Skip to content

Instantly share code, notes, and snippets.

@tnakazato
Last active November 23, 2022 10:27
Show Gist options
  • Save tnakazato/d9c62b9c15f4baab04b4570b19a6331b to your computer and use it in GitHub Desktop.
Save tnakazato/d9c62b9c15f4baab04b4570b19a6331b to your computer and use it in GitHub Desktop.
電波干渉計の画像復元アルゴリズムをごく簡単にPythonでコーディングしました
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 電波干渉計の画像復元を雑にPythonで表現してみた"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import collections\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# 元画像(単純化のため1次元配列)\n",
"nx = 128\n",
"image_original = np.zeros(nx, dtype=float)\n",
"\n",
"# 2つの放射源\n",
"LineProperty = collections.namedtuple('LineProperty', ['position', 'width', 'intensity'])\n",
"line_list = [\n",
" LineProperty(position=60, width=2, intensity=10),\n",
" LineProperty(position=70, width=4, intensity=3),\n",
"]\n",
"for line in line_list:\n",
" line_start = line.position - line.width // 2\n",
" line_end = line_start + line.width\n",
" image_original[line_start:line_end] = line.intensity\n",
"\n",
"# 電波画像のフーリエ成分をビジビリティと呼ぶ\n",
"visibility = np.fft.fft(image_original, norm='ortho')\n",
"\n",
"plt.figure(figsize=(16, 8))\n",
"plt.subplot(121)\n",
"plt.plot(image_original)\n",
"plt.title('Input Image', fontdict={'size': 'xx-large'})\n",
"plt.subplot(122)\n",
"plt.plot(np.fft.fftshift(np.abs(visibility)))\n",
"plt.title('Visibility Amplitude', fontdict={'size': 'xx-large'})\n",
"\n",
"plt.savefig('synthesis_input_image.png')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import scipy.signal as signal\n",
"\n",
"# フーリエ成分の観測が不完全であることを表すマスク\n",
"# これをUVカバレッジと呼ぶ\n",
"uv_limit = nx // 4\n",
"mask = np.ones_like(visibility, dtype=int)\n",
"\n",
"# 観測は最大のアンテナ間隔で制限されている\n",
"mask[uv_limit:-uv_limit] = 0\n",
"\n",
"# 原理的に観測可能な範囲でも観測は不完全\n",
"zeros = np.random.randint(1, uv_limit, size=uv_limit // 2)\n",
"mask[zeros] = 0\n",
"mask[zeros * -1] = 0\n",
"mask[1:3] = 1\n",
"mask[0] = 0\n",
"mask[-2:] = 1\n",
"\n",
"# ダーティビーム = UVカバレッジの逆フーリエ変換\n",
"# 干渉計のPSFに相当する\n",
"psf = np.fft.fftshift(np.fft.ifft(mask, norm='ortho').real)\n",
"psf /= psf.max()\n",
"\n",
"# クリーンビーム\n",
"# 本来はダーティビームの主ビーム成分をガウシアンでフィットする\n",
"clean_beam = signal.windows.gaussian(nx, std=1.2)\n",
"clean_beam /= clean_beam.max()\n",
"\n",
"plt.figure(figsize=(16, 8))\n",
"plt.subplot(121)\n",
"plt.plot(psf, label='dirty beam')\n",
"plt.plot(clean_beam, label='clean beam')\n",
"plt.legend()\n",
"plt.title('PSF', fontdict={'size': 'xx-large'})\n",
"plt.subplot(122)\n",
"plt.plot(np.fft.fftshift(np.abs(visibility)), color='#bbbbbb')\n",
"mask_shift = np.fft.fftshift(mask)\n",
"plt.plot(np.ma.masked_array(mask_shift, mask_shift == 0), lw=4)\n",
"plt.title('UV-coverage', fontdict={'size': 'xx-large'})\n",
"\n",
"plt.savefig('synthesis_psf.png')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"visibility_observed = visibility * mask\n",
"visibility_observed_shift = np.fft.fftshift(visibility_observed)\n",
"\n",
"# ダーティイメージ\n",
"# 観測されなかったビジビリティをゼロパディングして逆フーリエ変換することで得られる\n",
"image_observed = np.fft.ifft(visibility_observed, norm='ortho').real\n",
"\n",
"plt.figure(figsize=(16, 8))\n",
"plt.subplot(121)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(image_observed)\n",
"plt.title('Dirty Image', fontdict={'size': 'xx-large'})\n",
"plt.subplot(122)\n",
"plt.plot(np.fft.fftshift(np.abs(visibility)), color='#bbbbbb')\n",
"plt.plot(np.ma.masked_array(np.abs(visibility_observed_shift), mask_shift == 0), lw=4)\n",
"plt.title('Observed Visibility', fontdict={'size': 'xx-large'})\n",
"\n",
"plt.savefig('synthesis_dirty_image.png')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1500x1500 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import scipy.signal as signal\n",
"\n",
"# ごく単純なCLEAN法の実装\n",
"\n",
"# ゲインファクター\n",
"# 数値的な振動を抑制するために、ちょっとずつ処理を進める\n",
"alpha = 0.1\n",
"\n",
"# CLEAN成分を保持する配列\n",
"clean_component = np.zeros_like(image_observed)\n",
"\n",
"# モデル画像 = CLEAN成分をクリーンビームでたたみ込んだ画像\n",
"model_image = signal.convolve(clean_component, clean_beam, mode='same')\n",
"\n",
"# 残差画像\n",
"residual = image_observed - signal.convolve(clean_component, psf, mode='same')\n",
"\n",
"ylim = (-4, 10)\n",
"iter = 0\n",
"plt.figure(figsize=(15, 15))\n",
"plt.subplot(331)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(residual)\n",
"plt.title(f'Residual (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"plt.ylim(ylim)\n",
"plt.subplot(332)\n",
"plt.plot(clean_component)\n",
"plt.ylim(ylim)\n",
"plt.title(f'Clean Component (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"plt.subplot(333)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(model_image)\n",
