jx6}=xPBkcg8zYM@eldW=BnCs(c+rRZ;JzZhb<2tUT*e} zcF)L;zXvs1|Lf&X zzn2C7er>_O^IvVFKB)Q^{n!3$XsBnzVF;+I{zE#e{tNxL?f;tmNB?F2&T+wBc0s=8 zL2JYQE=R+|-^QCe{PTIfJw8>LuRmPr8hoVkN=~Z5mKB#O;xmAE=R-Mfug*j^i|@;R z=^f$i9e0HJ^TLJH+7yzUvWKLFCk*_CALOxY71`9MNIpIuOSua>=_Q}ZD80-8-F;@@ zbptuv@k$o23W%fk-E`W9X3U)OA~OEII<$6gg&+D+aN)cv+^_&rhW_mL2O9Kz%t>l( z)JywZ+vuGsNp$G8F0FY|#B;ylLfq?4k;XDdav-jOegD0h1}Q$H$6x2r^~cnx;oTUv zF-no#RqiD$R}qwgo|8%i8}fFu1S4p6j4juTp(4Vc=t?bdY<0R!e>Lh;WR_IgSnnbi zbw|i+33>1p9}8qh9r;ux!Ypn+NhcNc(B1E@(dybnDnD@!y);vSHadS`Pq_$G9+~Yz z?s18#HjQlc5%#O*WAI1eR+eK2zMXM~5 zwk3w#=I$URYEDFRcRND||5Tp%a*MS!n@A%D>ezIJY+kmh2G1#9nkU5Jin1rbB9NDuIh*_{8xs&e2PJHD?H<&J>)BDd= z{>pVDCCQm&#`o3az?!Q};W06`!%T@bcxcgft4!Xw#81qc+>Jc#rW$&_SRWmD_V~O_ z2bEvN)5t9qWLUu)UiPGdm}V3V3YbEzk05x5UmtG2_4s-66Q_VeR*q3raWY;xCaMxT6sjZ7(8Ja?d zraricjt9jB7f5dDWkyCghOU^RiMJx6@BwoO<@Y6H%Nk3J*?f+czy8b!b^jpO+jQaf zehWzO@`9B~8)3yc3)pw#B3Yza&C2;SQS%6K{5WKYs?S`o-fRw@eAhs2CJWKvVi(?) z1G;3B$8$2lKp7M~^k9C?V({I+9`;1cgOC-LWY4E|I=70!`*#h{e!~<@pQ48Ie;8n~ zh#}6CkituFfM&e!;&?BO6aCAWa@>9C9;1m= z>eFME_1?o1g7qY+wvRNP83!g3V_-whL zUXi&6oOw^D_|q{XvDCAzoQAv_qU(0OqnWcd(=S&SvF8_6uvQ0S>AYuo^tW_38!=9a zELa&yp1a!;tqNh1zvctSCw_$8pQT1M(~u*Xl0-6UUXcsS6rd}37OW{72R;T~q=yls zorXLb`c(p7*;rvzwik|@w-hVZ+G2NzF}6Q^Pt7;mvb)}Ak)bYSkeRs_ymkb`FPXUz zRv-a(de6z}tQ2xn;xOY=ti@V(tYW|1*jHg`n$6>f2hbtUpL9;hWc2+u5nVq>p<8q> zbyhq`xf7<-c5WNnTounLF7Y7g6_<%o%R?f2=?3W!&mmFU;>bDvRZ{!oJGtU=flQH@ zMA~?gOrTB{yW;(7>T)BMUSGP0ZaBM_PHjC#CyKnGIcpen%niUBEiUM|^BYY)(7-z- zc$vsuQi0xaCZO$L3x!2~pkZ|Y2F*?Z*D3`r1xdqI!#BJm!UA|AY6)(>8IP(4#kleT zA1h=}qrs+lbObIsF3hB3dDcWmWjuJ<&W7y)vmrZU9@x`B*jJMbWzzA`p1T~1o~S~c z(nYd_-N2jvr;}EQ&BodD-SBw5A3B+bVaJEvm{RYH&qcM-Xwi9krv5B%)?gfYUDrTP zOza>g)4EBHtQ&5>KBPpevufXH^9~i2WF0s9S3fp0{>^e?$sMtj&N67JETo(hmeW z6hT*7k{Hz;qsyva(&d~O8h`FFt5v?8lFXSnsUjB_FgJ0wW)t3hcL-nFPe;k$+jyTo ztH4{UWM~UK3)dtsg4NFoXjM7{F+y9wam7^Fpu3mZaHo$ds?0^dFCJJflz{usC!y1q z6}Y=;IxZfojPJe);q+!_x@4R`iMTNyRMJhMyTJ?UjkdvtvQ^NPIu7$(vA1VYhS z-VqJ*p3z%Vb$O@fw-NAkgn2s-LbN3xdMd8Kv!)7=S&Pow&KrNKJL8H zfg3#Uq5AA<9RKkEjvKoai$m^Fms)KyRdzL49j}7U{@W0gdlgRp?E2XxtdM_Pj|7cnJ?*wUR^9sbw&sNd~A8xNI3>vrdHu75tF}9 z_FwHIlLq)CLGUQ!VWLIri^AxO{%|_nevBT9{zcz@Q^j1X@hD?=lKviO=KQu51<4mN za7^F`1Sn)c+PeU_uv{2Ej`*=Qlhkqf$WGkborD%Al5uxi0>;?cV|i{m6@L&!UT05& zA0dmO-*p{yeGY*tt_?`sV#zD{5?0zhliG^$=r-qC+IYH#raow<3S;`Ij=@KIOzAKU zzjv4|y#AhPJXlQj?@|Ec(dRkm_5kVDcyG|?kx%;ukI+St>!|sjBHC0Sio?drXk0Z& z^E6|qy~GQiefI*A$iVf-jNyxLnx-g5&w zb{UgxtIyH3lWg(e@;x}AB@Wl`H^Fo3PSKm6o>ml0*+^C#DJ9i9$H>}CSwwzqEa}LT zA!oZLGHpQ%d18~J*s`BO^zOwibVQ??n#2~-Yo`yeJB>dvYFd*>yov(hs!5Q-x*BG& z!+FNzWjnL(=QYMHb{R?5xkpa)bP`eH7Up|{Esf{LQj?fyx-Iz(U1HZx??%

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zYkOz>)6)X}UCv+n3AHz*oTk&Y^Q2tITiAUVn#Alc7!JEqW zAt-z@-BmA6%jb7OXJIRR(E1GdHAASzg>TSv_X*sRD*{b%YeW(uDF?TJ&q#9-2(OXtg7yUE@Yje}`JgYnlc< z35$f?S53(NQ5B@3`x*Q7HWgJLreFm>jIHOcW0GAj+VEk#aMNh+)jfz?KeS+&OCPp+ zmSb`1Y>*ILO6OIE(n_Trbb+xRl{xtp+|73SbCDI@Xv4(oM`_*Dz&!1NCT_#s1Wzk3&&)s zy?6m^UXe!@hi77BuRd2=?a3>mH}DS=?D)xs72MOtmN#Ei=8t~|;dV(&==d{+N;S`= z%kR#hy`x@($JrC$`@j-J@~#nYPXmFKQM0h?!x?t8Ydkg#Dq!HEtIX71p9v21{x9Qy W{;U40{;U4~TmKEp Date: Fri, 3 Nov 2023 13:04:22 -0400 Subject: [PATCH 2/3] Modified naming conventions for force GF Allowing different naming conventions for long-period data (MXZ, MXR, MXT on top of BXZ, BXR, BXT) --- mtuq/io/clients/syngine.py | 23 ++++++++++++++++++----- mtuq/util/syngine.py | 8 +++++++- 2 files changed, 25 insertions(+), 6 deletions(-) diff --git a/mtuq/io/clients/syngine.py b/mtuq/io/clients/syngine.py index 842f26323..e5a22e71d 100644 --- a/mtuq/io/clients/syngine.py +++ b/mtuq/io/clients/syngine.py @@ -1,6 +1,7 @@ import obspy import numpy as np +import os from obspy.core import Stream from mtuq.greens_tensor.syngine import GreensTensor @@ -9,7 +10,7 @@ from mtuq.util import unzip from mtuq.util.syngine import download_unzip_mt_response, download_force_response,\ resolve_model,\ - GREENS_TENSOR_FILENAMES, SYNTHETICS_FILENAMES + GREENS_TENSOR_FILENAMES, SYNTHETICS_FILENAMES_BX, SYNTHETICS_FILENAMES_MX @@ -95,11 +96,23 @@ def _get_greens_tensor(self, station=None, origin=None): dirnames += [unzip(filename)] for _i, dirname in enumerate(dirnames): - for filename in SYNTHETICS_FILENAMES: - stream += obspy.read(dirname+'/'+filename, format='sac') + # Attempt to read using the BX naming convention + files_read = False + for filename in SYNTHETICS_FILENAMES_BX: + file_path = os.path.join(dirname, filename) + if os.path.isfile(file_path): + stream += obspy.read(file_path, format='sac') + stream[-1].stats.channel = stream[-1].stats.channel[-1] + str(_i) + files_read = True + + # If no files were read with the BX naming convention, try the MX naming convention + if not files_read: + for filename in SYNTHETICS_FILENAMES_MX: + file_path = os.path.join(dirname, filename) + if os.path.isfile(file_path): + stream += obspy.read(file_path, format='sac') + stream[-1].stats.channel = stream[-1].stats.channel[-1] + str(_i) - # overwrite channel attribute - stream[-1].stats.channel = stream[-1].stats.channel[-1]+str(_i) # what are the start and end times of the data? diff --git a/mtuq/util/syngine.py b/mtuq/util/syngine.py index efe4cfb9a..2b8c51f68 100644 --- a/mtuq/util/syngine.py +++ b/mtuq/util/syngine.py @@ -24,12 +24,18 @@ 'greensfunction_XX.GF001..TDS.sac', ] -SYNTHETICS_FILENAMES = [ +SYNTHETICS_FILENAMES_BX = [ 'XX.S0001.SE.BXZ.sac', 'XX.S0001.SE.BXR.sac', 'XX.S0001.SE.BXT.sac', ] +SYNTHETICS_FILENAMES_MX = [ + 'XX.S0001.SE.MXZ.sac', + 'XX.S0001.SE.MXR.sac', + 'XX.S0001.SE.MXT.sac', + ] + SYNGINE_MODELS = [ 'ak135f_2s', 