docs: Optimize the Installation Manual file

README.md

@@ -13,7 +13,7 @@
 
 **Documentation**: <a href="https://geochemistrypi.readthedocs.io" target="_blank">https://geochemistrypi.readthedocs.io</a>
 
- **Source Code**: <a href="https://github.com/ZJUEarthData/geochemistrypi" target="_blank">https://github.com/ZJUEarthData/geochemistrypi</a>
+**Source Code**: <a href="https://github.com/ZJUEarthData/geochemistrypi" target="_blank">https://github.com/ZJUEarthData/geochemistrypi</a>
 
 ---
 
@@ -45,6 +45,14 @@ The following figure is the frontend-backend separation architecture of Geochemi
   <img src="https://github.com/ZJUEarthData/geochemistrypi/assets/47497750/3b27cbdb-ff50-4fa6-b1d1-4c75b253fdff" alt="Frontend-backend separation architecture of Geochemistry" width="450" />
 </p>
 
+
+**Cite the work as:**
+
+ZhangZhou J\*, He Can\*, Sun Jianhao, Zhao Jianming, Lyu Yang, Wang Shengxin, Zhao Wenyu, Li Anzhou, Ji Xiaohui. Geochemistry π: Automated machine learning python framework for tabular data (2024). Geochemistry, Geophysics,
+Geosystems, 25, e2023GC011324
+
+Download link: https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2023GC011324
+
 ## Quick Installation
 
 One instruction to download on **command line**, such as Terminal on macOS, Power Shell on Windows.
@@ -227,7 +235,6 @@ The whole package is under construction and the documentation is progressively e
 + Jianming Zhao (Jamie, Zhejiang University, China)
 + Jianhao Sun (Jin, China University of Geosciences, Wuhan, China)
 + Kaixin Zheng (Hayne, Sun Yat-sen University, China)
-+ Jianing Wang (National University of Singapore, Singapore)
 + Yongkang Chan (Kill-virus, Lanzhou University, China)
 + Mengying Ye (Mary, Jilin University, China)
 + Mengqi Gao (China University of Geosciences, Beijing, China)
@@ -236,13 +243,10 @@ The whole package is under construction and the documentation is progressively e
 **Product Group**:
 
 + Yang Lyu (Daisy, Zhejiang University, China)
-+ Wenyu Zhao (Molly, Zhejiang University, China)
 + Keran Li (Kirk, Chengdu University of Technology, China)
-+ Aixiwake·Janganuer (Ayshuak, Sun Yat-sen University, China)
 + Bailun Jiang (EPSI / Lille University, France)
 + Yucheng Yan (Andy, University of Sydney, Australia)
 + Ruitao Chang (China University of Geosciences Beijing, China)
-+ Zhenglin Xu (Garry, Jilin University, China)
 + Junchi Liao(Roceda, University of Electronic Science and Technology of China, China)
 
 ## Join Us :)
@@ -308,6 +312,7 @@ More Videos will be recorded soon.
 ## Contributors
 
 + Shengxin Wang (Samson, Lanzhou University, China)
++ Wenyu Zhao (Molly, Zhejiang University, China)
 + Qiuhao Zhao (Brad, Zhejiang University, China)
 + Anzhou Li (Andrian, Zhejiang University, China)
 + Dan Hu (Notre Dame University, United States)
@@ -316,3 +321,6 @@ More Videos will be recorded soon.
 + Xin Li (The University of Manchester, United Kingdom)
 + Ting Liu (Kira, Sun Yat-sen University, China)
 + Xirui Zhu (Rae, University of York, United Kingdom)
++ Aixiwake·Janganuer (Ayshuak, Sun Yat-sen University, China)
++ Zhenglin Xu (Garry, Jilin University, China)
++ Jianing Wang (National University of Singapore, Singapore)

docs/source/For User/Contact us/Q&A.md

@@ -1,3 +1,4 @@
+
 # Frequently Asked Questions
 
 **For your reference, we have summarized some problems encountered and solved in the process of development and testing**
@@ -33,6 +34,7 @@ The absolute path of any disk is fine, but the path cannot contain spaces, and i
 No, but the current process is a common data mining process, and we will write an abbreviated introduction afterwards.
 
 **Q6. I'm having trouble installing our software because the download speed for Ray/Fiona is too slow or failing. How should I resolve this issue?**
+
 To resolve the issue of slow or failed downloads for Ray/Fiona during installation, you can use the pip command with the Tsinghua mirror source, which may improve download speeds. This applies to both Mac and Windows systems. Here's the command:
 
 ```bash
@@ -52,4 +54,5 @@ Gitee Link: https://gitee.com/zju-earth-data/geochemistrypi
 This approach is also suitable for developers who want to test the latest updates. For more information, refer to the "Local Deployment" section under "For Developers" in the online documentation.
 
 + Reference video:  [The Fastest Currently Feasible Installation Method in China—Installing from GitHub Using requirements.mp4](https://www.bilibili.com/video/BV1pM411V7iR/?spm_id_from=333.999.0.0&vd_source=350db2ec0e0c3ee7f424928a21e82674)
+
 <br />