A Novel Framework for Visual Detection and Exploration of Performance Bottlenecks in Organic Photovoltaic Solar Cell Materials

被引:4
|
作者
Aboulhassan, A. [1 ]
Baum, D. [2 ]
Wodo, O. [3 ]
Ganapathysubramanian, B. [4 ]
Amassian, A. [1 ]
Hadwiger, M. [1 ]
机构
[1] KAUST, Thuwal, Saudi Arabia
[2] Zuse Inst Berlin ZIB, Berlin, Germany
[3] SUNY Buffalo, Buffalo, NY 14260 USA
[4] Iowa State Univ, Ames, IA USA
基金
美国国家科学基金会;
关键词
Visual communication - Parameter estimation - Solar power generation - Heterojunctions;
D O I
10.1111/cgf.12652
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Current characterization methods of the so-called Bulk Heterojunction (BHJ), which is the main material of Organic Photovoltaic (OPV) solar cells, are limited to the analysis of global fabrication parameters. This reduces the efficiency of the BHJ design process, since it misses critical information about the local performance bottlenecks in the morphology of the material. In this paper, we propose a novel framework that fills this gap through visual characterization and exploration of local structure-performance correlations. We also propose a formula that correlates the structural features with the performance bottlenecks. Since research into BHJ materials is highly multidisciplinary, our framework enables a visual feedback strategy that allows scientists to build intuition about the best choices of fabrication parameters. We evaluate the usefulness of our proposed system by obtaining new BHJ characterizations. Furthermore, we show that our approach could substantially reduce the turnaround time.
引用
收藏
页码:401 / 410
页数:10
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