Let's start with a few definitions that are relevant to the rest of the article: In this article, I'll be analyzing the performance and speed of Jupiter's algorithm with empirical data, and note potential improvements made to the algorithm and its JavaScript implementation on the web. In this case, the optimal move would be left since the algorithm optimizes for the move that yields the highest final game score. Support there were 50 simulations for each of the right, up, and down moves, and the average score for the 50 simulations in each of those was only 225. We can then find the optimal move by optimizing for the highest final game score.įor example, there could be 50 simulations where the first move was left, in which the average score for those simulations was 250. The algorithm can then gather the total final game scores (sum of all the tiles on the board) of all the simulations, and average them for each set. For each set of simulations, the algorithm starts by playing the move for that set first.Īfter that, the rest of the game can be played completely randomly until it is over.
To find the optimal move at any given position, the program conducts a set of simulations for each possible move in that position (ex: left, right, up, or down).
Highest 2048 score free#
Here's a brief summary of the algorithm that you can feel free to skip if you've read the above article or you understand it already:
I've written an article on how this algorithm works, how it can be implemented, and where MCTS can be useful. The AI uses the Monte Carlo Tree Search (MCTS) algorithm, which makes moves based on the results of many simulations of random games, also known as Monte-Carlo simulations. The highest score is automatically saved and shown in every game.I recently worked on an open source project called Jupiter, an online AI written in JavaScript to beat the popular online game 2048. Because it not only counts the recent 32 you created but also the previously created number like all the 4s, 8s, and 16s. If you join four 16 and 16, the resulting number is 32 but your score will be much higher than 32. This score is calculated based on all the numbers your join with every swipe. The number 2048 is just a benchmark as you can further make a high score by continuing the challenge up to 4096, 8192, 16384, 32768, and so on.Īpart from the numbers you create by joining, there is also a score calculated simultaneously. Eventually, you reach the highest possible number. The 2048 puzzle game features an endless playing mode where you have to merge the similar numbers appearing on the screen by sliding number blocks. This online game website is free and requires no purchase at all. Board sizes like 2048 3x3, 2048 5x5 and in other theme games likeĢ048 pokemon, 2048 starbucks, 2048 fortnite, 2048 minecraft, 2048 reverse and many others. It is available in other categories like game based, numbers, animals, victuals, and other random games. You can also make your kids play this to enhance their multiplication abilities. It is a good math game for passing the time while you are waiting for someone. This number game can get over anytime when you are unable to merge the larger numbers after many swipes and there is no place left for the new tile to appear. You can play this game on any device, be it a computer, smartphone, or tablet, from the browser. You do this by swiping on the phone and by using the arrow keys on the PC/laptop. There are 16 numbered tiles (4x4 grid) but you don't have to touch on the exact tile but just show one direction where the maximum numbers can merge. The user interface of 2048 is simple and smooth.
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