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Record W4411236260 · doi:10.1002/solr.202500193

Versatile Two‐Step Process for Perovskite‐Based Tandem Photovoltaics

2025· article· en· W4411236260 on OpenAlexfundno aff
Ronja Pappenberger, Roja Singh, Alexander Diercks, Tonghan Zhao, Raphael Pesch, Julian Petry, Daniel Baumann, Xuzheng Liu, Ulrich W. Paetzold

Bibliographic record

VenueSolar RRL · 2025
Typearticle
Languageen
FieldEngineering
TopicPerovskite Materials and Applications
Canadian institutionsnot available
FundersInstitute of Gender and HealthHORIZON EUROPE Framework ProgrammeEuropean Commission
KeywordsTandemPhotovoltaicsProcess (computing)Materials sciencePerovskite (structure)Computer scienceNanotechnologyPhotovoltaic systemEngineeringElectrical engineeringChemical engineeringProgramming language

Abstract

fetched live from OpenAlex

Perovskite photovoltaics promise high power conversion efficiencies (PCEs) and cost‐effective fabrication, making them a transformative solar technology. Among deposition methods, the solution‐based two‐step process has emerged as a promising approach for integrating high‐quality perovskite layers onto silicon (Si) bottom cells, enabling dense and pinhole‐free films. However, achieving both high efficiency and long‐term stability remains underexplored for solution‐based two‐step‐processed perovskite solar cells (PSCs). This study introduces a versatile solution‐based two‐step method, demonstrating a seamless transition from a triple‐cation (CsMAFA) to a more stable double‐cation (CsFA) perovskite composition. Implementing a novel dual bimolecular passivation strategy with propane‐1,3‐diammonium iodide (PDAI2) and n‐butylammonium iodide (BAI) for both bulk and surface passivation effectively addresses defects at grain boundaries and interfaces. This approach minimizes nonradiative recombination, enhances film crystallization, and promotes efficient charge extraction. The resulting PSCs demonstrate a stable power output of 20.9%, representing the highest reported efficiency for a solution‐based two‐step processed PSC with a bandgap of 1.67 eV. Laboratory‐scale monolithic perovskite/Si tandem solar cells (1 cm2 active area) achieve PCEs exceeding 26% on small‐textured Si bottom cells (<2 μm). This emphasizes the potential of the solution‐based two‐step process for practical implementation in high‐performance photovoltaic systems.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.276
Teacher spread0.263 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations5
Published2025
Admission routes1
Has abstractyes

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