ArticleNature communications2022
Transfer learning enhanced water-enabled electricity generation in highly oriented graphene oxide nanochannels.
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 18 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
18 citing papers in PubMed, 71 citations in OpenAlex.
- Freeze-Derived Microporous Biomaterials for Tissue Engineering Applications.Smart medicine · 2026Review
- Harnessing the Power from Ambient Moisture with Hygroscopic Materials.Nano-micro letters · 2026Review
- Fluorinated Polymers for Hydrovoltaic Energy Harvesting: Mechanisms and Multifunctional Integration.ACS polymers Au · 2025Review
- A Generative Framework for Predicting Antiferromagnets.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Ion-engine hydrogel based solar desalination for water-electricity cogeneration with milliampere level current.Nature communications · 2025Article
- Frontier interfacial water properties characterization and applications.National science review · 2025Review
- Wearable PEDOT:PSS/DVS-Coated Yarn-Type Transpiration-Driven Electrokinetic Power Generator with High Power Efficiency and Water Stability.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Ion transport-triggered rapid flexible hydrovoltaic sensing.Nature communications · 2025Article
- Cellulose hydrogel with in-situ confined nanopores for boosting moist-electric conversion.Nature communications · 2025Article
- High-Performance MXene Hydrogel for Self-Propelled Marangoni Swimmers and Water-Enabled Electricity Generator.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Hermetic hydrovoltaic cell sustained by internal water circulation.Nature communications · 2024Article
- Diurnal humidity cycle driven selective ion transport across clustered polycation membrane.Nature communications · 2024Article
- Moisture-enabled self-charging and voltage stabilizing supercapacitor.Nature communications · 2024Article
- Phyto-inspired sustainable and high-performance fabric generators via moisture absorption-evaporation cycles.Science advances · 2024Article
- Moisture-Electric-Moisture-Sensitive Heterostructure Triggered Proton Hopping for Quality-Enhancing Moist-Electric Generator.Nano-micro letters · 2023Article
- Article
- Paper-Based Hydroelectric Generators for Water Evaporation-Induced Electricity Generation.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
- Multistage coupling water-enabled electric generator with customizable energy output.Nature communications · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 1 institution in 1 country.
Funding
Abstract
Harvesting energy from spontaneous water flow within artificial nanochannels is a promising route to meet sustainable power requirements of the fast-growing human society. However, large-scale nanochannel integration and the multi-parameter coupling restrictive influence on electric generation are still big challenges for macroscale applications. In this regard, long-range (1 to 20 cm) ordered graphene oxide assembled framework with integrated 2D nanochannels have been fabricated by a rotational freeze-casting method. The structure can promote spontaneous absorption and directional transmission of water inside the channels to generate considerable electric energy. A transfer learning strategy is implemented to address the complicated multi-parameters coupling problem under limited experimental data, which provides highly accurate performance optimization and efficiently guides the design of 2D water flow enabled generators. A generator unit can produce ~2.9 V voltage or ~16.8 μA current in a controllable manner. High electric output of ~12 V or ~83 μA is realized by connecting several devices in series or parallel. Different water enabled electricity generation systems have been developed to directly power commercial electronics like LED arrays and display screens, demonstrating the material's potential for development of water enabled clean energy.
Identifiers
What OpenQuestion holds
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.