Update README.md

README.md

@@ -12,15 +12,15 @@ The following two scripts give a step-by-step instruction to run area-to-point k
 - [``A2PK _gaussian.mlx``](https://rafnuss-phd.github.io/A2PK/examples/A2PK_gaussian) is the easiest place to start. It will guide you through the computation of a simulation based on a synthetic example.
 - [``A2PK_cond_gaussian.mlx``](https://rafnuss-phd.github.io/A2PK/examples/A2PK_cond_gaussian) expends the previous example with a conditional case.
 
-### Application to Eletrical Resistivity Tomography (ERT)
-During my PhD, I applied A2PK to the simulation of a fine-scale scale electrical conductivity field based on the smooth result of a deterministic inversion of an eletrical resistivity tomography (ERT). The code used for this can be found in [the ERT folder](https://github.com/Rafnuss-PhD/A2PK/tree/master/ERT), and, in particular, the published script [``script_ERT.mlx``](https://Rafnuss-phd.github.io/A2PK/ERT/script_ERT). 
+### Application to Electrical Resistivity Tomography (ERT)
+During my PhD, I applied A2PK to the simulation of a fine-scale scale electrical conductivity field, based on the smooth result of a deterministic inversion of an electrical resistivity tomography (ERT). The code used for this can be found in [the ERT folder](https://github.com/Rafnuss-PhD/A2PK/tree/master/ERT), and, in particular, the published script [``script_ERT.mlx``](https://Rafnuss-phd.github.io/A2PK/ERT/script_ERT). 
 
-This work has lead to a paper which is currently under revision. I'll provide the link as soons as it's available. 
+This work has led to a paper which is currently under revision. I'll provide the link as soons as it is available. 
 
 ### Application to Hydraulic tomography (HT)
-We also start working on an adaptation of the similar technique for hydraulic tomography, refers to [the HT folder](https://github.com/Rafnuss-PhD/A2PK/tree/master/HT), and more precisely to [the script used to generate the dataset and the result](https://github.com/Rafnuss-PhD/A2PK/blob/master/HT/script_elec_cond.m). Despite promising result, I did not carried on this work as I was finishing my PhD.
+We also worked on an adaptation of a similar technique for hydraulic tomography. Refer to [the HT folder](https://github.com/Rafnuss-PhD/A2PK/tree/master/HT), and more precisely to [the main script](https://github.com/Rafnuss-PhD/A2PK/blob/master/HT/script_elec_cond.m). Despite promising results, I did not finish this work because of time constraint.
 
 
 ## References
 - Nussbaumer, R., Mariethoz, G., Linde N., & Holliger, K. (2018). Simulation of fine-scale electrical conductivity fields using tomograms and area-to-point kriging, *GeoEnv2018, Belfast*. DOI: [10.13140/RG.2.2.31712.12801](https://www.doi.org/10.13140/RG.2.2.31712.12801)
-- Kyriakidis, Phaedon C. 2004. “A Geostatistical Framework for Area-to-Point Spatial Interpolation.*Geographical Analysis 36(3):259*. (http://doi.wiley.com/10.1353/geo.2004.0009).
+- Kyriakidis, Phaedon C. (2004). A Geostatistical Framework for Area-to-Point Spatial Interpolation.*Geographical Analysis 36(3):259*. DOI: [10.1353/geo.2004.0009](https://doi.org/10.1353/geo.2004.0009).