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Generative Art with Swarm Landscapes
Diogo de Andrade1, Nuno Fachada1,2,3, Carlos M Fernandes3
1School of Communication, Arts and Information Technology, Lusófona University, 1749-024 Lisboa, Portugal.
Entropy (Basel, Switzerland)
|December 8, 2020
Summary
This study introduces a generative art project using Particle Swarm Optimization (PSO) to create 3D animations from synthetic landscapes. The research explores various objective functions and visual display methods for PSO exploration.
Area of Science:
- Computer Science
- Artificial Intelligence
- Computational Art
Background:
- Generative art often utilizes algorithms for creation.
- Particle Swarm Optimization (PSO) is an optimization technique with potential for artistic applications.
- Synthetic landscapes can be generated using diverse objective functions.
Purpose of the Study:
- To present a novel generative art project.
- To explore the use of Particle Swarm Optimization (PSO) for creating 3D animations.
- To investigate different methods for visualizing PSO's search space exploration.
Main Methods:
- Developing a generative art system that employs PSO.
- Generating synthetic landscapes using various objective functions (mathematical, Perlin noise, image-based).
- Implementing and analyzing methods for aesthetically displaying particle swarm behavior.
Main Results:
- Successful generation of 3D animations through PSO on synthetic landscapes.
- Identification of visually interesting artifacts arising from the process.
- Demonstration of diverse landscape generation techniques impacting animation output.
Conclusions:
- PSO is a viable algorithm for generative 3D art creation.
- The choice of objective function significantly influences the resulting animation aesthetics.
- Novel visual artifacts can emerge from algorithmic art generation.
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