diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000..73f69e0
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
+# Editor-based HTTP Client requests
+/httpRequests/
diff --git a/.idea/Pamplemousse.iml b/.idea/Pamplemousse.iml
new file mode 100644
index 0000000..c956989
--- /dev/null
+++ b/.idea/Pamplemousse.iml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..023e680
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+
+
+
+
+
+
\ No newline at end of file
diff --git a/Apply-Network1.py b/Apply-Network1.py
index 6246e79..e2c8dd4 100644
--- a/Apply-Network1.py
+++ b/Apply-Network1.py
@@ -1,8 +1,7 @@
-from keras.models import load_model
-from orcs.process import SpectralCube
import os
import numpy as np
import matplotlib.pyplot as plt
+import time
from keras import activations
from keras.models import Sequential
from keras.layers import Dense, InputLayer, Flatten, Dropout
@@ -10,11 +9,12 @@
from keras.layers.convolutional import MaxPooling1D
from keras.optimizers import Adam
from keras.callbacks import EarlyStopping, ReduceLROnPlateau
+from keras.models import load_model
+from orcs.process import SpectralCube
from astropy.io import fits
from pickle import load
-from tqdm import tqdm_notebook as tqdm
from scipy import interpolate
-import time
+
#--------------------------------- INPUTS -------------------------------------#
home_dir = '/path/to/main/directory/containing/data' # Location weights file
diff --git a/ApplyDataCube.html b/ApplyDataCube.html
new file mode 100644
index 0000000..73c0000
--- /dev/null
+++ b/ApplyDataCube.html
@@ -0,0 +1,41 @@
+
+ This example will guide you through the process of applying a pre-trained network (i.e. the weights have been trained),
+ to a SITELLE data cube. This example will use the network trained to predict velocity and broadening values, therefore,
+ we will be applying this to an SN3 cube.
+
+
+ The code will read in a the network and a datacube. We will then step through each pixel in the datacube, extract the
+ spectrum, subtract the background, interpolate the background-subtracted spectrum onto the reference spectrum's x-axis,
+ and finally apply the network to extract the velocity and broadening parameters. Let's start with our imports -- I apologize
+ for all of them!
+
+
+
+ import os
+ import numpy as np
+ import matplotlib.pyplot as plt
+ import time
+ from keras.optimizers import Adam
+ from keras.models import load_model
+ from orcs.process import SpectralCube
+ from astropy.io import fits
+ from pickle import load
+ from scipy import interpolate
+
+
+
+
+ Now we need to define our directories, cube name, and location of the deep frame. If you have not created a deep frame
+ for the cube, please do so now. Also, be sure to have the reference spectrum in the home directory.
+
+
+
+
+ home_dir = '/path/to/main/directory/containing/data' # Location weights file
+ cube_dir = '/path/to/cubes' # Path to data cube
+ cube_name = 'cube_name' # don't add .hdf5 extension
+ output_dir = '/path/to/output' # Path to output directory
+ output_name = 'output_name' # output file prefix
+ deep_file = '/full/path/to/deep/fits' # Path to deep image fits file: required for header
+
+
\ No newline at end of file
diff --git a/css/business-frontpage.css b/css/business-frontpage.css
new file mode 100644
index 0000000..d7ec90a
--- /dev/null
+++ b/css/business-frontpage.css
@@ -0,0 +1,8 @@
+/*!