'ak135f_5s', From bfc167ada2987318476f88927d841fefa097adee Mon Sep 17 00:00:00 2001 From: thurinj Date: Thu, 9 Nov 2023 15:36:44 -0500 Subject: [PATCH 3/3] Create GridSearch.Force.py Created the GridSearch.Force.py example script that uses the Barry Arm's landslide data. --- examples/GridSearch.Force.py | 205 +++++++++++++++++++++++++++++++++++ 1 file changed, 205 insertions(+) create mode 100755 examples/GridSearch.Force.py diff --git a/examples/GridSearch.Force.py b/examples/GridSearch.Force.py new file mode 100755 index 000000000..15cc1f649 --- /dev/null +++ b/examples/GridSearch.Force.py @@ -0,0 +1,205 @@ +#!/usr/bin/env python + +import os +import numpy as np + +from mtuq import read, open_db, download_greens_tensors +from mtuq.event import Origin +from mtuq.graphics import plot_data_greens1, plot_misfit_force +from mtuq.grid import ForceGridRegular +from mtuq.grid_search import grid_search +from mtuq.misfit import Misfit +from mtuq.process_data import ProcessData +from mtuq.util import fullpath, merge_dicts, save_json +from mtuq.util.cap import parse_station_codes, Trapezoid +from mtuq.misfit.waveform import calculate_norm_data + + + +if __name__=='__main__': + # + # Carries out grid search over 64,000 double couple moment tensors + # + # USAGE + # mpirun -n python GridSearch.DoubleCouple.py + # + # For a simpler example, see SerialGridSearch.DoubleCouple.py, + # which runs the same inversion in serial + # + + + # + # We will investigate the source process of an Mw~4 earthquake using data + # from a regional seismic array + # + + path_data= fullpath('data/examples/20210809074550/*[ZRT].sac') + path_weights= fullpath('data/examples/20210809074550/weights.dat') + event_id= '20210809074550' + model= 'ak135' + + + # + # We are only using surface waves in this example. Check out the DC or FMT examples for multi-mode inversions. + # + + process_sw = ProcessData( + filter_type='Bandpass', + freq_min=0.025, + freq_max=0.0625, + pick_type='taup', + taup_model=model, + window_type='surface_wave', + window_length=150., + capuaf_file=path_weights, + ) + + + # + # For our objective function, we will use the L2 norm of the misfit between + # observed and synthetic waveforms. + # + + misfit_sw = Misfit( + norm='L2', + time_shift_min=-35., + time_shift_max=+35., + time_shift_groups=['ZR','T'], + ) + + + # + # User-supplied weights control how much each station contributes to the + # objective function + # + + station_id_list = parse_station_codes(path_weights) + + + # + # Next, we specify the moment tensor grid and source-time function + # + + grid = ForceGridRegular(magnitudes_in_N=10**np.arange(9,12.1,0.1), npts_per_axis=90) + + + # In this example, we use a simple trapezoidal source-time function with a + # rise time of 4.5 second and