Graph‐based imitation and reinforcement learning for efficient Benders decomposition
Abstract This work introduces an end‐to‐end graph‐based agent for accelerating the computational efficiency of Benders Decomposition. The agent's policy is parameterized by a graph neural network, which takes as input a bipartite graph representation of the master problem and proposes a candidate solution.
Bernard T. Agyeman +3 more
wiley +1 more source
Waste Oyster Shell/Graphene Oxide Composite as a Dual-Functional Soil Conditioner and SRF: Impacts on Soil pH and Nutrient Availability. [PDF]
Cheng H +5 more
europepmc +1 more source
Soil pH alters the biological parameters of cowpea aphid Aphis craccivora Koch (Hemiptera: Aphididae) on its host plant Vicia faba. [PDF]
Mousa KM +4 more
europepmc +1 more source
Abstract Filamentous microorganisms exhibit complex morphologies that influence product formation and are affected by various bioprocess parameters. Consistent morphology is therefore essential for comparable results during scale‐up. This study investigates the scale‐up of Streptomyces species (Streptomyces spp.) cultivations from shake flasks to ...
Gesa Brauneck +12 more
wiley +1 more source
Response of soil pH to biochar application in farmland across China: a meta-analysis. [PDF]
Yao J, Wang X, Hong M, Gao H, Zhao S.
europepmc +1 more source
Soil pH: a key edaphic factor regulating distribution and functions of bacterial community along vertical soil profiles in red soil of pomelo orchard. [PDF]
Muneer MA +9 more
europepmc +1 more source
High-Resolution prediction of soil pH in European temperate forests using Sentinel-2 and ancillary environmental data. [PDF]
Abdullah H +3 more
europepmc +1 more source
Soil pH and Organic Carbon Properties Drive Soil Bacterial Communities in Surface and Deep Layers Along an Elevational Gradient. [PDF]
Tian Q +5 more
europepmc +1 more source