+ * Start Bootstrap - Business Frontpage (https://startbootstrap.com/template/business-frontpage)
+ * Copyright 2013-2020 Start Bootstrap
+ * Licensed under MIT (https://github.com/StartBootstrap/startbootstrap-business-frontpage/blob/master/LICENSE)
+ */
+body {
+ padding-top: 56px;
+}
diff --git a/css/main.css b/css/main.css
new file mode 100644
index 0000000..572f19c
--- /dev/null
+++ b/css/main.css
@@ -0,0 +1,19 @@
+body {
+ padding-top: 56px;
+}
+
+h2 {
+ padding-top: 20px;
+}
+
+/* pygments highlight */
+.highlight {
+ border: 1px solid #cfcfcf;
+ padding-top: 10px;
+ padding-left: 10px;
+ padding-right: 10px;
+ border-radius: 2px;
+ background: #f7f7f7;
+ line-height: 1.21429em;
+ margin-bottom: 10px;
+}
diff --git a/css/notebook.css b/css/notebook.css
new file mode 100644
index 0000000..d7dec4b
--- /dev/null
+++ b/css/notebook.css
@@ -0,0 +1,561 @@
+.prompt {
+ /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+ min-width: 14ex;
+ /* This padding is tuned to match the padding on the CodeMirror editor. */
+ padding: 0.4em;
+ margin: 0px;
+ font-family: monospace;
+ text-align: right;
+ /* This has to match that of the the CodeMirror class line-height below */
+ line-height: 1.21429em;
+ /* Don't highlight prompt number selection */
+ -webkit-touch-callout: none;
+ -webkit-user-select: none;
+ -khtml-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+ /* Use default cursor */
+ cursor: default;
+}
+@media (max-width: 540px) {
+ .prompt {
+ text-align: left;
+ }
+}
+div.inner_cell {
+ min-width: 0;
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: vertical;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: vertical;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: vertical;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+ /* Old browsers */
+ -webkit-box-flex: 1;
+ -moz-box-flex: 1;
+ box-flex: 1;
+ /* Modern browsers */
+ flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+ border: 1px solid #cfcfcf;
+ border-radius: 2px;
+ background: #f7f7f7;
+ line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+ is no content in the output_subarea and the prompt. The main purpose of this is
+ to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+ padding-top: 0;
+ padding-bottom: 0;
+}
+div.unrecognized_cell {
+ padding: 5px 5px 5px 0px;
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: horizontal;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: horizontal;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: horizontal;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: row;
+ align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+ border-radius: 2px;
+ padding: 5px;
+ font-weight: bold;
+ color: red;
+ border: 1px solid #cfcfcf;
+ background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+ color: inherit;
+ text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+ color: inherit;
+ text-decoration: none;
+}
+@media (max-width: 540px) {
+ div.unrecognized_cell > div.prompt {
+ display: none;
+ }
+}
+div.code_cell {
+ /* avoid page breaking on code cells when printing */
+}
+@media print {
+ div.code_cell {
+ page-break-inside: avoid;
+ }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+ page-break-inside: avoid;
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: horizontal;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: horizontal;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: horizontal;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: row;
+ align-items: stretch;
+}
+@media (max-width: 540px) {
+ div.input {
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: vertical;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: vertical;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: vertical;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+ }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+ color: #303F9F;
+ border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+ margin: 0.4em;
+ border: none;
+ padding: 0px;
+ background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+ margin: 0px;
+ border: none;
+ padding: 0px;
+ background-color: transparent;
+}
+/* The following gets added to the if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height. See
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+ * respect to the rest of the text. The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ * vertical-align: bottom;
+ * }
+ */
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+ line-height: 1.21429em;
+ /* Changed from 1em to our global default */
+ font-size: 14px;
+ height: auto;
+ /* Changed to auto to autogrow */
+ background: none;
+ /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+ /* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+ /* We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+ overflow-y: hidden;
+ overflow-x: auto;
+}
+.CodeMirror-lines {
+ /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+ /* we have set a different line-height and want this to scale with that. */
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+ that horizontal padding will be set on CodeMirror pre */
+ padding: 0.4em 0;
+}
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+ padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+ border-bottom-left-radius: 2px;
+ border-top-left-radius: 2px;
+}
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+ /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+ use .CodeMirror-lines for vertical */
+ padding: 0 0.4em;
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+ border-radius: 0;
+}
+.CodeMirror-cursor {
+ border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
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+ border-left: 2px solid black;
+ }
+}
+@media screen and (min-width: 4320px) {
+ .CodeMirror-cursor {
+ border-left: 4px solid black;
+ }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+ color: #000;
+}
+.highlight-variable {
+ color: #000;
+}
+.highlight-variable-2 {
+ color: #1a1a1a;
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+ color: #333333;
+}
+.highlight-string {
+ color: #BA2121;
+}
+.highlight-comment {
+ color: #408080;
+ font-style: italic;
+}
+.highlight-number {
+ color: #080;
+}
+.highlight-atom {
+ color: #88F;
+}
+.highlight-keyword {
+ color: #008000;
+ font-weight: bold;
+}
+.highlight-builtin {
+ color: #008000;
+}
+.highlight-error {
+ color: #f00;
+}
+.highlight-operator {
+ color: #AA22FF;
