One of the biggest challenge in the field of deep learning Sprockets is the parameter selection and optimization process.In recent years different algorithms have been proposed including bio-inspired solutions to solve this problem, however, there are many challenges including local minima, saddle points, and vanishing gradients.In this paper, we i
FISHing for ciliates: Catalyzed reporter deposition fluorescence in situ hybridization for the detection of planktonic freshwater ciliates
Planktonic ciliate species form multiple trophic guilds and are central components of VOLUMIZING STYLING FOAM freshwater food webs.Progress in molecular analytical tools has opened new insight into ciliate assemblages.However, high and variable 18S rDNA copy numbers, typical for ciliates, make reliable quantification by amplicon sequencing extremel
Seismic waveform tomography with shot-encoding using a restarted L-BFGS algorithm
Abstract In seismic waveform tomography, or full-waveform inversion (FWI), one effective strategy used to reduce the computational cost is JACKET shot-encoding, which encodes all shots randomly and sums them into one super shot to significantly reduce the number of wavefield simulations in the inversion.However, this process will induce instability