diff --git a/notebook/Example offline analysis.ipynb b/notebook/Example offline analysis.ipynb
index 2dd274847412bfca2af4e46bac891e9b768a6fa9..9d42a092f5045f15ed7686de4b11032d5ad5706a 100644
--- a/notebook/Example offline analysis.ipynb	
+++ b/notebook/Example offline analysis.ipynb	
@@ -221,6 +221,14 @@
     "print(f\"Pressure in testing: {np.mean(data_test['pressure']):0.2e} +/- {np.std(data_test['pressure']):0.2e}\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "d9b62e3a-aff9-4436-905d-ea02c11aecf6",
+   "metadata": {},
+   "source": [
+    "## Using the virtual spectrometer"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5962e483-60da-4c70-bb09-dce5fc9745e0",
@@ -407,12 +415,24 @@
     "      if k in [\"expected\", \"total_unc\", \"spec\", \"energy\"]})"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6a9c996e-1462-45a3-a9af-7ccbcc37ad69",
+   "metadata": {},
+   "source": [
+    "## Further studies and validation\n",
+    "\n",
+    "The next items show methods to estimate the resolution and improve the results.\n",
+    "\n",
+    "They are not done by default, as they make further assumptions, which cannot always be applied. The code for such analyses is shown here, for reference, but one should be careful about how they are used."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "eca3a06a-d613-4206-b128-6d81031de1d1",
    "metadata": {},
    "source": [
-    "## Resolution assessment using the autocorrelation\n",
+    "### Resolution assessment using the autocorrelation\n",
     "\n",
     "We establish the resolution of the virtual spectrometer using the autocorrelation function, which estimates which level of detail can be observed in the test dataset.\n",
     "\n",
@@ -499,7 +519,7 @@
    "id": "ffd654f9-8175-45da-9ae1-09c184a7e520",
    "metadata": {},
    "source": [
-    "## Resolution assessment using deconvolution\n",
+    "### Resolution assessment using deconvolution\n",
     "\n",
     "Here we attempt to establish the resolution of the virtual spectrometer using a deconvolution-based method. The idea here is that the virtual spectrometer can be seen as a *linear* device that somehow *worsens* the resolution of the grating spectrometer. Within the context of linear systems theory any such device can be modelled mathematically as a block that applies a convolution between a function $g$ and the grating spectrometer data.\n",
     "\n",
@@ -702,41 +722,46 @@
    "id": "dd1f6722-472f-488d-a0eb-e362732fd364",
    "metadata": {},
    "source": [
-    "## Validation: compare grating spectrometer and simulated virtual spectrometer\n",
+    "### Validation: compare grating spectrometer and simulated virtual spectrometer\n",
     "\n",
     "To check that the resolution estimate is correct, we take an example grating spectrometer pulse and smear it by the impulse response function $g$ above. If it is correct, we should get a similar result as the virtual spectrometer itself.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 91,
    "id": "36e25952-b295-43d1-bffc-d62dc1cd0a95",
    "metadata": {},
    "outputs": [],
    "source": [
     "# smearing\n",
-    "y_simul = scipy.signal.fftconvolve(pred[\"spec\"], np.absolute(g)*np.ones_like(pred[\"spec\"]), mode=\"same\", axes=-1)"
+    "sigma = width/2.355 # convert FWHM to sigma\n",
+    "# create a Gaussian with the requested width\n",
+    "g_simple = np.exp(-0.5 * (pred[\"energy\"] - np.mean(pred[\"energy\"]))**2/(sigma**2))\n",
+    "g_simple  /= np.sum(g_simple)\n",
+    "# smear the grating spectrometer data\n",
+    "y_simul = scipy.signal.fftconvolve(pred[\"spec\"], g_simple*np.ones_like(pred[\"spec\"]), mode=\"same\", axes=-1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 92,
    "id": "e25f2828-fb32-4747-b7ea-24752c390625",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x2b5378ec7d90>"
+       "<matplotlib.legend.Legend at 0x2b53789a2ca0>"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x800 with 1 Axes>"
       ]
@@ -758,10 +783,72 @@
     "plt.legend(frameon=False)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "db3ddff6-dad5-40f5-af6c-680ca2657a24",
+   "metadata": {},
+   "source": [
+    "## Improve the resolution further: Wiener deconvolution\n",
+    "\n",
+    "If we know the impulse response of the virtual spectrometer, we can undo that effect. This assumes however, that the resolution function is very accurate. This may not be true, as approximations are made previously (such as assuming the same resolution for all energies and linearity).\n",
+    "\n",
+    "Given the limitation created by the uncertainty, this is often not very reliable.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "cb27ad10-5cb0-4f77-a6d6-8a1a41b6853f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dec = model.deconvolve(pred[\"expected\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "a52d01fb-878f-4f3b-940f-c47013df24ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x2b56166ab340>"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize=(10, 8))\n",
+    "plt.plot(pred[\"energy\"], pred[\"spec\"][example_tid,0], c='b', lw=3, label=\"Grating spec.\")\n",
+    "plt.plot(pred[\"energy\"], dec[example_tid,0], c='r', ls='--', lw=3, label=\"Virtual spectrometer (deconvolved)\")\n",
+    "plt.fill_between(pred[\"energy\"],\n",
+    "                 dec[example_tid, 0] - pred[\"total_unc\"][example_tid,0],\n",
+    "                 dec[example_tid,0] + pred[\"total_unc\"][example_tid,0],\n",
+    "                 facecolor='gold', alpha=0.5, label=\"68% unc.\")\n",
+    "plt.xlabel(\"Energy [eV]\")\n",
+    "plt.ylabel(\"Intensity [a.u.]\")\n",
+    "plt.legend(frameon=False)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f8f25400-9d57-43f4-bd19-7d0d316f9a27",
+   "id": "76eaa0ed-d4c5-426d-9b10-c58b14ffb059",
    "metadata": {},
    "outputs": [],
    "source": []