Computational design of organic solar cell active layer through genetic algorithm
Caine Ardayfio

TL;DR
This paper uses a graph-based genetic algorithm to optimize the microstructure of organic solar cells, achieving over 40% increase in efficiency compared to conventional designs, and demonstrating the effectiveness of this modeling approach.
Contribution
It introduces a novel graph-based optimization method for designing microstructures that significantly improve organic solar cell efficiency.
Findings
Optimized microstructures surpass conventional morphologies in efficiency.
A 40.29% increase in short circuit current was achieved.
Graph-based models effectively simulate microstructure impacts on performance.
Abstract
The active layer microstructure of organic solar cells is critical to efficiency. By studying the photovoltaic properties of organic solar cell's microstructure, it is possible to increase the efficiency of the solar cell. A graph-based microstructure model was employed to approximate the efficiency, measured as short circuit current, of a solar cell given a microstructure. Through probabilistic graph-based optimization, a class of microstructures were found with an efficiency surpassing that of more conventional morphologies. These optimized solar cells surpass the efficiency of more conventional photovoltaic devices as they better facilitate charge transport, generation, and dissociation. A device was designed with a 40.29% increase in short circuit current from the solar cells with the currently believed optimal morphology. The designed morphologies feature two dendritic clusters of…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsOrganic Electronics and Photovoltaics · Conducting polymers and applications · Perovskite Materials and Applications
