From 416917391535e5b0d2e9acd86e895bdc3890050b Mon Sep 17 00:00:00 2001 From: Mustafa Hammood Date: Mon, 17 Jul 2023 23:32:45 -0700 Subject: [PATCH] Oband bragg analysis --- .../Bragg_period_cband_sio2.py | 2 +- .../{SOI_SiO2 => SOI_SiO2_cband}/analysis.pdf | Bin .../analysis_WL.pdf | Bin .../data/WF112ULUL/.DS_Store | Bin .../13-Jan-2023 23.42.52_1.csv | 0 .../13-Jan-2023 23.42.52_1.mat | Bin .../13-Jan-2023 23.42.52_1.pdf | Bin .../13-Jan-2023 23.38.16_1.csv | 0 .../13-Jan-2023 23.38.16_1.mat | Bin .../13-Jan-2023 23.38.16_1.pdf | Bin .../13-Jan-2023 23.33.41_1.csv | 0 .../13-Jan-2023 23.33.41_1.mat | Bin .../13-Jan-2023 23.33.41_1.pdf | Bin .../13-Jan-2023 23.35.11_1.csv | 0 .../13-Jan-2023 23.35.11_1.mat | Bin .../13-Jan-2023 23.35.11_1.pdf | Bin .../13-Jan-2023 23.36.43_1.csv | 0 .../13-Jan-2023 23.36.43_1.mat | Bin .../13-Jan-2023 23.36.43_1.pdf | Bin .../13-Jan-2023 23.30.36_1.csv | 0 .../13-Jan-2023 23.30.36_1.mat | Bin .../13-Jan-2023 23.30.36_1.pdf | Bin .../13-Jan-2023 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examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N283nmPeriod350nmW15nmdW0Apo/15-May-2023 15.43.40.pdf create mode 100644 examples/ex_Bragg_analysis/SOI_SiO2_oband/devices_calib.pdf create mode 100644 examples/ex_Bragg_analysis/SOI_SiO2_oband/devices_raw.pdf diff --git a/examples/ex_Bragg_analysis/SOI_SiO2/Bragg_period_cband_sio2.py b/examples/ex_Bragg_analysis/SOI_SiO2_cband/Bragg_period_cband_sio2.py similarity index 98% rename from examples/ex_Bragg_analysis/SOI_SiO2/Bragg_period_cband_sio2.py rename to examples/ex_Bragg_analysis/SOI_SiO2_cband/Bragg_period_cband_sio2.py index 8d1e63e..4956706 100644 --- a/examples/ex_Bragg_analysis/SOI_SiO2/Bragg_period_cband_sio2.py +++ b/examples/ex_Bragg_analysis/SOI_SiO2_cband/Bragg_period_cband_sio2.py @@ -109,7 +109,7 @@ def getDeviceParameter(deviceID, devicePrefix, deviceSuffix = ''): wavl_sim_sio2 = [1517, 1522, 1527, 1532, 1538, 1543, 1548.9] plt.figure() -plt.scatter(period, WL, color='r', marker='x', label='Experiment') +plt.scatter(period, WL, color='r', marker='x', label='Expe riment') plt.scatter(period_sim_sio2, wavl_sim_sio2, color='b', marker='o', label='Simulation') plt.legend() plt.ylabel('Bragg Wavelength [nm]', color = 'black') diff --git a/examples/ex_Bragg_analysis/SOI_SiO2/analysis.pdf b/examples/ex_Bragg_analysis/SOI_SiO2_cband/analysis.pdf similarity index 100% rename from examples/ex_Bragg_analysis/SOI_SiO2/analysis.pdf rename to examples/ex_Bragg_analysis/SOI_SiO2_cband/analysis.pdf diff --git a/examples/ex_Bragg_analysis/SOI_SiO2/analysis_WL.pdf b/examples/ex_Bragg_analysis/SOI_SiO2_cband/analysis_WL.pdf similarity index 100% rename from examples/ex_Bragg_analysis/SOI_SiO2/analysis_WL.pdf rename to examples/ex_Bragg_analysis/SOI_SiO2_cband/analysis_WL.pdf diff --git a/examples/ex_Bragg_analysis/SOI_SiO2/data/WF112ULUL/.DS_Store b/examples/ex_Bragg_analysis/SOI_SiO2_cband/data/WF112ULUL/.DS_Store similarity index 100% rename from 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examples/ex_Bragg_analysis/SOI_SiO2/devices_calib.pdf rename to examples/ex_Bragg_analysis/SOI_SiO2_cband/devices_calib.pdf diff --git a/examples/ex_Bragg_analysis/SOI_SiO2/devices_raw.pdf b/examples/ex_Bragg_analysis/SOI_SiO2_cband/devices_raw.pdf similarity index 100% rename from examples/ex_Bragg_analysis/SOI_SiO2/devices_raw.pdf rename to examples/ex_Bragg_analysis/SOI_SiO2_cband/devices_raw.pdf diff --git a/examples/ex_Bragg_analysis/SOI_SiO2_oband/Bragg_period_oband_sio2.py b/examples/ex_Bragg_analysis/SOI_SiO2_oband/Bragg_period_oband_sio2.py new file mode 100644 index 0000000..a82160f --- /dev/null +++ b/examples/ex_Bragg_analysis/SOI_SiO2_oband/Bragg_period_oband_sio2.py @@ -0,0 +1,122 @@ +""" +SiEPIC Analysis Package + +Author: Mustafa Hammood + Mustafa@siepic.com + +Example: Application of SiEPIC_AP analysis functions + Process data of various contra-directional couplers (CDCs) + Extract the period and bandwidth from a set of devices +""" +#%% +import siepic_analysis_package as siap +import matplotlib.pyplot as plt +import matplotlib, os +import numpy as np +fname_data = r"data\\WF112ULUL" # filename containing the desired data +device_prefix = "PCM_Bragg_O_800N" +device_suffix = "nmPeriod350nmW15nmdW0Apo" +port_drop = 1 # port in the measurement set containing the drop port data +port_thru = 1 # port in the measurement set containing the through port data +def getDeviceParameter(deviceID, devicePrefix, deviceSuffix = ''): + """Find the variable parameter of a device based on the ID + + IMPORTANT: "removeprefix" and "removesuffix" are only available + for Python >= 3.9 + + Args: + deviceID (string): ID of the device. + devicePrefix (string): Prefix string in the device that's before the variable parameter + deviceSuffix (string): Any additional fields in the suffix of a device that need to be stripped, optional. + + Returns: + parameter (float): variable parameter of the device (unit based on whats in the ID) + """ + parameter = float(deviceID.removeprefix(devicePrefix).removesuffix(deviceSuffix)) + return parameter + +#%% crawl available data to choose files from the dataset +tol = 4 # calibrate_envelope parameter +N_seg = 325 # calibrate_envelope parameter +period = [] +BW = [] +WL = [] +devices = [] +for root, dirs, files in os.walk(fname_data): + if os.path.basename(root).startswith(device_prefix): + for file in files: + if file.endswith(".csv"): + file_path = os.path.join(root, file) + device = siap.analysis.processCSV(file_path) + + device.dropCalib, device.ThruEnvelope, x, y = siap.analysis.calibrate_envelope( + device.wavl, siap.core.smooth(device.wavl, device.pwr[port_thru], window=121), siap.core.smooth(device.wavl, device.pwr[port_thru], window=121), + N_seg = N_seg, tol = tol, fitOrder=5, direction='right', verbose = False) + + [device.BW, device.WL] = siap.analysis.bandwidth(device.wavl, -device.dropCalib, threshold=13) + + devices.append(device) + period.append(getDeviceParameter(device.deviceID, device_prefix, device_suffix)) + WL.append(device.WL) + BW.append(device.BW) + +#%% +# plot all devices and overlay +plt.figure() +for device in devices: + label = 'Period = ' + str(getDeviceParameter(device.deviceID, device_prefix, device_suffix))+' nm' + fig = plt.plot(device.wavl,device.pwr[port_drop], label=label) + plt.legend(loc=0) +plt.ylabel('Power [dBm]', color = 'black') +plt.xlabel('Wavelength [nm]', color = 'black') +plt.title("Raw measurement of all structures") +plt.savefig('devices_raw'+'.pdf') +matplotlib.rcParams.update({'font.size': 11, 'font.family' : 'Times New Roman', 'font.weight': 'bold'}) + +plt.figure() +for device in devices: + label = 'Period = ' + str(getDeviceParameter(device.deviceID, device_prefix, device_suffix))+' nm' + fig = plt.plot(device.wavl,device.dropCalib, label=label) + plt.legend(loc=0) +plt.ylabel('Transmission (dB)', color = 'black') +plt.xlabel('Wavelength (nm)', color = 'black') +plt.title("Calibrated measurement of all structures (using envelope calibration)") +plt.savefig('devices_calib'+'.pdf') +matplotlib.rcParams.update({'font.size': 11, 'font.family' : 'Times New Roman', 'font.weight': 'bold'}) + +# %% plot analysis results +fig, ax1 = plt.subplots() + +ax1.scatter(period, WL, color = 'blue') +ax1.set_xlabel('Grating period [nm]') +ax1.set_ylabel('Bragg wavelength [nm]', color='blue') +ax1.tick_params(axis='y', colors='blue') + +ax2 = ax1.twinx() +ax2.scatter(period, BW, color = 'red') +ax2.set_ylabel('3 dB Bandwidth [nm]', color='red') +ax2.tick_params(axis='y', colors='red') + + +plt.title("Extracted bandwidth and central wavelength of the