ArticleChemical science2023
Emerging indoor photovoltaics for self-powered and self-aware IoT towards sustainable energy management.
Article in Chemical science, 2023. 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
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed.
- Advances in Se Wide-Bandgap Photovoltaics and TeAdvanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Dyeing and drying, but not dying.Nature reviews. Chemistry · 2026Article
- Underexplored Dimensions of Emerging Indoor Photovoltaics.ACS energy letters · 2026Review
- Advancing dye-DES synergies in dye-sensitized solar cells for improved indoor efficiency and long-term stability under sustainable conditions.Communications chemistry · 2026Article
- Flash-Infrared-Annealing-Enabled High-Temperature Sintering of Photoanodes on Flexible Polymer Foils for Ultralight Photovoltaics.ACS energy letters · 2026Article
- Self-Powered Flexible Sensors: Recent Advances, Technological Breakthroughs, and Application Prospects.Sensors (Basel, Switzerland) · 2025Review
- Strategies for the Implementation of Chenodeoxycholic Acid in Natural Polymer-Based Hydrogels for Stable and Low-Light Effective Quasi-Solid Electrolytes for Aqueous Dye-Sensitized Solar Cells.ACS applied energy materials · 2025Article
- Core and End-Capped Engineering as a Powerful Tool in the Search of Long-Term High-Performance Dye-Sensitized Solar Cells.ChemSusChem · 2025Article
- From Zombies to Smart Devices: The Evolution of Dye-Sensitized Solar Cells for IoT Applications.ACS applied energy materials · 2025Review
- Optimizing DSSCs Performance for Indoor Lighting: Matching Organic Dyes Absorption and Indoor Lamps Emission Profiles to Maximize Efficiency.ChemistryOpen · 2025Article
- Data-driven modelling for electrolyte optimisation in dye-sensitised solar cells and photochromic solar cells.Materials horizons · 2025Article
- Optimizing Transport Carrier Free All-Polymer Solar Cells for Indoor Applications: TCAD Simulation under White LED Illumination.Polymers · 2024Article
- Recent Advances in Organic Dyes for Application in Dye-Sensitized Solar Cells under Indoor Lighting Conditions.Materials (Basel, Switzerland) · 2023Review
- A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks.Sensors (Basel, Switzerland) · 2023Review
- Push-pull photochromic dyes for semi-transparent solar cells with light-adjustable optical properties and high color-rendering index.Chemical science · 2023Article
- Progress of Photocapacitors.Chemical reviews · 2023Review
- A focus on sustainable energy management for self-powered IoT devicesChemical science · 2023Article
- Emerging indoor photovoltaics for self-powered and self-aware IoT towards sustainable energy management.Chemical science · 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
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As the number of Internet of Things devices is rapidly increasing, there is an urgent need for sustainable and efficient energy sources and management practices in ambient environments. In response, we developed a high-efficiency ambient photovoltaic based on sustainable non-toxic materials and present a full implementation of a long short-term memory (LSTM) based energy management using on-device prediction on IoT sensors solely powered by ambient light harvesters. The power is supplied by dye-sensitised photovoltaic cells based on a copper(ii/i) electrolyte with an unprecedented power conversion efficiency at 38% and 1.0 V open-circuit voltage at 1000 lux (fluorescent lamp). The on-device LSTM predicts changing deployment environments and adapts the devices' computational load accordingly to perpetually operate the energy-harvesting circuit and avoid power losses or brownouts. Merging ambient light harvesting with artificial intelligence presents the possibility of developing fully autonomous, self-powered sensor devices that can be utilized across industries, health care, home environments, and smart cities.
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.