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References from Data-driven design of carbon dots: Property prediction, optimization, and prospects for autonomous discovery. Local targets link to admitted publications; unresolved targets remain external evidence.
Uncovering engineering and mechanistic insights in green synthesis of carbon dots from rice husks
2025 · External reference
Recent advances of carbon dots: synthesis, plants applications, prospects, and challenges
10.1021/acsabm.4c01785 · 2025 · External reference
Antioxidant activity and in vitro fluorescence imaging application of N-, O-functionalized carbon dots
10.1038/s41598-025-11676-6 · 2025 · External reference
The use of carbon dots for food packaging and preservation: Toxic or beneficial?
10.1111/1541-4337.70180 · 2025 · External reference
Helical coassembly enables full-color efficient circularly polarized light emission from carbon dots with high dissymmetry factors
10.1126/sciadv.adt8219 · 2025 · External reference
Exploring sustainable carbon dots as UV-blocking agents for food preservation
10.1111/1541-4337.70192 · 2025 · External reference
Carbon-based nanostructured materials incorporating carbon dots for supercapacitors: a review
10.1039/d4nr05096g · 2025 · External reference
Synergistic regulation of multi-interface chemistry by functional carbon dots for high-performance composite solid electrolytes
10.1002/anie.202505230 · 2025 · External reference
Surface-Modified carbon Dots for cancer therapy: integrating diagnostic and therapeutic applications
10.2147/ijn.s508181 · 2025 · External reference
Carbon dots as multi-modal contrast agents: opportunities and open challenges for in vivo bioimaging
10.1016/j.addr.2025.115659 · 2025 · External reference
Machine learning for power system stability and control
10.1016/j.rineng.2025.105355 · 2025 · External reference
Ethical and bias considerations in artificial intelligence/machine learning
10.1016/j.modpat.2024.100686 · 2025 · External reference
A framework to evaluate machine learning crystal stability predictions
10.1038/s42256-025-01055-1 · 2025 · External reference
Machine learning methods for weather forecasting: a survey
10.3390/atmos16010082 · 2025 · External reference
An approximation theory perspective on machine learning
10.1016/j.neunet.2026.108841 · 2026 · External reference
Machine learning for cybersecurity issues: a systematic review
2025 · External reference
Machine learning in pediatric healthcare: current trends, challenges, and future directions
10.3390/jcm14030807 · 2025 · External reference
A guided review of machine learning in the design and application for pore nanoarchitectonics of carbon materials
10.1016/j.mser.2025.101010 · 2025 · External reference
Porous carbon materials: from traditional synthesis, machine learning-assisted design, to their applications in advanced energy storage and conversion
10.1002/adfm.202504272 · 2025 · External reference
Unifying the description of hydrocarbons and hydrogenated carbon materials with a chemically reactive machine learning interatomic potential
10.1021/acs.chemmater.4c02905 · 2025 · External reference
Carbon dot synthesis and purification: trends, challenges and recommendations
10.1002/ange.202412341 · 2024 · External reference
Carbon dots as oxidant-antioxidant nanomaterials, understanding the structure-properties relationship. A critical review
10.1016/j.nantod.2023.101837 · 2023 · External reference
Carbon dot-based hydrogels: preparations, properties, and applications
10.1002/smll.202370119 · 2023 · External reference
Review on carbon dot-based fluorescent detection of biothiols
10.3390/bios13030335 · 2023 · External reference
Carbon dots: from synthesis to unraveling the fluorescence mechanism
10.1002/smll.202303937 · 2024 · External reference
10.3390/c10030060
10.3390/c10030060 · External reference
Enhanced antibiotic degradation performance of Cd0. 5Zn0. 5S/Bi2MoO6 S-scheme photocatalyst by carbon dot modification
10.1016/j.jmst.2023.05.009 · 2023 · External reference
Physiological functions of carbon dots and their applications in agriculture: a review
10.3390/nano13192684 · 2023 · External reference
Carbon dots-based nanocomposites for heterogeneous photocatalysis
10.1016/j.jmst.2023.08.023 · 2024 · External reference
Light of carbon: recent advancements of carbon dots for LEDs
10.1016/j.nanoen.2023.108623 · 2023 · External reference
Advanced in carbon dot-based hydrogels for antibacterial, detection and adsorption
10.1016/j.ccr.2023.215457 · 2023 · External reference
Nitrogen-rich carbon dot-mediated n→ π* electronic transition in carbon nitride for superior photocatalytic hydrogen peroxide production
10.1002/adfm.202402650 · 2024 · External reference
Designing 2D carbon dot nanoreactors for alcohol oxidation coupled with hydrogen evolution
10.1038/s41467-024-52406-2 · 2024 · External reference
Carbon dot unravels accumulation of triterpenoid in Evolvulus alsinoides hairy roots culture by stimulating growth, redox reactions and ANN machine learning model prediction of metabolic stress response
10.1016/j.plaphy.2024.109142 · 2024 · External reference
Nanotechnology of carbon dots with their hybrids for biomedical applications: a review
2024 · External reference
Review on carbon dot-based fluorescent detection of biothiols
10.3390/bios13030335 · 2023 · External reference
A recent update on development, synthesis methods, properties and application of natural products derived carbon dots
10.1007/s13659-023-00415-x · 2023 · External reference
Carbon dots: a review with focus on sustainability
10.1002/advs.202405472 · 2024 · External reference
Nitrogen and sulphur doped carbon dot: an excellent biocompatible candidate for in-vitro cancer cell imaging and beyond
10.1016/j.envres.2022.114922 · 2023 · External reference
Machine learning-guided fabrication of carbon dot–pepsin nano-conjugates for enhanced bioimaging, synergistic drug delivery, and visible light-induced photosensitization
10.1039/d5nr00752f · 2025 · External reference
Multicolor luminescence of carbon Dots: from mechanisms to applications
10.1016/j.cej.2024.153761 · 2024 · External reference
Polymer–structure-induced room-temperature phosphorescence of carbon dot materials
10.1002/sstr.202200327 · 2023 · External reference
Carbon dots: Opportunities and challenges in cancer therapy
10.3390/pharmaceutics15031019 · 2023 · External reference
Carbon dots for food packaging applications
10.1039/d2fb00020b · 2023 · External reference
Carbon dots: from fundamentals to frontier applications
10.1007/s11426-025-3195-y · 2026 · External reference
Recent advances in photo-responsive carbon dots for tumor therapy
2024 · External reference
Carbon dots based photoinduced reactions: advances and perspective
10.1002/advs.202207621 · 2023 · External reference
Closed-loop enhancement of plant photosynthesis via biomass-derived carbon dots in biohybrids
10.1038/s43246-025-00763-w · 2025 · External reference
Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learning
10.1016/j.matt.2023.01.018 · 2023 · External reference
Robust optimization of uncertain E-commerce closed-loop supply chain networks under carbon policies
2025 · External reference
Low-temperature molten-salt enabled synthesis of highly-efficient solid-state emitting carbon dots optimized using machine learning
10.1038/s41467-025-63653-2 · 2025 · External reference
Carbon dots meet artificial intelligence: applications in biomedical engineering
10.1039/d5tb00593k · 2025 · External reference
Real-time monitoring of microbial metabolic dynamics through a carbon dot-functionalized whole-cell electrochemical biosensor
10.1021/acsami.5c18617 · 2025 · External reference
Green carbon dots in the era of AI: sustainable synthesis, intelligent drug delivery, advanced diagnostics, and bioimaging
10.55730/1300-0152.2762 · 2025 · External reference
Machine learning-driven nanoscale synthesis for electrocatalytic performance: from data-driven methodologies to closed-loop optimization
2025 · External reference
Unresolved reference
External reference
A fuzzy multi-objective optimization model for sustainable closed-loop supply chain network design in food industries
10.1007/s10668-021-01809-y · 2022 · External reference
Carbon-efficient closed-loop supply chain network: an integrated modeling approach under uncertainty
2021 · External reference
Improved profitability of a closed-loop supply chain with emission controlling: a fuzzy bi-objective optimisation approach
2025 · External reference
Study on the parameters optimization of 3D printing continuous carbon fiber-reinforced composites based on CNN and NSGA-II
10.1016/j.compositesa.2024.108657 · 2025 · External reference
Optical properties prediction for red and near-infrared emitting carbon dots using machine learning
10.1002/smll.202310402 · 2024 · External reference
Research on closed-loop optimisation control model based on blast furnace upper adjustment
10.1177/03019233251351526 · 2025 · External reference
Polyimine vitrimers as recyclable and rehealable matrices for solid-state luminescent carbon dots
10.1016/j.cej.2025.171336 · 2025 · External reference
Synthetic biology-driven optimization of Synechococcus Elongatus PCC 7002 for hydrogen production in a closed-loop dual-phase photobioreactor
2025 · External reference
A review on electrochemical recycling of spent lithium-ion batteries electrode materials: technology innovation-driven resource closed-loop systems and sustainable development
2025 · External reference
Closed-loop navigation of a kinetic zone diagram for redox-mediated electrocatalysis using bayesian optimization, a digital twin, and automated electrochemistry
10.1021/acs.analchem.5c00099 · 2025 · External reference
Closed-loop optimization for efficient underground hydrogen storage in saline aquifers
2026 · External reference
Closed-loop recycling of carbon fiber-reinforced composites enabled by a dual-dynamic cross-linked epoxy network
10.1021/acssuschemeng.2c06322 · 2023 · External reference
Multi-objective programming for multi-period multi-product closed-loop supply chain network design: a fuzzy robust optimization approach
10.1007/s10668-023-04308-4 · 2025 · External reference
Recycling strategies of dual-channel closed-loop supply chain considering reference low-carbon effect
2025 · External reference
Machine-learning-driven synthesis of carbon dots with enhanced quantum yields
10.1021/acsnano.0c01899 · 2020 · External reference
Customized carbon dots with predictable optical properties synthesized at room temperature guided by machine learning
10.1021/acs.chemmater.1c03220 · 2022 · External reference
Exploration and design of carbon dot-based long afterglow materials using active machine learning and quantum chemical simulations
10.1021/acsnano.4c11418 · 2024 · External reference
Unresolved reference
2026 · External reference
Exploiting machine learning for controlled synthesis of carbon dots-based corrosion inhibitors
10.1016/j.jclepro.2023.138210 · 2023 · External reference
Decoding Carbon Dot Synthesis: Machine Learning-Guided Analysis of Reaction Conditions Governing Fluorophore vs Nanoparticle Formation
10.1021/acs.chemmater.5c02865 · 2026 · External reference
Research progress of wearable electrochemical biosensors based on metal–organic frameworks (MOFs) for sweat detection
10.1007/s42114-025-01357-3 · 2025 · External reference
A novel dual-mode paper fiber sensor based on laser-induced graphene and porous salt-ion for monitoring humidity and pressure of human
10.1016/j.cej.2024.158184 · 2024 · External reference
An eco-friendly closed-loop supply chain facing demand and carbon price uncertainty
10.1007/s10479-021-04499-x · 2023 · External reference
A non-contact porous composite fiber paper-based humidity sensor for wearable breathing and skin humidity monitoring
10.1039/d4ta05393a · 2024 · External reference
Bionic spider web flexible strain sensor based on CF-L and machine learning
2024 · External reference
Porous carbon nanoparticle composite paper fiber with laser-induced graphene surface microstructure for pressure sensing
10.1021/acs.langmuir.4c04486 · 2025 · External reference