Towards efficient and stable organic solar cells: fixing the morphology problem in block copolymer active layers with synergistic strategies supported by interpretable machine learning†

IF 32.4 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Yu Cui, Qunping Fan, Hao Feng, Tao Li, Dmitry Yu. Paraschuk, Wei Ma and Han Yan
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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.

Abstract Image

Abstract Image

实现高效稳定的有机太阳能电池:利用可解释机器学习支持的协同策略解决嵌段共聚物活性层的形态问题
在功率转换效率(PCE)和长期稳定性方面实现出色的光伏性能为有机太阳能电池(OSC)的商业应用奠定了基础。然而,有机太阳能电池的发展普遍面临着这两方面的矛盾。为了应对这一严峻挑战,我们采用了一种形态稳定的供体-受体嵌段共聚物(BCP),并使用两种小分子添加剂优化其形态,以提高 PCE。本研究的目标是抑制纯 BCP 中受体嵌段的结晶度和扰乱电子传递途径。得益于以计算为指导的实验设计,我们发现两种添加剂(其中一种作为 n 型掺杂剂)在形态学和电学调整方面实现了意想不到的协同优化。后者加强了 BCP 受体块之间的非共价吸引力,从而修复了 BCP 形态;同时,另一种小分子受体有助于降低掺杂反应能垒,从而增强掺杂效果。借助可解释的机器学习,我们证实了形态、电学参数和最终光伏性能之间的结构相关性。这种协同优化将 PCE 从 13.2% 提高到 15.9%,在 85 °C 老化 1000 小时后,PCE 仍能保持在 83% 左右。这种令人印象深刻的组合有助于进一步开发 OSC,而无需在 PCE 和热应力寿命之间做出传统的妥协。
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来源期刊
Energy & Environmental Science
Energy & Environmental Science 化学-工程:化工
CiteScore
50.50
自引率
2.20%
发文量
349
审稿时长
2.2 months
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).
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