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@@ -8,16 +8,13 @@ This project takes place in a context where optimizing LPWAN (Low Power Wide Are
 The goal of our project is to enable a device equipped with a LoRa communication module to determine its exact position at any time. To achieve this, we need to enhance ChirpStack by adding a microservice that will handle device localization requests. Specifically, when a device requests its position, ChirpStack will:
 1. Query its own database to retrieve available information on this device
 
-2. Consult the BeaconDB database (which we identified for inform us about network positions) for additional reference points.
+2. Consult the BeaconDB database (which we identified to inform us about network positions) for additional reference points.
 
-3. Perform data consistency checks between these sources to refine and what the device informs to refine the position.
+3. Perform data consistency checks between these sources and what the device informs to refine the position.
 
-Additionally, we need to develop a software solution for the LoRa-equipped device. This software will allow the device to regularly send packets like: "Here is the network around me", containing information on the signals it detects. These data points will then be processed to improve location accuracy.
-
-## Results
+![Texte alternatif](Bc2Su3HN.jpeg)
 
-
-## Constraints
+Additionally, we need to develop a software solution for the LoRa-equipped device. This software will allow the device to regularly send packets like: "Here is the network around me", containing information on the signals it detects. These data points will then be processed to improve location accuracy.
 
 ## Necessary ressources
 To successfully carry out this project, several resources are required: