Abnormal Traffic Detection Based on Attention and Big Step Convolution by Daoquan Li, Xueqing Dong, Jie Gao, Keyong Hu

“…Finally, pooling-free convolutional neural networks are combined to extract traffic features of different depths, thus improving the defects such as local feature omission and overfitting in convolutional neural networks. …”
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Stability Prediction of Soil Slopes Based on Digital Twinning and Deep Learning by Gongfa Chen, Xiaoyu Kang, Mansheng Lin, Shuai Teng, Zongchao Liu

“…On this basis, CNN models with different network depths were compared. The results showed that the 2D CNN model with six convolutional layers had the best network prediction effect for the slope dataset. …”
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Nitrogen Loss and Migration in Rice Fields under Different Water and Fertilizer Modes by Shurong Hao, Xia Liu, Congyi Liu, Wentan Liu

“…The aim is to analyze the patterns of nitrogen degradation, loss, migration, and absorption in surface water, underground drainage, and soil leakage at different depths. The results showed the following: (1) The paddy field has a significant purification effect on aquaculture wastewater after one day of irrigation, reached at 78.55–96.06%. (2) Aquaculture wastewater irrigation increased nitrogen concentration in the plough layer, which helps rice roots absorb nitrogen and boosts plant TN. (3) In special dry years, underground seepage is the predominant method of nitrogen loss, and underground drainage nitrogen concentration peaks 2–6 days after fertilization. (4) Under aquaculture wastewater irrigation, the TN loss load of II decreased by 27.65–42.45% than FSI. …”
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Numerical and experimental evaluation of ultrasound-assisted convection enhanced delivery to transfer drugs into brain tumors by Ahmad Boroumand, Mehrnoush Mehrarya, Ashkan Ghanbarzadeh-Dagheyan, Mohammad Taghi Ahmadian

“…Numerical analysis showed that the FE model could replicate the experimental penetration depths with a mean difference value of less than 21%, and acoustic streaming plays a significant role in UCED. …”
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Diversity and structure of the stomatopod (Crustacea) community on the Amazon continental shelf by Kátia C. Araújo Silva, Israel H. A. Cintra, Déborah E. G. Martins, Fernando A. Abrunhosa

“…The stomatopods were collected at depths between 32 and 109 m, and were captured primarily on gravelly bottoms in the northern sector, and on muddy substrates in the southern sector. …”
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MODERN BASIS OF AUTOMATION OF DIAMOND DRILLING CONTROL by Marina S. Popova, Vyacheslav V. Neskoromnykh, Zakhar G. Zotov, Liu Baochang

“…Diamond drilling is one of the promising and versatile methods of well drilling, which makes it possible to achieve high drilling speeds at great depths of work. At the same time, an expensive diamond tool needs to save a resource. …”
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Contribution of Amynthas gracilis (Megascolecidae) and Octolasion cyaneum (Lumbricidae) to soil physical stability: a mesocosm experiment by Liliana Falco, Carlos Coviella

“…At the end of the experiment both treatments with earthworms had higher number of pores and stable aggregates at the two considered depths (0 - 5 cm and 5 - 10 cm). The presence of both earthworm species favors the formation of a significantly higher proportion of stable aggregates larger than 5 mm (60%), when compared to the control without worms. …”
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Non-Contact Measurement of Blood Oxygen Saturation Using Facial Video Without Reference Values by Soma Sasaki, Norihiro Sugita, Takanori Terai, Makoto Yoshizawa

“…Specifically, we used certain approaches that reduced the influence of non-pulsating components and utilized different light wavelengths of video images that penetrated subcutaneously to different depths. We experimentally investigated the accuracy of SpO2 measurements using the proposed methods. …”
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Is Core Angular Momentum Key to the Giant Dynamo? by Klaus-Peter Schröder, Renada Konstantinova-Antova

“…It remains unclear, though, which depths the giant dynamo is operating. Both concentrations of active giants in the HRD are related to stellar evolution phases with core contraction and spin-up, and presumably the dissipation of angular momentum into the convective envelope above. …”
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Assessment of Rock-Burst Hazard in Deep Layer Mining at Nikolayevskoye Field by D. V. Sidorov, M. I. Potapchuk, A. V. Sidlyar, G. A. Kursakin

“…Practical verification of the system, where local methods and tools complement regional ones, demonstrated satisfactory results at Nikolayevskoye mining plant, which makes it recommendable for other mining facilities extracting ore at great depths under similar conditions of active geodynamic processes.…”
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STRESSED STATE OF ROCKY SUBSOIL IN THE VICINITY OF A CIRCULAR SECTION HYDRAULIC ENGINEERING TUNNEL TAKING INTO ACCOUNT THE ANISOTROPY OF THE GROUND MEDIUM by D. T. Bautdinov, M. M. Dzhamaludinov

“…The determination of tangential stresses on the contour generation allows the strength of the subsoil medium to be estimated at different depths of emplacement. The calculation of extensive hydraulic engineering tunnels, constructed in strong, transversely isotropic rocky ground, is reduced to a problem of plane strain elasticity theory for a transversely isotropic medium surrounding the tunnel construction. …”
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Secondary Metabolites of Industrial Applications (Wine, Confectionery, Tea Industry, Cosmetics, etc.): Detection of Truffes by Ground Penetrating Radar by A. AYDIN, O. N. ARSLAN, E. AKYOL

“…To evaluate the efficiency of the GPR in the detection of truffes, this technique was tested on unknown area in the forest of Honaz mountain and a controlled study involving truffes that were buried at known depths. Honaz Mountain (Denizli-SW Turkey) has a mild and humid climate and it produces a rich flora in the area. …”
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Biostratigraphy and Paleoecology of the Sinjar Formation (Late Paleocene-Early Eocene) in the Dokan and Sinjar Areas, Iraq by Noor Al-Taee, Imad Ghafor, Ali Al- Juboury, David Dettman

“…Showed the correlation comparison between the biostratigraphic zones of the commonly used benthic zonal scheme around the Late Paleocene -Early Eocene in and outside of Iraq. paleoecological studies suggest that the carbonate sedimentation of the Sinjar Formation thrived in 18-25oC, with mesophotic to oligophobic light, under an oligotrophic to mesotrophic middle ramp environment with normal marine to slightly saline and at water depths from 40 - 80 m. Stable isotopic carbon (δ13C) and oxygen (δ18O) data revealed generally hot conditions with high productivity during the deposition of the Sinjar Formation accompanied by an abrupt change in paleoenvironmental conditions across the Paleocene-Eocene contact.…”
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A framework to study and predict functional trait syndromes using phylogenetic and environmental data by Pablo Sanchez‐Martinez, David D. Ackerly, Jordi Martínez‐Vilalta, Maurizio Mencuccini, Kyle G. Dexter, Todd E. Dawson

“…This conceptual framework can be employed to examine issues ranging from the evolution of trait adaptation at different phylogenetic depths to intraspecific trait variation.…”
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Random Wave-Induced Momentary Liquefaction around Rubble Mound Breakwaters with Submerged Berms by Daniele Celli, Yuzhu Li, Muk Chen Ong, Marcello Di Risio

“…For three different breakwater configurations, the liquefaction depths under random wave conditions have been compared with those cases under representative regular waves. …”
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Permeation of a Homologous Series of NBD-Labeled Fatty Amines through Lipid Bilayers: A Molecular Dynamics Study by Hugo A. L. Filipe, Luís M. S. Loura, Maria João Moreno

“…The free energy profile of NBD-Cn at different depths in the membrane was obtained from the US simulations. …”
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Recent Сladocera (Branchiopoda, Crustacea) in the taphocenoses of lakes in the Pechora River delta (Russia) by N.M. Nigmatullin, G.R. Nigamatzyanova, E.A. Valieva, L.A. Frolova

“…Overall, they are characterized by shallow depths typical of this region, low mineralization (below 200 mg/L) and water hardness, as well as high dissolved oxygen levels. …”
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Effects of cage culture of rainbow trout, Oncorhynchus mykiss on phytoplankton and zooplankton communities (Case study: Golestan Reservoir 1, Gorgan, Iran) by Javid Imanpour Namin, Kam Safarbibi, Hamid Allaf Noveirian, Korosh Amini

“…Phytoplankton, zooplankton and water samples were obtained on a monthly basis for 4 months (December, January, February and March 2016). The depths of the stations were the same. Water temperature, pH, dissolved oxygen, EC, transparency, TDS and TSS did not exhibit statistically significant differences among the stations. …”
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Study on the Influence of a Rigid Wall on Cavitation in Underwater Explosions Near the Free Surface by Jun Yu, Xianpi Zhang, Yanjie Zhao, Lunping Zhang, Jiping Chen, Yuanqing Xu

“…The aim is to understand the influence of a rigid wall on the cavitation evolution process and the cavitation collapse load, considering various charge quantities and water depths. The evolution of crucial physical qualities, such as the density, pressure, and the cavitation domain, within the flow field are analyzed and summarized. …”
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Detection and Quantification of Dam Leakages Based on Tracer Tests: A Field Case Study by Huiyang Qiu, Rui Hu, Yong Huang, Willis Gwenzi

“…Using natural tracer tests, the 48 boreholes are categorized into 4 leakage classes: (1) Class 1, high connectivity within whole borehole; (2) Class 2 high connectivity at lower depths; (3) Class 3, weaken connectivity; and (4) Class 4, safe boreholes with no connectivity. …”
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