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Experimental steps to extract compressive response of electrodes: ( a ) pou...
Published Online: June 13, 2024
Fig. 1 Experimental steps to extract compressive response of electrodes: ( a ) pouch cell, ( b ) pouch cover opened using X-acto knife, ( c ) jellyroll, ( d ) circular sample from cathodes sheets, ( e ) stack samples to from specimen, ( f ) specimen between platens of load frame, ( g ) specimen af... More about this image found in Experimental steps to extract compressive response of electrodes: ( a ) pou...
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Development of FE mesh from SEM-FIB images. We note that this method was ul...
Published Online: June 13, 2024
Fig. 2 Development of FE mesh from SEM-FIB images. We note that this method was ultimately judged to be unsuitable for mechanical simulations and instead the method summarized in Fig. 3 was adopted: ( a ) FIB/SEM slice images, ( b ) segmentation into particle (green), void (red), and binder (whi... More about this image found in Development of FE mesh from SEM-FIB images. We note that this method was ul...
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Five-step process to generate the RVE model: ( a ) different sized particle...
Published Online: June 13, 2024
Fig. 3 Five-step process to generate the RVE model: ( a ) different sized particle generated from the red plate, ( b ) generated particles dropping down to the yellow sloped plates, ( c ) particles start to accumulate in the lower box, ( d ) the bottom box has now filled up, forming the final RVE,... More about this image found in Five-step process to generate the RVE model: ( a ) different sized particle...
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Parametric study on particle level properties: ( a ) effects of elastic mod...
Published Online: June 13, 2024
Fig. 5 Parametric study on particle level properties: ( a ) effects of elastic modulus, ( b ) effects of initial yield stress, ( c ) effects of friction between particles, and (d) effects of changing maximum radius of particles More about this image found in Parametric study on particle level properties: ( a ) effects of elastic mod...
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Journal Articles
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DNN flowchart for solving DIS partial differential equations for hollow-cyl...
Published Online: June 7, 2024
Fig. 2 DNN flowchart for solving DIS partial differential equations for hollow-cylindrical electrodes. The input of the neural network is the spatiotemporal coordinates [ x , t ], and the output is the concentration and displacement. The loss function consists of the PDE, initial, and boundary co... More about this image found in DNN flowchart for solving DIS partial differential equations for hollow-cyl...
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Spatial distribution of ( a ) the lithium concentration and ( b ) the displ...
Published Online: June 7, 2024
Fig. 3 Spatial distribution of ( a ) the lithium concentration and ( b ) the displacement in a hollow-cylindrical electrode. The solid lines represent the numerical results from the finite element simulation; the dotted lines represent the numerical results from the DNN calculation with R pde : ... More about this image found in Spatial distribution of ( a ) the lithium concentration and ( b ) the displ...
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Variation of the loss function with the number of training points for two d...
Published Online: June 7, 2024
Fig. 4 Variation of the loss function with the number of training points for two different ratios of R pde : R bc : R ic = 5000:500:200 and 7500:750:300. The numerical values of the loss function values for both the equilibrium equation and diffusion equation are illustrated. More about this image found in Variation of the loss function with the number of training points for two d...
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Spatial distributions of ( a ) the lithium concentration and ( b ) the disp...
Published Online: June 7, 2024
Fig. 5 Spatial distributions of ( a ) the lithium concentration and ( b ) the displacement in the hollow-cylindrical electrode with stress-limited diffusion for different ratios of R 2 / R 1 . The ratios of R pde : R bc : R ic are 5000:500:200 for deep learning. For comparison, the results... More about this image found in Spatial distributions of ( a ) the lithium concentration and ( b ) the disp...
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( a ) Spatial distribution of the axial stress at different instants, and (...
Published Online: June 7, 2024
Fig. 6 ( a ) Spatial distribution of the axial stress at different instants, and ( b ) temporal variation of the axial reaction force F zz for R pde : R bc : R ic = 7500:750:300. The solid lines represent the numerical results from the finite element simulation, and the dotted lines repres... More about this image found in ( a ) Spatial distribution of the axial stress at different instants, and (...
Journal Articles
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( a ) Schematic of a PLD method for thin film deposition and ( b ) schemati...
Published Online: June 7, 2024
Fig. 1 ( a ) Schematic of a PLD method for thin film deposition and ( b ) schematic representation of a symmetric cell used in the present study for the supercapacitor properties measurements [ 43 ]. The Ti plates on both sides of the electrolyte-soaked separator are coated with electrically condu... More about this image found in ( a ) Schematic of a PLD method for thin film deposition and ( b ) schemati...
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XRD patterns of TiNO deposited at different temperatures. The peaks indexed...
Published Online: June 7, 2024
Fig. 2 XRD patterns of TiNO deposited at different temperatures. The peaks indexed s belong to the polycrystalline Ti substrate. The unit cells of the TiN and Ti are shown schematically with the red, green, and blue arrows indicating a -, b -, and c -axis, respectively. More about this image found in XRD patterns of TiNO deposited at different temperatures. The peaks indexed...
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Schematic representation of the polyhedral domain structure of TiNO (TiN-11...
Published Online: June 7, 2024
Fig. 3 Schematic representation of the polyhedral domain structure of TiNO (TiN-111) deposited on polycrystalline Ti substrate (Ti-200): ( a ) side view along the a -direction, ( b ) side view along the b -direction, ( c ) isometric view, all with reference to a unit cell thick layer of the Ti p... More about this image found in Schematic representation of the polyhedral domain structure of TiNO (TiN-11...
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The XPS spectra recorded for the TiNO films deposited at different temperat...
Published Online: June 7, 2024
Fig. 4 The XPS spectra recorded for the TiNO films deposited at different temperatures: ( a ) general survey, ( b ) deconvoluted high-resolution Ti 2p core level, ( c ) O 1s core level, and ( d ) molecular fractions of TiN, TiNO, and TiO 2 in the various samples as a function of the deposition te... More about this image found in The XPS spectra recorded for the TiNO films deposited at different temperat...
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