Viscosity ($\eta$) is one of the most important properties disordered matter. The temperature-dependence viscosity used to adjust process variables for glass-making, from melting annealing. aim this work was develop a physics-informed machine learning model capable predicting $\eta(T)$ oxide liquids. Instead itself, NN predicts parameters MYEGA equation: liquid's fragility index, glass transiti...

The tearing mode (TM) is a resistive instability that can arise in magnetically confined plasmas. The TM can be driven unstable by the gradient of the plasma current. When the mode grows it destroys the magnetic field symmetry and reconnects the magnetic field in the form of a so-called magnetic island. The TMs are inherent to a type of device called the reversed-field pinch (RFP), which is a d...

Silks are frequently a cause of concern for conservators and curators. Amongst other critical challenges, textile acidity is considered to pose a risk. Consequently, it is common practice to carry out pH measurements when assessing condition. Enhanced acidity is usually ascribed to previous processing treatments, adsorbed pollutants, and oxidative deterioration. However, the results of the deta...