Results 231 to 240 of about 25,367 (309)

Deep Learning‐Assisted Design of Mechanical Metamaterials

Advanced Intelligent Discovery, EarlyView.
This review examines the role of data‐driven deep learning methodologies in advancing mechanical metamaterial design, focusing on the specific methodologies, applications, challenges, and outlooks of this field. Mechanical metamaterials (MMs), characterized by their extraordinary mechanical behaviors derived from architected microstructures, have ...
Zisheng Zong, Pu Wen, Zhiping Chai, Dunxuan Wu, Han Ding, Zhigang Wu   +5 more
wiley   +1 more source

Influence of Post-Processing on S-Phase Formation During Plasma Nitriding of Additively Manufactured Inconel 939. [PDF]

Materials (Basel)
Maj P, Radziejewska J, Diduszko R, Marczak M, Nowicki R, Anna PL, Borowski T, Sitek R.   +7 more
europepmc   +1 more source

Comparison of DeePMD, MTP, GAP, ACE and MACE Machine‐Learned Potentials for Radiation‐Damage Simulations: A User Perspective

Advanced Intelligent Discovery, EarlyView.
The authors evaluated six machine‐learned interatomic potentials for simulating threshold displacement energies and tritium diffusion in LiAlO2 essential for tritium production. Trained on the same density functional theory data and benchmarked against traditional models for accuracy, stability, displacement energies, and cost, Moment Tensor Potential ...
Ankit Roy, Ram Devanathan, Sarah Allec, Giridhar Nandipati, Andrew M. Casella, David J. Senor, Duane D. Johnson, Ganesh Balasubramanian, Ayoub Soulami   +8 more
wiley   +1 more source

A Multi-Response Investigation of Abrasive Waterjet Machining Parameters on the Surface Integrity of Twinning-Induced Plasticity (TWIP) Steel. [PDF]

Materials (Basel)
Cavusoglu O.
europepmc   +1 more source

Comparative evaluation of dry, wet, and minimum quantity lubrication (MQL) cooling strategies in the machining of GTD-450 martensitic stainless steel. [PDF]

Sci Rep
Dastgerdi HM, Bakhshayesh AM, Saberi M, Hajaliakbari A, Davoodi B, Niknam SA.   +5 more
europepmc   +1 more source

Characteristics of Pulsed-Laser-Induced Layers with Cracks Prepared for SiC Grinding Processes. [PDF]

Materials (Basel)
Li H, Jiang Y, Yang Y, Yang J, Zhu L.
europepmc   +1 more source

Multi-criteria decision analysis approach on parametric optimization of abrasive waterjet pocket milling in Ti-6Al-4V alloy. [PDF]

Sci Rep
Naresh Raj KL, Jayavelu S, Kumar MS, Kumar A, Swarna B.   +4 more
europepmc   +1 more source

Surface Roughness Uniformity Improvement of Additively Manufactured Channels' Internal Corners by Liquid Metal-Driven Abrasive Flow Polishing. [PDF]

Micromachines (Basel)
Ma Y, Li K, Feng B, Zhang L.
europepmc   +1 more source