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hybrid modeling

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Published: 01 January 2005
Fig. 19 Block diagram of the hybrid modeling developed by Zhu et al. ( Ref 39 ); solid lines indicate the main flow of model and the dashed lines indicate updating information from the knowledge base or improvements by optimization. More
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Published: 01 January 2005
Fig. 18 Simplified version of the hybrid model used by Wiklund et al. ( Ref 38 ) for roll force prediction. ANN is artificial neural network, and measured data are logged chemical composition and process parameters. More
Series: ASM Handbook
Volume: 14A
Publisher: ASM International
Published: 01 January 2005
DOI: 10.31399/asm.hb.v14a.a0004027
EISBN: 978-1-62708-185-6
... of the principles and achievements of each of the various microstructural models, including black-box modeling, gray-box modeling, white-box modeling, and hybrid modeling. black-box modeling gray-box modeling hybrid modeling microstructure white-box modeling THE BENEFITS of microstructural refinement...
Series: ASM Handbook
Volume: 22B
Publisher: ASM International
Published: 01 November 2010
DOI: 10.31399/asm.hb.v22b.a0005519
EISBN: 978-1-62708-197-9
... associated with that. The article describes the advantages and disadvantages of various finite-element modeling approaches, namely, transient models, continuous cutting model, steady-state model, hybrid model, two-dimensional models, and three-dimensional models. It discusses flow stress measurements using...
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Published: 01 December 2009
Fig. 22 Hybrid (macro-micro) and macroscopic model predictions of engineering stress-strain curves for m = 3, N = 100 cav/mm 2 , and various values of η. Source: Ref 47 More
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Published: 01 January 2001
Fig. 9 MultiMatic PNGV hybrid material body in white finite-element model. Source: Ref 7 More
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Published: 30 June 2023
Fig. 3 Simplified hybrid blockchain model. SSI, simple sensor interface More
Series: ASM Handbook
Volume: 22A
Publisher: ASM International
Published: 01 December 2009
DOI: 10.31399/asm.hb.v22a.a0005421
EISBN: 978-1-62708-196-2
... Abstract This article focuses on the modeling and simulation of cavitation phenomena. It summarizes the experimental observations of cavitation and reviews the modeling of cavity nucleation and growth. The article discusses the modeling of the cavity growth based on mesoscale and microscale...
Series: ASM Handbook
Volume: 24A
Publisher: ASM International
Published: 30 June 2023
DOI: 10.31399/asm.hb.v24A.a0006975
EISBN: 978-1-62708-439-0
... ) for a moving heat source. This method is shown to successfully avoid keyhole welding for simple bead-on-plate geometries. The authors plan to further tune the model based on experimental measurements ( Ref 42 ). A hybrid control model has also been shown to be effective. The Eagar and Tsai model ( Ref 43...
Series: ASM Handbook
Volume: 6A
Publisher: ASM International
Published: 31 October 2011
DOI: 10.31399/asm.hb.v06a.a0005636
EISBN: 978-1-62708-174-0
... Abstract This article provides a comprehensive review and critical assessment of numerical modeling of heat and mass transfer in fusion welding. The different fusion welding processes are gas tungsten arc welding, gas metal arc welding, laser welding, electron beam welding, and laser-arc hybrid...
Series: ASM Handbook
Volume: 18
Publisher: ASM International
Published: 31 December 2017
DOI: 10.31399/asm.hb.v18.a0006421
EISBN: 978-1-62708-192-4
... design approaches such as laser patterning and dimpling. Laser-surface modification of novel materials, such as high-entropy alloys and metallic glasses, is explored. The article provides an overview of hybrid techniques involving laser as a secondary tool, as well as a discussion on the improved...
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Published: 01 January 2005
Fig. 10 Microstructural evolution during recrystallization simulated using a hybrid Monte Carlo-Potts cellular automaton model; the white grains are recrystallized. Source: Ref 23 More
Series: ASM Handbook
Volume: 22A
Publisher: ASM International
Published: 01 December 2009
DOI: 10.31399/asm.hb.v22a.a0005432
EISBN: 978-1-62708-196-2
... curvature-driven boundary migration (grain growth) and thereby to incorporate several grain topology models in the one simulation, unlike hybrid models ( Ref 41 ) that combine Monte Carlo and CA approaches. Thus, CA algorithms are relatively well developed, and with the introduction of scalable CA ( Ref...
Series: ASM Handbook
Volume: 14B
Publisher: ASM International
Published: 01 January 2006
DOI: 10.31399/asm.hb.v14b.a0009153
EISBN: 978-1-62708-186-3
... the machines and equipment used in the process and describes the process parameters, process mechanics, and process limits. It illustrates multistage forming strategies and summarizes difficulties that exist with regard to the finite-element process simulation of ISF process. The article also describes hybrid...
Series: ASM Handbook Archive
Volume: 11
Publisher: ASM International
Published: 01 January 2002
DOI: 10.31399/asm.hb.v11.a0003572
EISBN: 978-1-62708-180-1
.... 20 is for the calculated values as per an equation (developed in Ref 59 ), which fit reasonably well. However, the model did not consider the possibility of mutual interaction of the constituents causing a deviation in the wear resistance of a hybrid composite based on the rule of mixture...
Series: ASM Handbook
Volume: 6A
Publisher: ASM International
Published: 31 October 2011
DOI: 10.31399/asm.hb.v06a.a0005600
EISBN: 978-1-62708-174-0
... Abstract Hybrid laser arc welding (HLAW) is a metal joining process that combines laser beam welding (LBW) and arc welding in the same weld pool. This article provides a discussion on the major process variables for two modes of operation of HLAW, namely, stabilization mode and penetration mode...
Series: ASM Handbook
Volume: 11B
Publisher: ASM International
Published: 15 May 2022
DOI: 10.31399/asm.hb.v11B.a0006869
EISBN: 978-1-62708-395-9
... a theoretical synthesis of the literature regarding the wear mechanisms of: Particulate-filled polymers Short fiber–reinforced polymers (SFRPs) Polymers with continuous fibers Mixed reinforcements (either with fiber and filler or with two types of fillers known as hybrid composites) and fabrics...
Series: ASM Handbook
Volume: 24A
Publisher: ASM International
Published: 30 June 2023
DOI: 10.31399/asm.hb.v24A.a0006980
EISBN: 978-1-62708-439-0
.... Fafenrot S. , Grimmelsmann N. , Wortmann M. , and Ehrmann A. , Three-Dimensional (3D) Printing of Polymer-Metal Hybrid Materials by Fused Deposition Modeling , Materials , Vol 10 (No. 10 ), 2017 10.3390/ma10101199 14. Pham D.T. , Dimov S. , and Lacan F...
Series: ASM Handbook
Volume: 24A
Publisher: ASM International
Published: 30 June 2023
DOI: 10.31399/asm.hb.v24A.a0006961
EISBN: 978-1-62708-439-0
... network, the private network can audit the transaction of shared data. Fig. 3 Simplified hybrid blockchain model. SSI, simple sensor interface Opportunities for International Organizations The application of blockchain in the manufacturing industry has presented opportunities...
Series: ASM Handbook
Volume: 22A
Publisher: ASM International
Published: 01 December 2009
DOI: 10.31399/asm.hb.v22a.a0005428
EISBN: 978-1-62708-196-2
... Abstract The misorientation of a boundary of a growing grain is defined not only by its crystallography but also by the crystallography of the grain into which it is growing. This article focuses on the Monte Carlo Potts model that is typically used to model grain growth, Zener-Smith pinning...