ArticleNature communications2022
Big data driven perovskite solar cell stability analysis.
Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
11 citing papers in PubMed.
- Continuous optical-electrical field diagnostics separate environmental modulation from irreversible perovskite solar-cell failure.Energy & environmental science · 2026Article
- Machine Learning-Driven Advances in Perovskite Materials and Solar Cells.Nanomaterials (Basel, Switzerland) · 2026Review
- Quantifying Deep-Level Defects-Dominated Degradation for Commercially Viable Perovskite Solar Cells.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Multiscale Characterization of Electrode-Induced Degradation in Perovskite Solar Cells.ACS applied energy materials · 2026Article
- Unravel the Effects of UV Light on the Lattice Stability of Perovskite via Numerical Simulation.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Unravelling interdisciplinary interactions and researcher migration across the evolution of perovskite solar cell research through comprehensive bibliometrics.Royal Society open science · 2025Article
- Salutary impact of spontaneous oxidation in CHScientific reports · 2025Article
- Interfacial Crosslinking for Efficient and Stable Planar TiOAdvanced science (Weinheim, Baden-Wurttemberg, Germany) · 2024Article
- Low-temperature strain-free encapsulation for perovskite solar cells and modules passing multifaceted accelerated ageing tests.Nature communications · 2024Article
- Article
- Stability follows efficiency based on the analysis of a large perovskite solar cells ageing dataset.Nature communications · 2023Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
During the last decade lead halide perovskites have shown great potential for photovoltaic applications. However, the stability of perovskite solar cells still restricts commercialization, and lack of properly implemented unified stability testing and disseminating standards makes it difficult to compare historical stability data for evaluating promising routes towards better device stability. Here, we propose a single indicator to describe device stability that normalizes the stability results with respect to different environmental stress conditions which enables a direct comparison of different stability results. Based on this indicator and an open dataset of heterogeneous stability data of over 7000 devices, we have conducted a statistical analysis to assess the effect of different stability improvement strategies. This provides important insights for achieving more stable perovskite solar cells and we also provide suggestions for future directions in the perovskite solar cell field based on big data utilization.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.