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Physics-integrated neural networks for improved mineral volumes and porosity estimation from geophysical well logs 被引量:1
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作者 Prasad Pothana Kegang Ling 《Energy Geoscience》 2025年第2期394-410,共17页
Accurate estimation of mineralogy from geophysical well logs is crucial for characterizing geological formations,particularly in hydrocarbon exploration,CO_(2) sequestration,and geothermal energy development.Current t... Accurate estimation of mineralogy from geophysical well logs is crucial for characterizing geological formations,particularly in hydrocarbon exploration,CO_(2) sequestration,and geothermal energy development.Current techniques,such as multimineral petrophysical analysis,offer details into mineralogical distribution.However,it is inherently time-intensive and demands substantial geological expertise for accurate model evaluation.Furthermore,traditional machine learning techniques often struggle to predict mineralogy accurately and sometimes produce estimations that violate fundamental physical principles.To address this,we present a new approach using Physics-Integrated Neural Networks(PINNs),that combines data-driven learning with domain-specific physical constraints,embedding petrophysical relationships directly into the neural network architecture.This approach enforces that predictions adhere to physical laws.The methodology is applied to the Broom Creek Deep Saline aquifer,a CO_(2) sequestration site in the Williston Basin,to predict the volumes of key mineral constituents—quartz,dolomite,feldspar,anhydrite,illite—along with porosity.Compared to traditional artificial neural networks (ANN),the PINN approach demonstrates higher accuracy and better generalizability,significantly enhancing predictive performance on unseen well datasets.The average mean error across the three blind wells is 0.123 for ANN and 0.042 for PINN,highlighting the superior accuracy of the PINN approach.This method reduces uncertainties in reservoir characterization by improving the reliability of mineralogy and porosity predictions,providing a more robust tool for decision-making in various subsurface geoscience applications. 展开更多
关键词 Physics integrated neural networks PETROPHYSICS Well logs Oil and gas Reservoir characterization MINERALOGY Machine learning
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Reform of Public Physical education Reform in Universities under the Integration of Sports and Education
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作者 XIANGFuyong LIJinchuanQIUHui 《外文科技期刊数据库(文摘版)教育科学》 2022年第2期186-190,共5页
In constantly creating a new situation in the development of sports undertakings in China, under the background of accelerating the construction of a strong sports country, using the literature entation method, logic ... In constantly creating a new situation in the development of sports undertakings in China, under the background of accelerating the construction of a strong sports country, using the literature entation method, logic analysis method and other methods, Based on the integration of sports and education. The reform of public physical education in China, from the curriculum reform system, curriculum cultural connotation, curriculum teaching setting, curriculum teaching method and sports injury accident, combining with the new educational concept of the integration of sports and education. With the principle of "enjoy fun, enhance physical fitness, perfect personality, temper the will", put forward the five improvements of university sports reform in china, namely: to build a characteristic curriculum reform system, strengthen the foundation of physical education teaching, attach importance to cultivating people by virtue, enrich the campus sports culture and develop the high-quality course content, stimulate students' interest in sports and innovate the sports teaching mode, improve students' physical health and improve laws and regulations, break down the shackles of physical education teaching, and provides a certain theoretical basis for the reform of public sports courses in colleges and universities. 展开更多
关键词 integration of physical education UNIVERSITY public physical education class curriculum reform
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Research on the Reform and Development Path of School Physical Education under the Concept of Integration of Physical Education and Education
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作者 GUAN Jihui GUAN Yongsheng +1 位作者 WANG Zhiguang XIA Wenlong 《外文科技期刊数据库(文摘版)教育科学》 2021年第9期130-133,共6页
The concept of integration of physical education and teaching is the overall deployment and top-level design of China's education and physical education work in the new era. This paper combines the formation and d... The concept of integration of physical education and teaching is the overall deployment and top-level design of China's education and physical education work in the new era. This paper combines the formation and development of integration of physical education and teaching, and analyzes the reform and development goal of school physical education and the path of school physical education reform and development by using the methods of literature review and logical analysis. The research results are as follows: the goal of school physical education reform and development should be higher in political stance, should promote the all-round development of students' physical and mental health, and should be geared to the needs of all students' physical education participation. The contents of the reform should scientifically grasp the concept of running a school, pay attention to the construction of a high-level teaching staff, innovate the sports competition model, establish an evaluation mechanism, actively explore a new model of physical education, and deepen the integration of physical education and health courses for young and middle-aged students. 展开更多