Bragg gratings") +plt.savefig('analysis'+'.pdf') +matplotlib.rcParams.update({'font.size': 11, 'font.family' : 'Times New Roman', 'font.weight': 'bold'}) +plt.show() + +# %% overlay simulation data +#simulation results (220 nm SOI, SiO2 clad) +period_sim_sio2 = [273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283] +wavl_sim_sio2 = [1295.48, 1297.79, 1300.2, 1302.52, 1304.94, 1307.26, 1309.57, 1311.88, 1314.08, 1316.4, 1318.82] + +plt.figure() +plt.scatter(period, WL, color='r', marker='x', label='Experiment') +plt.scatter(period_sim_sio2, wavl_sim_sio2, color='b', marker='o', label='Simulation') +plt.legend() +plt.ylabel('Bragg Wavelength [nm]', color = 'black') +plt.xlabel('Grating Period [nm]', color = 'black') +plt.title("Comparision of Bragg wavelength between simulation and experiment.") +plt.savefig('analysis_WL'+'.pdf') +matplotlib.rcParams.update({'font.size': 11, 'font.family' : 'Times New Roman', 'font.weight': 'bold'}) + + +# %% diff --git a/examples/ex_Bragg_analysis/SOI_SiO2_oband/analysis.pdf b/examples/ex_Bragg_analysis/SOI_SiO2_oband/analysis.pdf new file mode 100644 index 0000000000000000000000000000000000000000..170bf022040fa60c834518505bbdbad134d82435 GIT binary patch literal 22270 zcmd_Sby!tT)ITaBA)%s(O2{EqBu;P+jkI)2gLHRE38H{>gCLC(5=tWtQYz9QT}lc{ 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b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N273nmPeriod350nmW15nmdW0Apo/15-May-2023 15.32.31.csv new file mode 100644 index 0000000..166ce78 --- /dev/null +++ b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N273nmPeriod350nmW15nmdW0Apo/15-May-2023 15.32.31.csv @@ -0,0 +1,28 @@ +# Test: Laser Sweep (sweepLaser) +# User: Shang_Pin +# Start: 15-May-2023 15:32:31 +# Finish: 15-May-2023 15:34:22 +# Fine Align: Passed +# Device ID: PCM_Bragg_O_800N273nmPeriod350nmW15nmdW0Apo +# Device coordinates (gds): 8692, 920 +# Device coordinates (motor): -2.208873e+02, 2.831154e+03 +# Chip test start: 15-May-2023 15:25:07 +# Settings: +# Laser: HP81608A +# Detector: HP81635A +# Sweep speed: 40 nm/s +# Laser power: 0 dBm +# Wavelength step-size: 0.008 nm +# Start wavelength: 1240 nm +# Stop wavelength: 1380 nm +# Stitch count: 3 +# Init Range: -10 +# New sweep plot behavior: add +# Turn off laser when done: no +# Skip sweep if fine align fails: yes +#Metric Tag, value [, value] 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PCM_Bragg_O_800N276nmPeriod350nmW15nmdW0Apo +# Device coordinates (gds): 8625, 857 +# Device coordinates (motor): -1.585192e+02, 2.763352e+03 +# Chip test start: 15-May-2023 15:25:07 +# Settings: +# Laser: HP81608A +# Detector: HP81635A +# Sweep speed: 40 nm/s +# Laser power: 0 dBm +# Wavelength step-size: 0.008 nm +# Start wavelength: 1240 nm +# Stop wavelength: 1380 nm +# Stitch count: 3 +# Init Range: -10 +# New sweep plot behavior: add +# Turn off laser when done: no +# Skip sweep if fine align fails: yes +#Metric Tag, value [, value] 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zlWd)Wx0yjy${LF-wYkLvCSPyTjo{jFL`{T}Wg6LB;aIXPAS__FW63g{8cI-bNVuZBslE= zlc3Ynd|8s?fH5Z~WMVw&^o3R?op}MnEtnRMX9N+>+JT8=rk%(-YZh6Fcjg65bmkQW zj)l`n%K;dlX~zTWX?7Gz3#_9SjPY=~sqrY1Atgr+z$n}m4m*m;^ksRtIu1LAaqJD^ zF{x){8ZgLIH3+-e1G)}39N$2@DYdAMlEVT}k{0O+sh= literal 0 HcmV?d00001 diff --git a/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N277nmPeriod350nmW15nmdW0Apo/15-May-2023 15.34.23.csv b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N277nmPeriod350nmW15nmdW0Apo/15-May-2023 15.34.23.csv new file mode 100644 index 0000000..bb6d528 --- /dev/null +++ b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N277nmPeriod350nmW15nmdW0Apo/15-May-2023 15.34.23.csv @@ -0,0 +1,28 @@ +# Test: Laser Sweep (sweepLaser) +# User: Shang_Pin +# Start: 15-May-2023 15:34:23 +# Finish: 15-May-2023 15:36:14 +# Fine Align: Passed +# Device ID: PCM_Bragg_O_800N277nmPeriod350nmW15nmdW0Apo +# Device coordinates (gds): 8558, 920 +# Device coordinates (motor): -2.220967e+02, 2.696928e+03 +# Chip test start: 15-May-2023 15:25:07 +# Settings: +# Laser: HP81608A +# Detector: HP81635A +# Sweep speed: 40 nm/s +# Laser power: 0 dBm +# Wavelength step-size: 0.008 nm +# Start wavelength: 1240 nm +# Stop wavelength: 1380 nm +# Stitch count: 3 +# Init Range: -10 +# New sweep plot behavior: add +# Turn off laser when done: no +# Skip sweep if fine align fails: yes +#Metric Tag, value [, value] 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a/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N278nmPeriod350nmW15nmdW0Apo/15-May-2023 15.40.00.csv b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N278nmPeriod350nmW15nmdW0Apo/15-May-2023 15.40.00.csv new file mode 100644 index 0000000..d73dbd4 --- /dev/null +++ b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N278nmPeriod350nmW15nmdW0Apo/15-May-2023 15.40.00.csv @@ -0,0 +1,28 @@ +# Test: Laser Sweep (sweepLaser) +# User: Shang_Pin +# Start: 15-May-2023 15:40:00 +# Finish: 15-May-2023 15:41:51 +# Fine Align: Passed +# Device ID: PCM_Bragg_O_800N278nmPeriod350nmW15nmdW0Apo +# Device coordinates (gds): 8558, 857 +# Device coordinates (motor): -1.591239e+02, 2.696239e+03 +# Chip test start: 15-May-2023 15:25:07 +# Settings: +# Laser: HP81608A +# Detector: HP81635A +# Sweep speed: 40 nm/s +# Laser power: 0 dBm +# Wavelength step-size: 0.008 nm +# Start wavelength: 1240 nm +# Stop wavelength: 1380 nm +# Stitch count: 3 +# Init Range: -10 +# New sweep plot behavior: add +# Turn off laser when done: no +# Skip sweep if fine align fails: yes +#Metric Tag, value [, value] 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b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N279nmPeriod350nmW15nmdW0Apo/15-May-2023 15.41.52.csv @@ -0,0 +1,28 @@ +# Test: Laser Sweep (sweepLaser) +# User: Shang_Pin +# Start: 15-May-2023 15:41:52 +# Finish: 15-May-2023 15:43:39 +# Fine Align: Passed +# Device ID: PCM_Bragg_O_800N279nmPeriod350nmW15nmdW0Apo +# Device coordinates (gds): 8491, 920 +# Device coordinates (motor): -2.227014e+02, 2.629815e+03 +# Chip test start: 15-May-2023 15:25:07 +# Settings: +# Laser: HP81608A +# Detector: HP81635A +# Sweep speed: 40 nm/s +# Laser power: 0 dBm +# Wavelength step-size: 0.008 nm +# Start wavelength: 1240 nm +# Stop wavelength: 1380 nm +# Stitch count: 3 +# Init Range: -10 +# New sweep plot behavior: add +# Turn off laser when done: no +# Skip sweep if fine align fails: yes +#Metric Tag, value [, value] 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a/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N280nmPeriod350nmW15nmdW0Apo/15-May-2023 15.28.43.csv b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N280nmPeriod350nmW15nmdW0Apo/15-May-2023 15.28.43.csv new file mode 100644 index 0000000..54f527c --- /dev/null +++ b/examples/ex_Bragg_analysis/SOI_SiO2_oband/data/WF112ULUL/PCM_Bragg_O_800N280nmPeriod350nmW15nmdW0Apo/15-May-2023 15.28.43.csv @@ -0,0 +1,28 @@ +# Test: Laser Sweep (sweepLaser) +# User: Shang_Pin +# Start: 15-May-2023 15:28:43 +# Finish: 15-May-2023 15:30:37 +# Fine Align: Passed +# Device ID: PCM_Bragg_O_800N280nmPeriod350nmW15nmdW0Apo +# Device coordinates (gds): 8491, 857 +# Device coordinates (motor): -1.597286e+02, 2.629126e+03 +# Chip test start: 15-May-2023 15:25:07 +# Settings: +# Laser: HP81608A +# Detector: HP81635A +# Sweep speed: 40 nm/s +# Laser power: 0 dBm +# Wavelength step-size: 0.008 nm +# Start wavelength: 1240 nm +# Stop wavelength: 1380 nm +# Stitch count: 3 +# Init Range: -10 +# New sweep plot behavior: add +# Turn off laser when done: no +# Skip sweep if fine align fails: yes +#Metric Tag, value [, value] 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