Combination of Transfer Learning and Chemprop Interpreter with Support of Deep Learning for the Energy Levels of Organic Photovoltaic Materials Prediction and Regulation DOI

Cong Nie,

Kuo Wang, Haixin Zhou

и другие.

ACS Applied Materials & Interfaces, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 20, 2024

It is challenging to build a deep learning predictive model using traditional data mining methods due the scarcity of available data, and model's internal decision-making process often nonintuitive difficult explain. In this work, directed message passing neural network with transfer (TL) chemprop interpreter proposed improve energy levels prediction visualization for organic photovoltaic materials. The established shows best performance, coefficient determination reaching 0.787 HOMO 0.822 LUMO in small testing set after TL, compared other four models. Then, analyzes local global effects 12 molecular structures on After comprehensive analysis level nonfullerene Y-series, IT-series, materials, new IT-series derivatives are designed. 1,1-dicyano-methylene-3-indanone (IC) end group halogenation can reduce varying degrees, while IC modified by electron-withdrawing aromatic groups increase obtain relatively smaller electrostatic potential (ESP) reducing intermolecular interactions. influence side-chain modification limited. worth mentioning that predicted results match density functional theory calculations. also good generalization transferability predicting electronic This work not only provides cost-effective materials but explains bridge between structure properties.

Язык: Английский

Manipulating Aggregation Kinetics toward Efficient All‐Printed Organic Solar Cells DOI Open Access

Junzhen Ren,

Jianqiu Wang,

Jiawei Qiao

и другие.

Advanced Materials, Год журнала: 2025, Номер unknown

Опубликована: Фев. 5, 2025

Abstract The power conversion efficiencies (PCEs) of all‐printed organic solar cells (OSCs) remain inferior to those spin‐coated devices, primarily due morphological variations within the bulk heterojunction processed via diverse coating/printing techniques. Herein, cyclohexyl is introduced as outer side chains formulate a non‐fullerene acceptor, BTP‐Cy, aimed at modulating molecular aggregation in solution and subsequent film formation kinetics during printing. Investigations demonstrate that BTP‐Cy molecule with exhibits enhanced intermolecular π‐π stacking, optimal size, favorable phase separation. Consequently, PB3:FTCC‐Br:BTP‐Cy‐based OSCs achieve remarkable PCEs 20.2% 19.5% spin‐coating blade‐coating, respectively. Furthermore, 23.6 cm 2 module efficiency 16.7%. This study offers fresh perspective on tailoring photoactive materials printing through design, paving novel path enhance OSCs.

Язык: Английский

Процитировано

4

Halogenation Engineering of Solid Additives Enables 19.39% Efficiency and Stable Binary Organic Solar Cells via Manipulating Molecular Stacking and Aggregation of Both Donor and Acceptor Components DOI

Wenyan Su,

Xuming Zhou,

Qiang Wu

и другие.

Advanced Functional Materials, Год журнала: 2024, Номер unknown

Опубликована: Окт. 3, 2024

Abstract By selectively interacting with acceptor components, various typed solid additives achieve boosted power conversion efficiency (PCE) in organic solar cells (OSCs). However, due to the efficient active layer being composed of donor and materials, it is difficult obtain desired morphology by manipulating component alone, limiting further improvement PCEs. Herein, two a same backbone thiophene‐benzene‐thiophene (halogen‐free D1‐H) but different halogen substituents (fluorinated D1‐F chlorinated D1‐Cl) are developed probe working mechanism halogenated variation OSCs. Unlike D1‐H continuous charge distributions, D1‐Cl show isolated positive distribution benzene‐core negative thiophene, offering stronger non‐covalent interactions both (PM6) (L8‐BO), especially D1‐Cl. Consequently, D1‐Cl‐treated obtains an optimized phase separation improved molecular packing, boosting PCE 18.59% device stability OSCs, 17.62% for D1‐H‐treated counterparts. Moreover, using D18:L8‐BO D18:BTP‐eC9 as layers, binary OSCs impressive PCEs 19.29% 19.39%, respectively. This work indicates that halogenation engineering can effectively regulate improving elucidates underlying mechanism.