关键词 integration of physical education and education school physical education development path REFORM
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U-Net Models for Representing Wind Stress Anomalies over the Tropical Pacific and Their Integrations with an Intermediate Coupled Model for ENSO Studies 被引量:2
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作者 Shuangying Du Rong-Hua Zhang 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第7期1403-1416,共14页
El Niño-Southern Oscillation(ENSO)is the strongest interannual climate mode influencing the coupled ocean-atmosphere system in the tropical Pacific,and numerous dynamical and statistical models have been develope... El Niño-Southern Oscillation(ENSO)is the strongest interannual climate mode influencing the coupled ocean-atmosphere system in the tropical Pacific,and numerous dynamical and statistical models have been developed to simulate and predict it.In some simplified coupled ocean-atmosphere models,the relationship between sea surface temperature(SST)anomalies and wind stress(τ)anomalies can be constructed by statistical methods,such as singular value decomposition(SVD).In recent years,the applications of artificial intelligence(AI)to climate modeling have shown promising prospects,and the integrations of AI-based models with dynamical models are active areas of research.This study constructs U-Net models for representing the relationship between SSTAs andτanomalies in the tropical Pacific;the UNet-derivedτmodel,denoted asτUNet,is then used to replace the original SVD-basedτmodel of an intermediate coupled model(ICM),forming a newly AI-integrated ICM,referred to as ICM-UNet.The simulation results obtained from ICM-UNet demonstrate their ability to represent the spatiotemporal variability of oceanic and atmospheric anomaly fields in the equatorial Pacific.In the ocean-only case study,theτUNet-derived wind stress anomaly fields are used to force the ocean component of the ICM,the results of which also indicate reasonable simulations of typical ENSO events.These results demonstrate the feasibility of integrating an AI-derived model with a physics-based dynamical model for ENSO modeling studies.Furthermore,the successful integration of the dynamical ocean models with the AI-based atmospheric wind model provides a novel approach to ocean-atmosphere interaction modeling studies. 展开更多
关键词 U-Net models wind stress anomalies ICM integration of AI and physical components
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An Integrated Genetic,Physical and Transcript Map of Homoeologous Chromosomes 12 and 26 in Upland Cotton(Gossypium hirsutum L.) 被引量:2
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作者 KOHEL Russell J CHO Jaemin TOMKINS Jeffrey YU John Z 《棉花学报》 CSCD 北大核心 2008年第S1期22-,共1页
While Upland cotton(Gossypium hirsutum L.) represents 95% of the world production,its genetic improvement is hindered by the shortage of effective genomic tools and resources.The
关键词 An Integrated Genetic physical and Transcript Map of Homoeologous Chromosomes 12 and 26 in Upland Cotton Gossypium hirsutum L
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Simplifying the Integration of Petrophysics and Rock-Physics to Identify Hydrocarbon Bearing Rocks on Seismic
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作者 Arfan Ali Erick Alvarez 《International Journal of Geosciences》 CAS 2022年第10期951-972,共22页
A considerable effort has been made in the literature for quality assurance (QA) and quality checking (QC) of the petrophysical log data for computation of reservoir rock property parameters. Well log data plays an in... A considerable effort has been made in the literature for quality assurance (QA) and quality checking (QC) of the petrophysical log data for computation of reservoir rock property parameters. Well log data plays an integral role in building a rock physics model for quantitative interpretation (QI) work. A poor-quality rock physics model may lead to significant financial and HSSE implications by drilling wells in undesired locations. Historically, a variety of techniques have been used including histograms and cross plots for reviewing the feasibility of petrophysical logs for QI work. However, no attempt has ever been made to introduce a simplified workflow. This paper serves two-fold. It provides a simplified step by step approach for building a petrophysics/rock physics model. A case study has been presented to compare the synthetic seismogram generated from the simplified workflow with the actual seismic trace at well locations. Secondly, the paper shows how a few key cross plots and rock property parameters provide adequate information to validate petrophysical data, distinguish overburden and reservoir sections, and to help identify fluids and saturation trends within the reservoir sands. In the mentioned case study, the robustness of the simplified rock physics model has helped seismic data to successfully distinguish hydrocarbon bearing reservoir sands from non-reservoir shales. 展开更多
关键词 Petrophysics-Rock Physics integration Rock Physics Model Quantitative Interpretation Simplified Workflow Seismic to Well Tie
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Hidden Properties of Mathematical Physics Equations. Double Solutions. The Realization of Integrable Structures. Emergence of Physical Structures and Observable Formations
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作者 L. I. Petrova 《Journal of Applied Mathematics and Physics》 2020年第7期1255-1262,共8页
