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To prove the concept, the paper includes simulation results and experiments accomplished on a complex laboratory MG system based on three parallel inverters, one being controlled as MG-forming VSG, while the others operating as MG-supporting inverters.
The neurochip architecture is based on three parallel indium-tin-oxide (ITO) electrodes on a SiO2 substrate and a photoresist structure forming a landing spot for the neuron soma and two lateral outgrowth pathways for the neurites.
Vague prior distributions were used, and convergence of the simulations was assessed using the Gelman-Rubin statistic [ 24], based on three parallel chains.
In the analyses, the results were based on three parallel MCMC sampling chains of 30,000 iterations each, after a burn-in of 1,000 iterations.
Posterior inference for all models was based on three parallel Markov chains, with the exception being the model proposed by Lee and Mitchell (2013), which uses integrated nested Laplace approximations (INLA) instead of MCMC simulation.
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The assay used was based on four parallel real-time PCRs from each DNA sample, one reaction to quantify the amount of a human single-copy gene (house-keeping gene; Homo sapiens hydroxymethylbilane synthase (HMBS); GenBank accession no.
The computed penetration profiles of cesium agree well with an analytical model based on two parallel diffusive pathways.
We also designed a bidirectional all-optical switch based on two parallel waveguides coupled to ring cavity structure.
The heterogeneity of the sample is based on two parallel photocycles with the chromophore in C15=N-syn or −anti-configuration.
Results show that, RCNN can improve the Macro-F1 by 2.75% over the baseline model that is based on two parallel CNNs.
The methodology of the study was based on two parallel approaches: expertise was collected from operators in charge of the control of a continuous industrial line, and experiments were performed on a batch process at laboratory scale.
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