+ font-weight: bold;
+}
+.highlight-meta {
+ color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+ color: #00f;
+}
+.highlight-string-2 {
+ color: #f50;
+}
+.highlight-qualifier {
+ color: #555;
+}
+.highlight-bracket {
+ color: #997;
+}
+.highlight-tag {
+ color: #170;
+}
+.highlight-attribute {
+ color: #00c;
+}
+.highlight-header {
+ color: blue;
+}
+.highlight-quote {
+ color: #090;
+}
+.highlight-link {
+ color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+ color: #008000;
+ font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+ color: #88F;
+}
+.cm-s-ipython span.cm-number {
+ color: #080;
+}
+.cm-s-ipython span.cm-def {
+ color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+ color: #000;
+}
+.cm-s-ipython span.cm-operator {
+ color: #AA22FF;
+ font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+ color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+ color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+ color: #408080;
+ font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+ color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+ color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+ color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+ color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+ color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+ color: #997;
+}
+.cm-s-ipython span.cm-tag {
+ color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+ color: #00c;
+}
+.cm-s-ipython span.cm-header {
+ color: blue;
+}
+.cm-s-ipython span.cm-quote {
+ color: #090;
+}
+.cm-s-ipython span.cm-link {
+ color: #00c;
+}
+.cm-s-ipython span.cm-error {
+ color: #f00;
+}
+.cm-s-ipython span.cm-tab {
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+ background-position: right;
+ background-repeat: no-repeat;
+}
+div.output_wrapper {
+ /* this position must be relative to enable descendents to be absolute within it */
+ position: relative;
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: vertical;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: vertical;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: vertical;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+ z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+ /* ideally, this would be max-height, but FF barfs all over that */
+ height: 24em;
+ /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+ width: 100%;
+ overflow: auto;
+ border-radius: 2px;
+ -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+ box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+ display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+ margin: 0px;
+ padding: 0px;
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: vertical;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: vertical;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: vertical;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+}
+div.out_prompt_overlay {
+ height: 100%;
+ padding: 0px 0.4em;
+ position: absolute;
+ border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+ /* use inner shadow to get border that is computed the same on WebKit/FF */
+ -webkit-box-shadow: inset 0 0 1px #000;
+ box-shadow: inset 0 0 1px #000;
+ background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+ color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+ padding: 0px;
+ page-break-inside: avoid;
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: horizontal;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: horizontal;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: horizontal;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: row;
+ align-items: stretch;
+}
+div.output_area .MathJax_Display {
+ text-align: left !important;
+}
+div.output_area .rendered_html table {
+ margin-left: 0;
+ margin-right: 0;
+}
+div.output_area .rendered_html img {
+ margin-left: 0;
+ margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+ max-width: 100%;
+ height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+ max-width: none;
+}
+div.output_area .mglyph > img {
+ max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+ as that of bootstrap */
+.output {
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: vertical;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: vertical;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: vertical;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+}
+@media (max-width: 540px) {
+ div.output_area {
+ /* Old browsers */
+ display: -webkit-box;
+ -webkit-box-orient: vertical;
+ -webkit-box-align: stretch;
+ display: -moz-box;
+ -moz-box-orient: vertical;
+ -moz-box-align: stretch;
+ display: box;
+ box-orient: vertical;
+ box-align: stretch;
+ /* Modern browsers */
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+ }
+}
+div.output_area pre {
+ max-height: 500px;
+ margin: 0;
+ padding: 1px 0 1px 0;
+ border: 0;
+ vertical-align: baseline;
+ color: black;
+ background-color: transparent;
+ border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+ the prompt div. */
+div.output_subarea {
+ overflow-x: auto;
+ padding: 0.4em;
+ /* Old browsers */
+ -webkit-box-flex: 1;
+ -moz-box-flex: 1;
+ box-flex: 1;
+ /* Modern browsers */
+ flex: 1;
+ max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+ overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+ output types */
+/* all text output has this class: */
+div.output_text {
+ text-align: left;
+ color: #000;
+ /* This has to match that of the the CodeMirror class line-height below */
+ line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+ background: #fdd;
+ /* very light red background for stderr */
+}
+div.output_latex {
+ text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+ padding: 0;
+}
+.th {
+ text-center: left;
+}
diff --git a/css/pygments/notebook/colorful.css b/css/pygments/notebook/colorful.css
new file mode 100644
index 0000000..480df4a
--- /dev/null
+++ b/css/pygments/notebook/colorful.css
@@ -0,0 +1,69 @@
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diff --git a/examples.html b/examples.html
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+ Pamplemousse
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Dynamic Tabs
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To make the tabs toggleable, add the data-toggle="tab" attribute to each link. Then add a .tab-pane class with a unique ID for every tab and wrap them inside a div element with class .tab-content.