With the help of skew-symmetric differential forms the hidden properties of the mathematical physics equations are revealed. It is shown that the equations of mathematical physics can describe the emergence of various... With the help of skew-symmetric differential forms the hidden properties of the mathematical physics equations are revealed. It is shown that the equations of mathematical physics can describe the emergence of various structures and formations such as waves, vortices, turbulent pulsations and others. Such properties of the mathematical physics equations, which are hidden (they appear only in the process of solving these equations), depend on the consistency of derivatives in partial differential equations and on the consistency of equations, if the equations of mathematical physics are a set of equations. This is due to the integrability of mathematical physics equations. It is shown that the equations of mathematical physics can have double solutions, namely, the solutions on the original coordinate space and the solutions on integrable structures that are realized discretely (due to any degrees of freedom). The transition from the solutions of the first type to one of the second type describes discrete transitions and the processes of origin of various structures and observable formations. Only mathematical physics equations, on what no additional conditions such as the integrability conditions are imposed, can possess such properties. The results of the present paper were obtained with the help of skew-symmetric differential forms. 展开更多
关键词 Integrability of Mathematical Physics Equations Double Solutions Integrable Structures Discrete Transitions Skew-Symmetric Differential Forms
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Smart Grid Innovations: Increasing Resilience, Security, and Sustainability in the Era of Energy Transition 被引量:1
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作者 Yixin Yu Yanli Liu Didi Yu 《Engineering》 2025年第8期1-2,共2页
The accelerating global energy transition,driven by climate imperatives and technological advancements,demands fundamen-tal transformations in power systems.Smart grids,characterized by cyber-physical integration,dist... The accelerating global energy transition,driven by climate imperatives and technological advancements,demands fundamen-tal transformations in power systems.Smart grids,characterized by cyber-physical integration,distributed renewable resources,and data-driven intelligence,have emerged as the backbone of this evolution.This convergence,however,introduces unprecedented complexities in resilience,security,stability,and market operation.This special issue presents five pivotal studies addressing these interconnected challenges,offering novel methodologies and insights to advance the efficiency,resilience,and sustainability of modern power systems. 展开更多
关键词 SECURITY SUSTAINABILITY global energy transitiondriven smart grids RESILIENCE distributed renewable resources renewable resourcesand cyber physical integration
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Field Durability of Yorkool^(█) LN Nets in the Benin Republic
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作者 I.B.Ahogni R.Y.Aikpon +13 位作者 R.A.Osse J.F.Dagnon R.Govoetchan R.H.Attolou A.Agbevo R.Azondekon C.Z.Koukpo V.Gnanguenon H.Sagbohan C.Kpanou F.Tokponon B.Akinro G.G.Padonou M.C.Akogbeto 《Advances in Entomology》 2020年第1期72-92,共21页
Context: Recent publications on WHO recommended methods for estimating the survival of LLINs are good guidelines for assessing the performance of long-lasting insecticidal nets (LLINs). Thus, this field trial study wa... Context: Recent publications on WHO recommended methods for estimating the survival of LLINs are good guidelines for assessing the performance of long-lasting insecticidal nets (LLINs). Thus, this field trial study was undertaken to evaluate the durability of the Yorkool? LN mosquito net distributed during the 2017 campaign in Benin. Methods: The monitoring of Yorkool? LN nets was carried out in two districts (Djougou III and Barienou) in Djougou, department of Donga, northern Benin from October 2017 to March 2019. A representative sample of 250 households that had received the Yorkool? LN polyester LLINs during the 2017 campaign was selected in the rural and urban areas of each district and monitored for 6, 12 and 18 months. An evaluation of the survival of Yorkool? LN nets was conducted based on the rate of loss and physical condition of the surviving nets as measured by the proportional hole index (pHI). Finally, the chemical efficacy of these LLINs during each period was determined using the WHO cone tests. Results: Survival of Yorkool? LN nets was similar in both rural and urban areas, although there was a difference in survival between the 6-month (95.3%), 12-month (89.7%), and 18-month follow-up periods (74.4%). A difference in survival was also observed between the NetCalc model (84%) compared to the Yorkool? LN nets of this study (74.4%). The attrition rate was 29.6% for LLINs at 18 months. Surprisingly, the physical integrity of the LLINs was minimally affected in the municipality. Indeed, the proportion of mosquito nets in good condition without a hole was 51.8% compared to 56.8% with a hole after 18 months. Only 7.8% of the LLINs in the two districts were damaged compared to 2.6% which needed to be replaced. The washing frequency, location of the LLINs and the frequency of use are some factors contributing to the appearance of the holes in LLINs. The bio-efficacy results of LLINs based on the cone test were good with mortality rates of 74%, 66%, 72% and 58% respectively after baseline, 6, 12 and 18 months of use. Conclusions: The observed differences in the survival of Yorkool? LN nets are due to community living conditions and movements and not to the equipment used to manufacture LLINs. However, the estimated median survival has shown that Yorkool? LN nets would have an average lifespan of 2 years 8 months despite their fairly good physical condition. These results may be useful to the National Malaria Control Program (NMCP) during the period of replacement of these nets on the field. 展开更多
