Guided search for desired functional responses via Bayesian optimization of generative model: Hysteresis loop shape engineering in ferroelectrics

Sergei V. Kalinin; Maxim Ziatdinov; Rama K. Vasudevan

doi:10.1063/5.0011917

Guided search for desired functional responses via Bayesian optimization of generative model: Hysteresis loop shape engineering in ferroelectrics

Journal of Applied Physics ◽

10.1063/5.0011917 ◽

2020 ◽

Vol 128 (2) ◽

pp. 024102

Author(s):

Sergei V. Kalinin ◽

Maxim Ziatdinov ◽

Rama K. Vasudevan

Keyword(s):

Hysteresis Loop ◽

Generative Model ◽

Bayesian Optimization ◽

Functional Responses ◽

Guided Search ◽

Loop Shape

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Cyclic deformation behavior of double-slip-oriented copper single crystals IV: change of hysteresis loop shape and formation of persistent slip bands

Materials Science and Engineering A ◽

10.1016/s0921-5093(99)00247-6 ◽

1999 ◽

Vol 271 (1-2) ◽

pp. 315-321 ◽

Cited By ~ 4

Author(s):

X.W Li ◽

Z.G Wang ◽

S.X Li

Keyword(s):

Hysteresis Loop ◽

Single Crystals ◽

Cyclic Deformation ◽

Deformation Behavior ◽

Slip Bands ◽

Persistent Slip Bands ◽

Loop Shape ◽

Copper Single Crystals

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Effective and internal stresses in 713LC and Rene 41 superalloys using analysis of the hysteresis loop shape

Procedia Structural Integrity ◽

10.1016/j.prostr.2020.01.139 ◽

2019 ◽

Vol 23 ◽

pp. 523-528

Author(s):

Tomáš Babinský ◽

Jaroslav Polák

Keyword(s):

Hysteresis Loop ◽

Internal Stresses ◽

Loop Shape

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Bayesian Optimization on Large Graphs via a Graph Convolutional Generative Model: Application in Cardiac Model Personalization

Lecture Notes in Computer Science - Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 ◽

10.1007/978-3-030-32245-8_51 ◽

2019 ◽

pp. 458-467 ◽

Cited By ~ 1

Author(s):

Jwala Dhamala ◽

Sandesh Ghimire ◽

John L. Sapp ◽

B. Milan Horáček ◽

Linwei Wang

Keyword(s):

Generative Model ◽

Bayesian Optimization ◽

Model Application ◽

Large Graphs ◽

Cardiac Model ◽

Model Personalization

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Influence of fourfold anisotropy form on hysteresis loop shape in ferromagnetic nanostructures

AIP Advances ◽

10.1063/1.4892955 ◽

2014 ◽

Vol 4 (8) ◽

pp. 087115 ◽

Cited By ~ 2

Author(s):

Andrea Ehrmann ◽

Tomasz Blachowicz

Keyword(s):

Hysteresis Loop ◽

Ferromagnetic Nanostructures ◽

Loop Shape

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THE HYSTERESIS LOOP 2. AN ANALYSIS OF THE LOOP SHAPE

Fatigue & Fracture of Engineering Materials & Structures ◽

10.1111/j.1460-2695.1982.tb01222.x ◽

1982 ◽

Vol 5 (1) ◽

pp. 33-44 ◽

Cited By ~ 38

Author(s):

J. POLÁK ◽

M. KLESNIL ◽

J. HELEŠIC

Keyword(s):

Hysteresis Loop ◽

Loop Shape ◽

Loop 2

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Influence of hysteresis loop shape on the nonlinear dynamics of shape memory alloy oscillator excited by non-ideal energy sources

10.1063/1.4904653 ◽

2014 ◽

Author(s):

V. Piccirillo ◽

A. M. Tusset ◽

J. M. Balthazar ◽

D. Bernardini ◽

G. Rega

Keyword(s):

Nonlinear Dynamics ◽

Shape Memory Alloy ◽

Shape Memory ◽

Hysteresis Loop ◽

Energy Sources ◽

Loop Shape

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Domain nucleation and hysteresis loop shape in piezoresponse force spectroscopy

Applied Physics Letters ◽

10.1063/1.2378526 ◽

2006 ◽

Vol 89 (19) ◽

pp. 192901 ◽

Cited By ~ 50

Author(s):

Anna N. Morozovska ◽

Eugene A. Eliseev ◽

Sergei V. Kalinin

Keyword(s):

Hysteresis Loop ◽

Force Spectroscopy ◽

Loop Shape

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Hysteresis loop shape in fatigue of CuZn alloys

International Journal of Fatigue ◽

10.1016/0142-1123(93)90316-i ◽

1993 ◽

Vol 15 (6) ◽

pp. 531

Keyword(s):

Hysteresis Loop ◽

Loop Shape ◽

Zn Alloys

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The cyclic stress-strain properties, hysteresis loop shape, and kinematic hardening of two high-strength bearing steels

Metallurgical Transactions A ◽

10.1007/bf02671936 ◽

1990 ◽

Vol 21 (2) ◽

pp. 653-665 ◽

Cited By ~ 45

Author(s):

G. T. Hahn ◽

V. Bhargava ◽

Q. Chen

Keyword(s):

Hysteresis Loop ◽

Kinematic Hardening ◽

High Strength ◽

Cyclic Stress ◽

Stress Strain ◽

Bearing Steels ◽

Loop Shape

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Cyclic plasticity of nickel at low plastic strain amplitude: hysteresis loop shape analysis

Materials Science and Engineering A ◽

10.1016/s0921-5093(00)01914-6 ◽

2001 ◽

Vol 314 (1-2) ◽

pp. 24-30 ◽

Cited By ~ 16

Author(s):

D.J. Morrison ◽

Y. Jia ◽

J.C. Moosbrugger

Keyword(s):

Plastic Strain ◽

Hysteresis Loop ◽

Strain Amplitude ◽

Shape Analysis ◽

Plastic Strain Amplitude ◽

Cyclic Plasticity ◽

Loop Shape

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