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diff --git a/gulpfile.js b/gulpfile.js
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+"use strict";
+
+// Load plugins
+const browsersync = require("browser-sync").create();
+const del = require("del");
+const gulp = require("gulp");
+const merge = require("merge-stream");
+
+// BrowserSync
+function browserSync(done) {
+ browsersync.init({
+ server: {
+ baseDir: "./"
+ },
+ port: 3000
+ });
+ done();
+}
+
+// BrowserSync reload
+function browserSyncReload(done) {
+ browsersync.reload();
+ done();
+}
+
+// Clean vendor
+function clean() {
+ return del(["./vendor/"]);
+}
+
+// Bring third party dependencies from node_modules into vendor directory
+function modules() {
+ // Bootstrap
+ var bootstrap = gulp.src('./node_modules/bootstrap/dist/**/*')
+ .pipe(gulp.dest('./vendor/bootstrap'));
+ // jQuery
+ var jquery = gulp.src([
+ './node_modules/jquery/dist/*',
+ '!./node_modules/jquery/dist/core.js'
+ ])
+ .pipe(gulp.dest('./vendor/jquery'));
+ return merge(bootstrap, jquery);
+}
+
+// Watch files
+function watchFiles() {
+ gulp.watch("./**/*.css", browserSyncReload);
+ gulp.watch("./**/*.html", browserSyncReload);
+}
+
+// Define complex tasks
+const vendor = gulp.series(clean, modules);
+const build = gulp.series(vendor);
+const watch = gulp.series(build, gulp.parallel(watchFiles, browserSync));
+
+// Export tasks
+exports.clean = clean;
+exports.vendor = vendor;
+exports.build = build;
+exports.watch = watch;
+exports.default = build;
diff --git a/images/CarterRhea.png b/images/CarterRhea.png
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+$(function () {
+ var includes = $('[data-include]')
+ $.each(includes, function () {
+ var file = '' + $(this).data('include') + '.html'
+ $(this).load(file)
+ })
+})
diff --git a/index.html b/index.html
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+ Pamplemousse
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Pamplemousse:
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A set of machine learning tools for Integral Field Unit Spectral Analysis
+
+ Machine learning is rapidly becoming ubiquitous in astronomy. The Pamplemousse project is a collection of tools built specifically for the analysis of spectra
+ taken with the SITELLE instrument on the CFHT. The tools are developed by a team lead by Carter Rhea at the Université de Montréal. The core team includes Dr. Laurie Rousseau-Nepton,
+ Dr. Simon Prunet, and Dr. Julie Hlavacek-Larrondo.
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+ Our Projects
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Click on the headers to learn about the projects using Pamplemousse!
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+ Fig. 3 - Schematic Diagram of the Convolutional Neural Network employed in this work
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+ The first paper explores the use of a convolutional neural network to extract the flux and velocity of underlying components.
+ We report a standard deviation of ∼5 km/s for the velocity parameter and a standard deviation of approximately 5.5 km/s for the broadening parameter.
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+ Fig. 4 - Density plot of the velocity residuals in km s−1along with the standard deviation for the test set.
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+ Fig. 5 - Artificial Neural Network created for this work.
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+ In this work, we apply an artificial neural network to combined-filter (SN1, SN2, and SN3) SITELLE data representing typical SIGNALS large program observations.
+ The network is designed to calculate important emission-line ratios for HII-like regions which are present in the primary SITELLE filters.
+ Our resultsindicate that the network can potentially constrain the line ratios with greater precision than the standard line fitting technique implemented in ORCS \textbf{if the source spectral properties are well represented in the training set}.
+ Timing analysis indicates that the network can analyze the entire cube approximately 100 times faster than the standard methods.
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+ Fig. 6 - Line Ratio Errors for the 8 line ratios studied in this work.
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+ Fig. 7 - Confusion matrix for the convolutional neural network used to categorize the number of underlying line-of-sight emission components.
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+ In this paper (in preparation), the third of the series, we develop a convolutional neural network to classify spectra as having either a sin-gle or double line-of-sight component.
+ This systemati cmethod will be critical for disentangling components in merger systems, HII regions, and supernova remnants.We demonstrate that the network outperforms AIC andBayesian inference model comparisons.
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+ Fig. 8 - NGC2207-IC2163 merging system. Left: Deep SITELLE image of the N2207/IC2163 system created withORCS. This panel shows the stacked optical emission in the component galaxies.
+ Several structures such as the spiral arms, bulges, tidal tails, merging region (green circle), and diffuse emission regions (purple circles) stand out.
+ Right: Component map for the NGC2207/IC2163 system. White pixels correspond to double component emission. Black pixels correspond to single component emission.
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