关键词 DURABILITY Yorkool^(█) LN LLINs SURVIVAL physical Integrity Bio-Efficacy
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Device Physics Research for Submicron and Deep Submicron Space Microelectronics Devices and Integrated Circuits
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作者 Huang Chang, Yang Yinghua, Yu Shan, Zhang Xing, Xu Jun, Lu Quan, Chen Da 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1992年第4期3-4,6-2,共4页
Device physics research for submicron and deep submicron space microelectronics devices and integrated circuits will be described in three topics.1.Thin film submicron and deep submicron SOS / CMOS devices and integra... Device physics research for submicron and deep submicron space microelectronics devices and integrated circuits will be described in three topics.1.Thin film submicron and deep submicron SOS / CMOS devices and integrated circuits.2.Deep submicron LDD CMOS devices and integrated circuits.3.C band and Ku band microwave GaAs MESFET and III-V compound hetrojunction HEM T and HBT devices and integrated circuits. 展开更多
关键词 GaAs MESFET CMOS Device Physics Research for Submicron and Deep Submicron Space Microelectronics Devices and Integrated Circuits MOSFET length
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Editorial for Special Issue on Embodied Intelligence
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作者 Wei He Chenguang Yang +3 位作者 Long Cheng Zhichuang Wang Jin Wu Luka Peternel 《Machine Intelligence Research》 2025年第4期585-587,共3页
Embodied intelligence emphasizes the synergy between body,mind,and environment,offering a powerful framework for building more adaptive and interactive intelligent systems.Over the past decade,rapid advancements in ar... Embodied intelligence emphasizes the synergy between body,mind,and environment,offering a powerful framework for building more adaptive and interactive intelligent systems.Over the past decade,rapid advancements in artificial intelligence have driven remarkable achievements in perception,planning,and control tasks,particularly through the rise of deep learning.However,embodied intelligence–the integration of AI with a physical body interacting in real environments–remains a relatively underexplored frontier.Unlike disembodied systems that rely solely on static datasets,embodied agents learn through real-time interaction with their surroundings,leveraging perception-action loops to adaptively understand and manipulate the world.Inspired by human cognition,embodied intelligence emphasizes learning by doing,thereby offering the potential to generalize knowledge across tasks,environments,and sensorimotor experiences. 展开更多
关键词 deep learninghoweverembodied intelligence PERCEPTION planning embodied intelligence interactive intelligent systemsover artificial intelligence integration ai physical body
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Consensus statement of Chinese experts on exercise prescription(2023) 被引量:1
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作者 Guoping Li Zhengzhen Wang +6 位作者 Yuefeng Hao Jinghua Qian Bo Hu Yan Wang Xijuan Luo Yu Ning Feng Lin 《Sports Medicine and Health Science》 2024年第2期200-203,共4页
Exercise prescriptions play a vital role in the prevention and treatment of chronic diseases.A consensus regarding exercise prescription is important for physical health.The“Consensus statement of Chinese experts on ... Exercise prescriptions play a vital role in the prevention and treatment of chronic diseases.A consensus regarding exercise prescription is important for physical health.The“Consensus statement of Chinese experts on exercise prescription”(hereinafter referred to as“Expert Consensus”)divides exercise prescription into two categories:fitness exercise prescription and medical exercise prescription.Traditional Chinese fitness exercises,exercise risk,exercise prescription,and basic precautions for exercise prescription are explained. 展开更多
关键词 physical medicine integration physical health integration Exercise is medicine
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AN EXPLICIT MULTI-CONSERVATION FINITE-DIFFERENCE SCHEME FOR SHALLOW-WATER-WAVE EQUATION
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作者 Bin Wang 《Journal of Computational Mathematics》 SCIE EI CSCD 2008年第3期404-409,共6页
An explicit multi-conservation finite-difference scheme for solving the spherical shallow-water-wave equation set of barotropic atmosphere has been proposed. The numerical scheme is based on a special semi-discrete fo... An explicit multi-conservation finite-difference scheme for solving the spherical shallow-water-wave equation set of barotropic atmosphere has been proposed. The numerical scheme is based on a special semi-discrete form of the equations that conserves four basic physical integrals including the total energy, total mass, total potential vorticity and total enstrophy. Numerical tests show that the new scheme performs closely like but is much more time-saving than the implicit multi-conservation scheme. 展开更多
关键词 Explicit finite difference scheme Multi-conservation Shallow-water-wave physical integral
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What Physics Can We Learn from Integrated Stokes Parameter Measurements Made with Polarized Electrons?
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作者 Timothy J.Gay 《Tsinghua Science and Technology》 SCIE EI CAS 2001年第5期458-468,483,共12页
关键词 What Physics Can We Learn from Integrated Stokes Parameter Measurements Made with Polarized Electrons WE
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