Язык: Английский

Процитировано

10

Improving the Efficiency of Layer-by-Layer Organic Photovoltaics to Exceed 19% by Establishing Effective Donor–Acceptor Interfacial Molecular Interactions DOI
Yongchao Xie, Kai Wang, Haomiao Yu

и другие.

ACS Applied Materials & Interfaces, Год журнала: 2025, Номер unknown

Опубликована: Март 3, 2025

The power conversion efficiency of layer-by-layer organic solar cells (LOSCs) has reached an impressive level by utilizing sequential processing (SqP) for the individual deposition and regulation both donor acceptor materials. However, fundamental understanding phase separation in LOSCs remains contentious, hindering rational design due to ambiguous contribution stratification or beneficial vertical segregation morphology. Here, we systematically investigate utility solvent effects on drying kinetics understand how interaction between upper bottom layers affects formation donor/acceptor (D/A) interface its impact performance LOSCs. Particularly emphasizing substantial layer establishment effective D/A rather than significant LOSCs, this facilitates utilization blend casting SqP, introducing adequate interface, which contributes a superior 19.05%. Ultimately, provide three rules enhancing LOSCs: (1) appropriate selection solvents material ensure desired crystalline orientation, (2) strongly polar volatile capable dissolving form interfacial interaction, (3) sufficient interfaces.

Язык: Английский

Процитировано

1

Fluorine/bromine/selenium multi-heteroatoms substituted dual-asymmetric electron acceptors for o-xylene processed organic solar cells with 19.12% efficiency DOI Creative Commons
Yibo Zhou,

Guangyu Qi,

Han Liu

и другие.

Science China Materials, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 15, 2024

Abstract The development of high-performance near-infrared (NIR) absorbing electron acceptors is a major challenge in achieving high short-circuit current density ( J SC ) to increase power conversion efficiency (PCE) organic solar cells (OSCs). Herein, three new multi-heteroatomized Y-series (bi-asy-Y-Br, bi-asy-Y-FBr, and bi-asy-Y-FBrF) were developed by combining dual-asymmetric selenium-fused core brominated end-groups with different numbers fluorine substitutions. With gradually increasing fluorination, exhibit red-shift absorption. Among them, bi-asy-Y-FBrF presents planar molecular geometry, the maximum average electrostatic potential, minimum dipole moment, which are conducive intramolecular packing charge transport. Moreover, D18:bi-asy-Y-FBrF active layer higher crystallinity, more suitable phase separation, reduced recombination compared D18:bi-asy-Y-Br D18:bi-asy-Y-FBr blends. Consequently, among theses binary OSCs, device achieves PCE 15.74% an enhanced 26.28 mA cm −2 , while obtains moderate 15.04% highest open-circuit voltage V OC 0.926 V. Inspired its complementary absorption NIR-absorbing BTP-eC9 as acceptor, bi-asy-Y-Br introduced into D18:BTP-eC9 construct ternary further boosted 19.12%, top values for reported green solvent processed OSCs.

Язык: Английский

Процитировано

3

The Pseudo-Bilayer Bulk Heterojunction Active Layer of Polymer Solar Cells in Green Solvent with 18.48% Efficiency DOI Open Access

