Update README.md

README.md

@@ -9,24 +9,24 @@ tags:
 - climate
 ---
 
-# FourCastNet: a global data-driven high-resolution weather model
+# OpenCastKit: an open-source solutions of global data-driven high-resolution weather forecasting
 
-This is a global data-driven high-resolution weather model implemented, trained and open sourced by [High-Flyer AI](https://www.high-flyer.cn/en/). It is the first AI weather model, which can compare with the ECMWF Integrated Forecasting System (IFS).
+This is an open-source solutions of global data-driven high-resolution weather forecasting, implemented and improved by [High-Flyer AI](https://www.high-flyer.cn/). It can compare with the ECMWF Integrated Forecasting System (IFS).
 
 See also: [Github repository](https://github.com/HFAiLab/FourCastNet) and [High-flyer AI's blog](https://www.high-flyer.cn/blog/fourcastnet/)
 
-Typhoon track prediction:
+Several cases:
 
-![](./wind_small.gif)
+![Typhoon track comparison](./wind_small.gif)
 
-Water vapour prediction:
+![Water vapour comparison](./precipitation_small.gif)
 
-![](./precipitation_small.gif)
-
-For more cases about FourCastNet prediction, please have a look at [HF-Earth](https://www.high-flyer.cn/hf-earth/), a daily updated demo released by [High-Flyer AI](https://www.high-flyer.cn/en/).
+For more cases about FourCastNet/GraphCast prediction, please have a look at [HF-Earth](https://www.high-flyer.cn/hf-earth/), a daily updated demo released by [High-Flyer AI](https://www.high-flyer.cn/en/).
 
 ## Inference
 
+### FourCastNet
+
 You can load the weights `backbone.pt` and `precipitation.pt` to generate weather predictions, as shown in the following pseudocode. The complete code is released at `./infer2img.py`.
 
 ```python
@@ -53,7 +53,6 @@ plt.savefig('img.png')
 
 FourCastNet can predict 7 surface variables, plus 5 atmospheric variables at each of 3 or 4 pressure levels, for 21 variables total. The details of these variables follow the [paper](https://arxiv.org/abs/2202.11214).
 
-
 ## Description of Files
 
 `backbone.pt`