Search Paper
  • Home
  • Login
  • Categories
  • Post URL
  • Academic Resources
  • Contact Us

 

A Procedural Generation Platform to Create Randomized Gaming Maps using 2D Model and Machine Learning

google+
Views: 18                 

Author :  Nathan Lee and John Morris

Affiliation :  California State Polytechnic University

Country :  USA

Category :  Computer Science & Information Technology

Volume, Issue, Month, Year :  13, 08, May, 2023

Abstract :


As a video game developer, the most difficult problem I ran into was creating a map for the game, as it was difficult to create non repetitive and original gameplay [1]. My project proposes a solution to this problem as I use Answer Set Programming to create a program to procedurally generate maps for a video game [2]. In order to test its reliability, I allowed it to generate around 10,000 maps, stored the data of each of the maps, and used the common trends I find in the data to find problems with the program and fix it in the future. In developing a video game, level creation consumes a major portion of the development total time and level procedural generation techniques can potentially mitigate this problem. This research focused on developing a VVVVVV style level generator using Answer set programming for the game Mem.experiment which was developed at the same time. VVVVVV is a 2D puzzle platformer that uses changes in direction of gravity instead of jumping for the player's vertical movement [3]. During the development of the level generator, 10,000 levels were created. I found out that the average total time it took between generations is 45 seconds, and the average time for ASP to generate a map is 12 seconds [4]. This means that the process of displaying the generation took between 2x - 3x longer than generating the ASP solution.

Keyword :  ASP, Procedural Generation, 2D Game

Journal/ Proceedings Name :  Computer Science & Information Technology

URL :  https://csitcp.org/abstract/13/139csit16

User Name : alex
Posted 15-11-2023 on 16:29:00 AEDT



Related Research Work

  • A New Approach For Ranking Shadowed Fuzzy Numbers And Its Application
  • A Comprehensive Data-driven Analysis Of Healthcare Disparities In The United States
  • Deuterium: A Secure Protocol For Group Messaging With Rotating Keys And Identity Verification
  • Beyond The Coach: Exploring The Efficacy Of A Machine Learning Application For Improving Tennis Players' Performance

About Us | Post Cfp | Share URL Main | Share URL category | Post URL
All Rights Reserved @ Call for Papers - Conference & Journals