add loop unroll reference to JOLI

Author: ziyiyin97

11_intro_JOLI.ipynb

@@ -741,14 +741,14 @@
      "id": {
       "block": "WNyGhn0kNC8Rs9KdPXb7",
       "project": "4qWjnDwuuPUd70Df3LsC",
-      "version": 1
+      "version": 2
      }
     }
    },
    "source": [
-    "Thanks to the abstraction power of Julia, multiphysics data-driven framework can be written in a quite clean way in Julia, and can be inverted thanks to the AD capability. You can find more applications of JOLI and the software abstraction idea at [Louboutin, Mathias, et al. \"Accelerating innovation with software abstractions for scalable computational geophysics.\" arXiv preprint arXiv:2203.15038 (2022)](https://arxiv.org/pdf/2203.15038.pdf).\n",
+    "Thanks to the abstraction power of Julia, multiphysics data-driven framework can be written in a quite clean way in Julia, and can be inverted thanks to the AD capability. Another example of loop-unrolled seismic imaging with [i-RIM](https://arxiv.org/pdf/1911.10914.pdf) network is documented in [https://github.com/slimgroup/LoopUnrolledSeismicImaging](https://github.com/slimgroup/LoopUnrolledSeismicImaging), where the forward modeling operator is the linearized born modeing operator. You can find more applications of JOLI and the software abstraction idea at [Louboutin, Mathias, et al. \"Accelerating innovation with software abstractions for scalable computational geophysics.\" arXiv preprint arXiv:2203.15038 (2022)](https://arxiv.org/pdf/2203.15038.pdf).\n",
     "\n",
-    "You can also read the [reference guide](https://slimgroup.github.io/JOLI.jl/) to learn more about JOLI. Issues and pull requests at the JOLI repository will also be highly appreciated!"
+    "You can also read the [reference guide](https://slimgroup.github.io/JOLI.jl/) to learn more about JOLI in general. Issues and pull requests at the JOLI repository will also be highly appreciated!"
    ]
   }
  ],
@@ -757,7 +757,7 @@
    "id": {
     "block": "djvFjxkWPZjBQGpq3DeG",
     "project": "4qWjnDwuuPUd70Df3LsC",
-    "version": 6
+    "version": 7
    }
   },
   "kernelspec": {