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__________________________________________________________________________
|                            Hybrid CNN-LSTM Model                         |
|_________________________________________________________________________|
|                                                                       |
|        ___________________  ____________________                     |
|       |                   ||                    |                    |
|       |  Remote Sensing   ||       GIS Data     |                    |
|       |    (Imagery)     ||    (Elevation,     |                    |
|       |                   ||     Slope, etc.)   |                    |
|       |___________________||____________________|                    |
|               |                   |                   |               |
|               |                   |                   |               |
|          _______             _______            _______          |
|         |       |           |       |          |       |         |
|         |  CNN  |           |  CNN  |          |  CNN  |         |
|         | Layer |           | Layer |          | Layer |         |
|         |  1    |           |  2    |          |  3    |         |
|         |_______|           |_______|          |_______|         |
|               |                   |                   |               |
|               |                   |                   |               |
|          _______             _______            _______          |
|         |       |           |       |          |       |         |
|         |  CNN  |           |  CNN  |          |  CNN  |         |
|         | Layer |           | Layer |          | Layer |         |
|         |  4    |           |  5    |          |  6    |         |
|         |_______|           |_______|          |_______|         |
|               |                   |                   |               |
|               |                   |                   |               |
|               |                   |                   |               |
|          _______________________________________________          |
|         |                   LSTM Layer                    |         |
|         |_______________________________________________|         |
|___________________________________________________________________|
|                                                                   |
|                   Output Layer for Task (e.g., Prediction)         |
|___________________________________________________________________|