Jingyue Cao,

Zheng Xu

Polymers, Год журнала: 2025, Номер 17(3), С. 284 - 284

Опубликована: Янв. 22, 2025

Planar heterojunction (PHJ) is employed to obtain proper vertical phase separation for highly efficient polymer solar cells (PSCs). However, it heavily relies on the choice of orthogonal solvent in production process. Here, we fabricated a pseudo-bilayer bulk (PBHJ) PSC with cross-distribution direction by preparing two layers PM6 and BTP-eC9 blends an o-XY solution different dilution ratios study morphological evolution PBHJ film. We found that film exhibits more uniform suitable continuous interpenetrating network morphology formation p-i-n structure. This provides effective channel exciton dissociation charge transport, which confirmed both generation simulations dynamics measurements. The devices can effectively inhibit trap recombination accelerate transfer. Based good active layer balanced mobility, all-green solvent-processed PSCs champion power conversion efficiencies (PCEs) 18.48% 16.83% are obtained PM6:BTP-eC9 PTQ10:BTP-eC9 systems, respectively. work reveals potential mechanism induced structure alternative approach developing processing PSCs.

Язык: Английский

Процитировано

0

A universal three-dimensional metal-organic frameworks assisted strategy facilitates non-covalent interaction of active/interfacial layers for over 19 % efficiency organic photovoltaics DOI
Yufeng Jiang, Yuehao Li, Gaoyang Wang

и другие.

Progress in Organic Coatings, Год журнала: 2025, Номер 201, С. 109111 - 109111

Опубликована: Фев. 6, 2025

Язык: Английский

Процитировано

0

Rational Design of Terpolymer Acceptors for High-Efficiency All-Polymer Solar Cells DOI
Jiawei Huang,

Xintong Shi,

Xiaoping Wang

и другие.

Chemical Communications, Год журнала: 2025, Номер unknown

Опубликована: Янв. 1, 2025

Three terpolymers were developed via a ternary polymerization strategy. Owing to appropriate aggregation behavior and improved compatibility, the J2-based all polymer device offers an excellent power conversion efficiency up 16.5%.

Язык: Английский

Процитировано

0

Development of Conjugated Polymers from Pharmaceutical Intermediates for High‐Performance Panchromatic Organic Photodetectors and Fingerprint Image Sensors DOI Creative Commons
Jaehee Park,

Myeong In Kim,

Ezgi Darici Lee

и другие.

Small, Год журнала: 2025, Номер unknown

Опубликована: Апрель 7, 2025

Abstract Fingerprint‐on‐display (FoD) sensors utilizing organic photodetectors (OPDs) are nearing commercialization, making it crucial to develop novel conjugated polymers that can be used as the active layer for this technology. These should meet several requirements in terms of patent rights, large‐scale synthesis, and OPD performance. In study, containing electron‐withdrawing building blocks, easily synthesized from a 2‐aminothiazole‐4‐carboxylate Schiff base commonly pharmaceutical intermediate, developed high‐performance OPDs FoD sensors. Through alkyl chain engineering polymers, highest photocurrent density lowest dark current values were achieved OPDs. This resulted best performance with promising responsivity 0.42 A/W specific detectivity 2.6 × 10 13 Jones at −2 V under near‐infrared irradiation (810 nm). addition, they exhibited excellent rising response time 3–4 µs, falling 6–11 −3 dB cut‐off frequency 80–100 kHz. Finally, is integrated into an thin‐film transistor array build sensor 80 µm 2 pixels, resulting successful acquisition digital fingerprint image.

Язык: Английский

Процитировано

0

The novel biochar-based organic semiconductor toward broadband and direct radicals transfer enhanced photocatalytic degradations DOI

Yuchen Wang,

Qianqian Pan, Songlin Cai

и другие.

Journal of Environmental Management, Год журнала: 2025, Номер 386, С. 125689 - 125689

Опубликована: Май 13, 2025

Язык: Английский

Процитировано

0

A multifunctional strategy to improve the efficiency and stability of organic solar cells via a 2PACz/MA composite hole transport layer DOI

Zixin Huang,

Xu Yao,

Longfei Liu

и другие.

Journal of Materials Chemistry A, Год журнала: 2025, Номер unknown

Опубликована: Янв. 1, 2025

A novel 2PACz/MA composite HTL strategy improves the efficiency and stability of OSCs by optimizing interface quality.

Язык: Английский

Процитировано

0