"plt.ylim(ylim)\n",
"plt.title(f'Model Image (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"\n",
"# CLEAN法の実装\n",
"for i in range(10):\n",
" # ピーク位置を探す\n",
" peak_position = np.argmax(residual)\n",
"\n",
" # CLEAN成分に見つけたピークをゲインファクターをかけて登録する\n",
" clean_component[peak_position] += residual[peak_position] * alpha\n",
"\n",
" # モデル画像の更新\n",
" model_image = signal.convolve(clean_component, clean_beam, mode='same')\n",
"\n",
" # 残差画像の更新\n",
" # CLEAN成分にダーティビームをたたみ込んだ画像を差し引く\n",
" residual = image_observed - signal.convolve(clean_component, psf, mode='same')\n",
"\n",
"iter += 10\n",
"plt.subplot(334)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(residual)\n",
"plt.title(f'Residual (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"plt.ylim(ylim)\n",
"plt.subplot(335)\n",
"plt.plot(clean_component)\n",
"plt.ylim(ylim)\n",
"plt.title(f'Clean Component (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"plt.subplot(336)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(model_image)\n",
"plt.ylim(ylim)\n",
"plt.title(f'Model Image (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"\n",
"# さらにCLEANを進める\n",
"for i in range(40):\n",
" peak_position = np.argmax(np.abs(residual))\n",
" clean_component[peak_position] += residual[peak_position] * alpha\n",
" model_image = signal.convolve(clean_component, clean_beam, mode='same')\n",
" residual = image_observed - signal.convolve(clean_component, psf, mode='same')\n",
"\n",
"iter += 40\n",
"plt.subplot(337)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(residual)\n",
"plt.title(f'Residual (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"plt.ylim(ylim)\n",
"plt.subplot(338)\n",
"plt.plot(clean_component)\n",
"plt.ylim(ylim)\n",
"plt.title(f'Clean Component (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"plt.subplot(339)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(model_image)\n",
"plt.ylim(ylim)\n",
"plt.title(f'Model Image (Iter {iter})', fontdict={'size': 'xx-large'})\n",
"\n",
"plt.savefig('synthesis_clean.png')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# CLEANの最終画像 = モデル画像 + 残差画像\n",
"clean_image = model_image + residual\n",
"\n",
"plt.figure(figsize=(16, 8))\n",
"plt.subplot(121)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(clean_image)\n",
"plt.title('CLEAN Image')\n",
"plt.subplot(122)\n",
"plt.plot(np.fft.fftshift(np.abs(visibility)), color='#bbbbbb')\n",
"plt.plot(np.ma.masked_array(np.abs(visibility_observed_shift), mask_shift == 0), lw=4)\n",
"plt.title('Observed Visibility')\n",
"\n",
"plt.savefig('synthesis_clean_image.png')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn import linear_model\n",
"\n",
"# 制限付き最尤推定法(RML)の実装\n",
"# ここではLASSOにより画像を復元する\n",
"\n",
"coeff = []\n",
"vis2 = []\n",
"\n",
"# 観測されたフーリエ成分だけを処理対象とする\n",
"# ゼロパディング不要であることに注意\n",
"components = np.arange(nx)[mask != 0]\n",
"\n",
"# フーリエ変換係数を配列に保存する\n",
"for k in components:\n",
" # 複素数版のフーリエ変換係数は以下のようにかける\n",
" # \n",
" # _coeff = np.exp([complex(0, x) for x in range(nx)]) * -2 * np.pi * k / n\n",
" # \n",
" # しかし、scikit-learnのLASSOは複素数配列をサポートしていないため、係数を実部と虚部に分ける\n",
" # \n",
" # フーリエ変換係数の実部\n",
" _coeff_real = np.cos(np.arange(nx) * 2 * np.pi * k / nx) / np.sqrt(nx)\n",
" # フーリエ変換係数の虚部\n",
" _coeff_imag = -np.sin(np.arange(nx) * 2 * np.pi * k / nx) / np.sqrt(nx)\n",
" coeff.append(_coeff_real)\n",
" coeff.append(_coeff_imag)\n",
"coeff = np.asarray(coeff)\n",
"\n",
"# 観測されたフーリエ成分を抜き出す\n",
"observed = []\n",
"for k in components:\n",
" observed.append(visibility[k].real)\n",
" observed.append(visibility[k].imag)\n",
"observed = np.asarray(observed)\n",
"\n",
"# LASSOソルバーのセットアップ(制約項の強度パラメータを0.01に設定)\n",
"clf = linear_model.Lasso(alpha=0.01)\n",
"\n",
"# 解く\n",
"clf.fit(coeff, observed)\n",
"\n",
"# 得られた画像を取得する\n",
"lasso_image = clf.coef_\n",
"\n",
"plt.figure(figsize=(16, 8))\n",
"plt.subplot(121)\n",
"plt.plot(image_original, color='#bbbbbb')\n",
"plt.plot(lasso_image)\n",
"plt.title('LASSO Image')\n",
"plt.subplot(122)\n",
"plt.plot(np.fft.fftshift(np.abs(visibility)), color='#bbbbbb')\n",
"plt.plot(np.ma.masked_array(np.abs(visibility_observed_shift), mask_shift == 0), lw=4)\n",
"plt.title('Observed Visibility')\n",
"\n",
"plt.savefig('synthesis_rml_lasso.png')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.10.8 ('qiita')",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.8"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "b081f7592944f7cb91696e6a9e10de2da42985a489c549478d8bf8d693767411"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment