Experimental implementation of a new control approach using an inverse neural network to on-demand hydrogen production

Application of Inverse Neural Networks for Optimal Pretension of Absorbable Mini Plate and Screw System

“…To achieve this, the methodology proposed in [14] is applied. The inverse artificial neural network (ANNi) is a variant of the ANN that has been implemented in several processes to determine the optimal parameters successfully [15]. The inputs of the data base used to train the ANN were constructed based on a DOE, whereas the output, MVMS, was calculated by the means of FEM.…”

Synthesis of Cobalt Oxide (Co3O4) Nanoparticles for Efficient Photocatalytic Water Splitting and Hydrogen Production

“…The energy crisis has been worsened by the use of non‐renewable energy sources such as coal, oil, and natural gas. These sources are limited and are being depleted rapidly [18–20] . Additionally, the generation and utilization of non‐renewable energy sources have a notable environmental impact, including pollution of air and water and the emission of greenhouse gases, which cause climate change [21] .…”

“…Hydrogen (H 2 ) is viewed as the fuel of the future, and in recent years, there has been a lot of interest in using photocatalytic water splitting to produce hydrogen, as it allows for the use of renewable resources like sunlight and water [33] . The production of photocatalytically hydrogen (H 2 ) has garnered significant attention due to its environmentally friendly nature, simple processing, ease of production and low‐cost procedure [18] . H 2 has the potential to serve as a renewable and green energy source, addressing energy‐related challenges [17] .…”

“…These sources are limited and are being depleted rapidly. [18][19][20] Additionally, the generation and utilization of non-renewable energy sources have a notable environmental impact, including pollution of air and water and the emission of greenhouse gases, which cause climate change. [21] In order to tackle the energy crisis, it is crucial to create and apply long-lasting and sustainable sources of energy, such as solar, wind, and hydroelectric power.…”

“…[33] The production of photocatalytically hydrogen (H 2 ) has garnered significant attention due to its environmentally friendly nature, simple processing, ease of production and low-cost procedure. [18] H 2 has the potential to serve as a renewable and green energy source, addressing energy-related challenges. [17] Therefore, the development of technologies for H 2 production is crucial.…”