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Journal Club for February 2020: Machine Learning in Mechanics: simple resources, examples & opportunities

Submitted by mbessa on

Machine learning (ML) in Mechanics is a fascinating and timely topic. This article follows from a kind invitation to provide some thoughts about the use of ML algorithms to solve mechanics problems by overviewing my past and current research efforts along with students and collaborators in this field. A brief introduction on ML is initially provided for the colleagues not familiar with the topic, followed by a section about the usefulness of ML in Mechanics, and finally I will reflect on the challenges and opportunities in this field.

Postdoc Position in Geomechanics at Oregon State University

Submitted by tmattevans on

I have an opening for a new postdoc to join my research group. The project is on the field-scale calibration of DEM models. Primary responsibilities include developing and executing large-scale experiments, interpretation and synthesis of results, and collaboration with modelers to perform the calibrations.

Water Affects Morphogenesis of Growing Aquatic Plant Leaves

Submitted by Fan Xu on

Lotus leaves floating on water usually experience short-wavelength edge wrinkling that decays toward the center, while the leaves growing above water normally morph into a global bending cone shape with long rippled waves near the edge. Observations suggest that the underlying water (liquid substrate) significantly affects the morphogenesis of leaves.

Pattern selection in core-shell spheres

Submitted by Fan Xu on

Curvature-induced symmetry-breaking pattern formation and transition are widely observed in curved film/substrate systems across different length scales such as embryogenesis, heterogeneous micro-particles, dehydrated fruits, growing tumors and planetary surfaces.

Fatigue-resistant high-performance elastocaloric materials made by additive manufacturing. Science 366 (6469) (2019) 1116-1121

Submitted by mohsenzaeem on

H. Hou, E. Simsek, T. Ma, N.S. Johnson, S. Qian, C. Cissé, D. Stasak, N. Al Hasan, L. Zhou, Y. Hwang, R. Radermacher, V.I. Levitas, M.J. Kramer, M. Asle Zaeem, A.P. Stebner, R.T. Ott, J. Cui, I. Takeuchi. Fatigue-resistant high-performance elastocaloric materials made by additive manufacturing. Science 366 (6469) (2019) 1116-1121.

Abstract

Elliptical adhesive contact under biaxial stretching

Submitted by Antonio Papangelo on

Adhesive contact of the Hertzian indenter with an incompressible elastic substrate bi-directionally stretched along the indenter principal planes of curvature is considered in the Johnson–Kendall–Roberts theoretical framework. An approximate model is constructed by examining energy release rate conditions only on the edges of the minor and major axes of the contact ellipse. The effect of weak coupling between fracture modes I and II is introduced using a phenomenological mode-mixity function.

Research Fellow (Postdoc) Opening in National University of Singapore (NUS) for "FAST INSTALLATION CONNECTION DESIGN FOR STEEL AND COMPOSITE STRUCTURES" [Deadline for application: 12 Feb 2020]

Submitted by Pang Sze Dai on

The Department of Civil and Environmental Engineering at the National University of Singapore invites applications for Research Fellow (RF) position in Civil Engineering.

 

The National University of Singapore (NUS) is a leading global university; ranked 1st in Asia and 11th globally in the 2019 Quacquarelli Symonds (QS) World University Rankings. According to the QS World University Rankings by Subject 2019, the NUS Civil & Structural Engineering discipline has been placed 2nd in the world and 1st in Asia.

 

Open PhD positions in the general field of theoretical, applied, and computational mechanics of materials

Submitted by Shuozhi Xu on

A research group at Iowa State University is looking for fully funded research assistants in the general field of theoretical, applied, and computational mechanics of materials. Research topics will fall into a broad area of modeling and simulation of mechanical and transport behaviors, such as plasticity, fracture, phase transformation, thermal transport, and mass transport, in a variety of engineering materials.