I created a small strategy game with RStudios’ Shiny platform. If it can run a data dashboard, why not a strategy game?
After a look at the amazing gallery of dashboards and interactive data visualisations from Shiny apps, I decided that I had to explore its functionalities by trying a project on my own.
Shiny allows R users to quickly build and share simple apps that run on browsers. They are ideal for data visualisation. It is really easy to create interactive charts and combine them in a beautiful dashboards. So why not trying to plot some interesting economic data? I should have thought about this a bit longer. For some inexplicable reason, I decided it would be interesting to implement a strategy board game on a shiny app.
It was a challenging project. It took some time, and a lot more coding than originally planned, but eventually I managed to implement a playable game with Shiny. For the moment I didn’t write down the games’ rules and didn’t include a tutorial. So, if you don’t mind figuring the rules out by trial and error, feel free to give it a try! No fun is guaranteed.
This game was an enriching journey. I ended up exploring all sorts of unexpected subjects: from path finding algorithms and Delaunay triangulation to advanced game developing concepts. I also thoroughly enjoyed building the AI for this game. Given the strategic complexity of the game — and being the first AI I ever built — I am quite pleased with the final result. I experimented with different AI approaches, programmatic, machine learning and hybrids. In its final version, the basic AI decision process is a hybrid between a finite-state machine and a utility-based system. I then improved it by training machine learning models to evaluate the AI’s moves.
I implemented many functionalities in the app. Users can save and load games, generate random maps with customisable parameters, select AI difficulty level and even play in a shared-screen multiplayer mode. In the end, it was a great learning project!
For attribution, please cite this work as
Bellelli (2021, April 3). F.S.Bellelli: TileMaster: a strategy game in Shiny. Retrieved from https://fbellelli.com/posts/2021-04-03-tilemaster-a-strategy-game-in-shiny/
BibTeX citation
@misc{bellelli2021tilemaster:, author = {Bellelli, Francesco S.}, title = {F.S.Bellelli: TileMaster: a strategy game in Shiny}, url = {https://fbellelli.com/posts/2021-04-03-tilemaster-a-strategy-game-in-shiny/}, year = {2021} }