Short-time, abrupt events-such as earthquakes and other shock loadings-often lead to damage that is difficult to detect in structures using output-only vib... K Dziedziech,WJ Staszewski,KBB Mendrok - 《Materials》 被引量: 0发表: 2022年 Impact Damage Identification for Composite Material Based...
Gained mechanistic information spans double layer capacitance, charge transfer resistance, diffusion of corrosive ions through a protective inhibitor layer from electrochemical impedance spectroscopy, time-resolved corrosion resistance response from linear polarisation resistance, and corrosion rate, potential, brea...
Machine learning, physics-informed deep learning, and AI can facilitate the development of fundamental knowledge and correlations, material selection and advancement, fuel cell design and optimization, system control, power management, and monitoring of operation health, showing great potential to advance...
The application layer is where data from IoT devices undergoes processing, analysis, and triggering of actions. It encompasses applications, services, and software that leverage data gathered from IoT devices to offer insights, make informed choices, and execute operations. This layer can be tailored ...
Then, the current research status is reviewed with regard to applications of machine learning in material property prediction, in new materials discovery and for other purposes. Finally, we discuss problems related to machine learning in materials science, propose possible solutions, and forecast ...
While this model is a powerful tool for predicting the basic properties of elastic waves in solids, the assumptions of elastic isotropy and material homogeneity in this model are often violated, which prevents its use for damage mode discrimination. The microstructure (e.g., pores, grain boundarie...
The past decade has witnessed the significant efforts in novel material discovery in the use of data-driven techniques, in particular, machine learning (ML). However, since it needs to consider the precursors, experimental conditions, and availability of
PURPOSE:To avoid damage of a ligneous part, by a method wherein the vicinity or bark is barked spirally along an undulation of an external circumferential part of material wood by adding a control function of a quantity of cutting-in of a cutter roll along the undulation of the external ...
impacting mechanical and fatigue performance. Other gas-filled pores can form when powders entrain gasses with them into the melt pool or contain pores from the powder manufacturing process. These may be consumed by other pores, escape, dissolve or become trapped in the solidified material (Chen ...
Earth fissures are potential hazards that often cause severe damage and affect infrastructure, the environment, and socio-economic development. Owing to the complexity of the causes of earth fissures, the prediction of earth fissures remains a challengin