diff --git a/WavefieldSeparation-dipping_MDD_steepest_singlesource.ipynb b/WavefieldSeparation-dipping_MDD_steepest_singlesource.ipynb index 718e56f..199fc6c 100644 --- a/WavefieldSeparation-dipping_MDD_steepest_singlesource.ipynb +++ b/WavefieldSeparation-dipping_MDD_steepest_singlesource.ipynb @@ -588,7 +588,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -603,7 +603,7 @@ "PDOWN = dt * np.sqrt(ntpad) * np.fft.rfft(pdown.transpose(1, 0, 2), ntpad, axis=0)\n", "PDOWN = PDOWN[:nfmax]\n", "\n", - "eigs = np.linalg.eig(np.matmul(PDOWN, PDOWN))[0]\n", + "eigs = np.linalg.eig(np.matmul(np.conj(PDOWN.transpose(0,2,1)), PDOWN))[0]\n", "eigs = np.fliplr(np.sort(np.abs(eigs), axis=1))\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(17, 4))\n", @@ -619,9 +619,16 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.00011940667885951454 0.00011940667885951449\n" + ] + }, { "data": { "text/plain": [ @@ -631,13 +638,13 @@ " 0.00012021, 0.00011114, 0.00012061, 0.00011145, 0.00012096])" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -649,15 +656,16 @@ } ], "source": [ - "#alphamax1 = 2. / eigs.max() \n", + "alphamax1 = 2. / eigs.max() \n", "alphamax = 2. / np.real(eigmax[0])\n", + "print(alphamax1, alphamax)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n", "axs[0].plot(Rinv_res, 'k')\n", "axs[0].set_title('Residual')\n", "axs[1].plot(alphaana, '.-k')\n", "axs[1].axhline(alphamax, c='k', linestyle='--')\n", - "#axs[1].axhline(alphamax1, c='r', linestyle='--')\n", + "axs[1].axhline(alphamax1, c='r', linestyle='--')\n", "axs[1].set_title('step-size');\n", "\n", "alphaana" @@ -665,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -682,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ {