Predicting complex organic reactions using transformer models trained on synthetic pathways
reaction prediction
transformer models
organic synthesis
cheminformatics
machine learning
Accelerating organic synthesis via microwave-assisted reactions with heterogeneous catalysts
microwave chemistry
heterogeneous catalysis
organic synthesis
green chemistry
reaction optimization
Reviving patent-expired innovations for sustainable agricultural pest control
patent-expired
agrochemicals
integrated pest management
sustainability
crop protection
Using cold spray additive techniques to repair aerospace components via existing manufacturing infrastructure
additive manufacturing
aerospace repair
cold spray
industrial adaptation
material deposition
Accelerating digital twin adoption for precision manufacturing with 3-year commercialization paths
digital twins
Industry 4.0
predictive maintenance
smart factories
rapid commercialization
Optimizing enzymatic polymerization for biodegradable plastic alternatives
enzymatic polymerization
biodegradable plastics
sustainable materials
polymer engineering
green chemistry
Using atomic layer etching for precise fabrication of 2nm semiconductor nodes
atomic layer etching
semiconductor fabrication
2nm nodes
nanomanufacturing
chip scaling
Using biocatalytic cascades for solvent-free synthesis of biodegradable polymers
biocatalytic cascades
solvent-free synthesis
biodegradable polymers
enzymatic polymerization
green chemistry
Optimizing industrial automation with collaborative robot cells for flexible manufacturing lines
collaborative robots
industrial automation
flexible manufacturing
human-robot interaction
Industry 4.0
Photoredox catalysis for selective C–H functionalization in complex alkaloids
photoredox chemistry
C–H functionalization
alkaloids
visible-light catalysis
synthetic methodology
Digital twin manufacturing for personalized prosthetics with embodied active learning
digital twin
personalized prosthetics
active learning
biomechanics
adaptive manufacturing
Via self-optimizing reactors for continuous pharmaceutical synthesis under dynamic conditions
self-optimizing reactors
pharmaceutical synthesis
process automation
dynamic conditions
continuous manufacturing