a half-duration of 6.75 seconds, obtained from + # earthquake scaling law. + wavelet = Trapezoid( + magnitude=8) + + + # + # Origin time and location will be fixed. For an example in which they + # vary, see examples/GridSearch.DoubleCouple+Magnitude+Depth.py + # + # See also Dataset.get_origins(), which attempts to create Origin objects + # from waveform metadata + # + + origin = Origin({ + 'time': '2021-08-09T07:45:50.000000Z', + 'latitude': 61.24, + 'longitude': -147.96, + 'depth_in_m': 0, + }) + + + from mpi4py import MPI + comm = MPI.COMM_WORLD + + + # + # The main I/O work starts now + # + + if comm.rank==0: + print('Reading data...\n') + data = read(path_data, format='sac', + event_id=event_id, + station_id_list=station_id_list, + tags=['units:m', 'type:velocity']) + + + data.sort_by_distance() + stations = data.get_stations() + + + print('Processing data...\n') + data_sw = data.map(process_sw) + + + print('Reading Greens functions...\n') + greens = download_greens_tensors(stations, origin, model, include_mt=False, include_force=True) + + print('Processing Greens functions...\n') + greens.convolve(wavelet) + greens_sw = greens.map(process_sw) + + + else: + stations = None + data_sw = None + greens_sw = None + + + stations = comm.bcast(stations, root=0) + data_sw = comm.bcast(data_sw, root=0) + greens_sw = comm.bcast(greens_sw, root=0) + + # + # The main computational work starts now + # + + if comm.rank==0: + print('Evaluating surface wave misfit...\n') + + results_sw = grid_search( + data_sw, greens_sw, misfit_sw, origin, grid) + + if comm.rank==0: + # Computing the norm of the data for the misfit normalization + norm_sw = calculate_norm_data(data_sw, misfit_sw.norm, ['Z','R','T']) + + results = results_sw/norm_sw + + # + # Collect information about best-fitting source + # + + # `grid` index corresponding to minimum misfit force + idx = results.source_idxmin() + + # Force object + best_force = grid.get(idx) + + # dictionary of best force direction (F0, phi, h) + direction_dict = grid.get_dict(idx) + + # dictionary of Fi parameters + force_dict = best_force.as_dict() + + merged_dict = merge_dicts( + direction_dict, force_dict, origin) + + # + # Generate figures and save results + # + + print('Generating figures...\n') + + plot_data_greens1(event_id+'FMT_waveforms1.png', + data_sw, greens_sw, process_sw, misfit_sw, stations, origin, best_force, direction_dict) + + plot_misfit_force(event_id+'DC_misfit_force.png', results) + + print('Saving results...\n') + + # save best-fitting source + save_json(event_id+'Force_solution.json', merged_dict) + + # save misfit surface + results.save(event_id+'DC_misfit.nc') + + print('\nFinished\n') \ No newline at end of file

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