Fast and Accurate Simulations of Partially Delocalised Charge Separation in Organic Semiconductors
Jacob T. Willson, Daniel Balzer, Ivan Kassal

TL;DR
This paper introduces an extended, computationally efficient kinetic Monte Carlo model called jKMC for simulating charge separation in organic semiconductors, capturing delocalisation effects and improving predictive capabilities.
Contribution
The paper extends the jKMC model to describe charge-transfer state separation, enabling accurate, low-cost simulations of delocalised charge transport in OPVs.
Findings
jKMC reproduces charge-separation efficiencies seen in more complex models.
The extended jKMC is computationally cheaper than dKMC.
jKMC can be integrated into existing KMC frameworks.
Abstract
Accurate computational screening of candidate materials promises to accelerate the discovery of higher-efficiency organic photovoltaics (OPVs). However, modelling charge separation in OPVs is challenging because accurate models must include disorder, polaron formation, and charge delocalisation. Delocalised kinetic Monte Carlo (dKMC) includes these three essential ingredients, but it suffers from high computational cost. Recently, we developed jumping kinetic Monte Carlo (jKMC), a computationally cheap and accurate model of delocalised charge transport that models transport over a lattice of identical, spherical polarons. Here, we extend jKMC to describe the separation of a charge-transfer state, showing that this simplified approach can reproduce the considerable improvements in charge-separation efficiencies caused by delocalisation and first seen in dKMC. The low computational cost…
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 · Machine Learning in Materials Science · Conducting polymers and applications
