This study presents a smart technological framework to efficiently remove azithromycin from natural soil resources using bioremediation techniques. The consists of several modules, each with different models such as Penicillium Simplicissimum (PS) bioactivity, soft computing models, statistical optimisation, Machine Learning (ML) algorithms, and Decision Tree (DT) control system based on Remova...

Abstract Experiments on fusion plasmas produce high-dimensional data time series with ever increasing magnitude and velocity, but turn-around times for analysis of this have not kept up. For example, many tasks are often performed in a manual, ad-hoc manner some after an experiment. In article we introduce the DELTA framework that facilitates near real-time streaming big fast data. By measureme...

The most advantageous method for detecting dangerous gases and reducing the risk of potential environmental toxicity effects is use innovative gas sensing systems. However, designing effective sensors requires a complex process synthesizing functional nanoparticles, which costly process. Additionally, practical operation toxic always carries significant cost along with considerable hazardous em...

The global nature of the ITER project along with its projected approximately petabyte-per-day data generation presents not only a unique challenge but also an opportunity for fusion community to rethink, optimize, and enhance our scientific discovery process. Recognizing this, collaborative research computational scientists was undertaken over past several years create framework large-scale mov...

The new quality of the superconducting fusion device Wendelstein 7-X (W7-X) is its potential of steady state operation. W7-X is also a very complex technical system. In these two aspects W7-X compares to other super conducting fusion devices (ITER, KSTAR, EAST, SST-1, Tore Supra, JT-60SA, and LHD). The modular and strongly hierarchical control and data acquisition (CoDaC) system has been design...

Abstract Ion cyclotron emission (ICE) driven by perpendicular neutral beam-injected (NBI) deuterons, together with the distinctive ICE tangential NBI, have been observed from heliotron–stellarator plasmas in large helical device (LHD). Radio frequency radiation lower hybrid range has also Saito K. et al (2018 Plasma Fusion Res. 13 3402043), dependent on plasma density. Here we focus recent meas...