Towards efficient and stable organic solar cells: fixing the morphology problem in block copolymer active layers with synergistic strategies supported by interpretable machine learning†
Yu Cui, Qunping Fan, Hao Feng, Tao Li, Dmitry Yu. Paraschuk, Wei Ma and Han Yan
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引用次数: 0
Abstract
Achieving outstanding photovoltaic performance in terms of power conversion efficiency (PCE) and long-term stability establishes the basis for commercial application of organic solar cells (OSCs). However, OSCs’ development universally faces a contradiction from these two aspects. To address this critical challenge, we take a morphologically stable donor–acceptor block copolymer (BCP) and optimize its morphology using two types of small-molecule additives to increase the PCE. The suppressed acceptor block crystallinity and the disturbed electron transport pathway in the neat BCP are the targets in this study. Benefiting from calculation-guided experimental design, we discover an unexpected synergistic optimization between the morphological and electrical tuning realized by the two types of additives, one of which acts as an n-type dopant. The latter strengthens the non-covalent attraction between the BCP acceptor blocks to repair the BCP morphology; meanwhile, the other small-molecule acceptor helps to reduce the doping reaction energy barrier to enhance the doping effect. With the aid of interpretable machine learning, we confirm the structured correlation between the morphology, the electrical parameters, and the ultimate photovoltaic performance. The synergistic optimization enhances the PCE from 13.2% to 15.9% with excellent 83% PCE maintenance after 85 °C aging for 1000 h. This impressive combination encourages further OSC development without a traditional compromise between the PCE and thermal stress lifetime.
期刊介绍:
Energy & Environmental Science, a peer-reviewed scientific journal, publishes original research and review articles covering interdisciplinary topics in the (bio)chemical and (bio)physical sciences, as well as chemical engineering disciplines. Published monthly by the Royal Society of Chemistry (RSC), a not-for-profit publisher, Energy & Environmental Science is recognized as a leading journal. It boasts an impressive impact factor of 8.500 as of 2009, ranking 8th among 140 journals in the category "Chemistry, Multidisciplinary," second among 71 journals in "Energy & Fuels," second among 128 journals in "Engineering, Chemical," and first among 181 scientific journals in "Environmental Sciences."
Energy & Environmental Science publishes various types of articles, including Research Papers (original scientific work), Review Articles, Perspectives, and Minireviews (feature review-type articles of broad interest), Communications (original scientific work of an urgent nature), Opinions (personal, often speculative viewpoints or hypotheses on current topics), and Analysis Articles (in-depth examination of energy-related issues).