A multi-layer CNN-GRUSKIP model based on transformer for spatial: temporal traffic flow prediction by Mohammad Ata, Karimeh Ibrahim, Hassan, Mohd Khair, Ismaeel, Ayad Ghany, Al-Haddad, Syed Abdul Rahman, Alquthami, Thamer‎, Alani, Sameer

“…The model comprises (1) the specialized CNN feature extraction, (2) the GRU-SKIP enhanced long-temporal module adept at capturing extended patterns, (3) a transformer module employing encoder-decoder and multi-attention mechanisms to hone prediction accuracy and trim model complexity, and (4) a bespoke prediction module. …”
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Instability analysis of rainfall-induced landslides using hydro-mechanically coupled model by Kim, Yongmin, Jeong, Sangseom, Lee, Kwangwoo

“…The slope failures occurred on the surficial layer-bedrock interface, which shows good agreement with the actual failure zone. Through comparisons with field investigations, the presented method reasonably identified the potential zone of landslide initiation as compared with a limit equilibrium method. …”
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Calling for validation: demonstrating the use of mobile phone data to validate integrated land use transportation models by Jiang, Shan, Viña-Arias, Laura, Zegras, Christopher, Ferreira, Joseph, Gonzalez, Marta

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Mechanics of fracture and flexure in Antarctic ice sheets and ice shelves by Zhang, H

“…The model suggests that tidal flexural stress significantly contributes to hydrofracturing in the grounding zones, and aligns well with remotely sensed data from the Amery Ice Shelf grounding zone.…”

Structural and metamorphic architecture of the Zanskar Himalaya, Suru Valley region, NW India: Implications for the evolution of the Himalayan metamorphic core by Cawood, IP, St-Onge, MR, Weller, OM, Searle, MP, Waters, DJ, Ahmad, T

“…D3 fabrics, associated with movement on the Zanskar Shear Zone, were temporally continuous with crenulation and mesoscale folding, recording progressive kilometer-scale backfolding and backthrusting toward the NE between the Greater Himalayan Sequence−Tethyan Himalayan Sequence and the adjacent Indus Suture Zone. …”

School Management System (SPS): factors affecting school effectiveness by Wan Mahmud, Wan Marfazila, Ab.Jalil, Habibah

“…This research was done for four districts which had been chosen at random, according to the states and zones in Peninsular Malaysia including Central Zone (Petaling Perdana district, Selangor), North Zone (North East district, Penang), East Zone (Kota Bahru district, Kelantan) and South district (Johor Bahru district, Johor). …”
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Using density dependent approach for simulation and control of seawater intrusion into coastal aquifers by Saad Nusari, Mohammed Saleh

“…The growth and decay of the mixing zone showed a narrow mixing zone occurred when freshwater inflow rate was high. …”
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Saudi Arabia: Between Radicalisation and Terrorism by Nidaa Abu-Ali

“…Instead Saudi militants are travelling to other conflict zones to fight.…”
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Coseismic reverse- and oblique-slip surface faulting generated by the 2008 Mw 7.9 Wenchuan earthquake, China by Yu, Guihua., Chen, Guihua., Klinger, Yann., Xu, Xiwei., Wen, Xueze., Hubbard, Judith., Shaw, John H.

“…This earthquake generated a 240-km-long surface rupture zone along the Beichuan fault and an additional 72-km-long surface rupture zone along the Pengguan fault. …”
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Effect of turbine motion on floating off shore wind turbine aerodynamics by Tignol, Bo Junior

“…Finally, future work should also further hone in on the inclusion of LES at different freestream wind and surge and pitch combinations to explore the potential formation of complex wake states, as well as the investigation of in-sync and out-of-sync joint pitch-and-surge cases to explore the occurrence of any nonlinear aerodynamic interactions.…”
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Envisioning Water: Sustainability and Future-Making in Dubai and Los Angeles by Christidi, Nadia

“…Treating sustainability as a “boundary object” that is shared but viewed differently by actors enables me to hone in on the interests and forces - sometimes countervailing - that shape sustainability projects. …”
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Effects of groundwater flow on the stability of an underground rock cavern by Natarajan Saravanan

“…The study incorporated the effects of joint geometry and their degree of interconnectivity, fault zones under static and fluctuating groundwater tables.…”
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A Slip Gap of the 2016 Mw 6.6 Muji, Xinjiang, China, Earthquake Inferred from Sentinel‐1 TOPS Interferometry by Feng, Wanpeng, Tian, Yunfeng, Zhang, Yong, Samsonov, Sergey, Almeida, Rafael, Liu, Peng

“…The inverted best‐fitting coseismic slip model in this study shows that the mainshock was a right‐lateral strike‐slip rupture on the western segment of the Muji fault, with an optimal dip angle of 80°±4°. Two separated slip zones exist in the coseismic slip model, with the maximum slip of 1.6 m located in the western slip zone. …”
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Analysis of underground excavation in rocks by Tang, Zhu Min

“…Another deterministic approach by Duncan Fama is used to find out the radius of the yielded zone (plastic zone) and the tunnel wall displacements for a circular tunnel subject to internal pressure and far field stresses. …”
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Flow structures in evolving scour holes caused by a plunging jet downstream of a weir by Si, Jin-Hua, Lim, Siow-Yong, Wang, Xi-Kun

“…As the scour hole developed, the regions of significant TKE moved successively away from the bed with a reduction in scour rate. The plunging jet zone had negative Reynolds shear stress (RSS), and absolute values there were larger than in other zones in the scour hole. …”
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Diffusion of polyethylene oxide in montmorillonite : single molecule study of polymer nanocomposite by Jefri Sanusi Teguh

“…Slower diffusion was expected due to the presence of depletion zone near the crystal which was confirmed by AFM measurement. …”
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Trajectories of interferon-gamma release assay results over two years in independent cohorts from China, South Africa, Tanzania, and the United States by Chen, C, Xue, H, Horsburgh, CR, Amour, M, Hatherill, M, Tameris, M, von Reyn, CF, Rees, C, Shen, Y, McShane, H, García-Basteiro, AL, Liu, D, Wang, Y, Nathavitharana, RR, Graviss, EA, Shao, Y, Liu, Q, Lu, W, Zhu, L, Martinez, L

“…Recent studies quantifying ‘uncertainty zones’ of interferon-gamma release assays (IGRA) provide a more stringent estimate of reversion, potentially indicating clearance.…”

MULTIVARIATE DATA ANALYSIS / by Hair, Joseph F., Jr., 1944-, author 644188, Black, William C., 1951-, author 656112, Babin, Barry J., author 191657, Anderson, Rolph E., author 185591

“…The eighth edition incorporates pivotal advances in technology that will assist students in gaining a firm understanding of statistical and managerial principles so as to develop a "comfort zone" not only for the statistical, but also the practical issues involved.…”
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An Investigation of the Reliability of the Taiwan Earthquake Model PSHA2015 by Wang, Yu‐Ju, Lee, Ya‐Ting, Chan, Chung‐Han, Ma, Kuo‐Fong

“…The source category disaggregation also suggested a seismic hazard over long periods in northern Taiwan due to subduction zone sources.…”
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First-principles study of the lattice dynamics of Sb2S3 by Liu, Yun, Eddie Chua, Kun Ting, Sum, Tze Chien, Gan, Chee Kwan

“…The effect of Born effective charges is taken into account using a mixed-space approach, resulting in the splitting of longitudinal and transverse optical (LO-TO) phonon branches near the zone center. Zone-center frequencies agree well with Raman scattering experiments. …”
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