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Extended Deep Learning Algorithm for Improved Brain Tumor Diagnosis System
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作者 M.Adimoolam K.Maithili +7 位作者 N.M.Balamurugan R.Rajkumar S.Leelavathy Raju Kannadasan Mohd Anul Haq Ilyas Khan ElSayed M.Tag El Din Arfat Ahmad Khan 《Intelligent Automation & Soft Computing》 2024年第1期33-55,共23页
At present,the prediction of brain tumors is performed using Machine Learning(ML)and Deep Learning(DL)algorithms.Although various ML and DL algorithms are adapted to predict brain tumors to some range,some concerns st... At present,the prediction of brain tumors is performed using Machine Learning(ML)and Deep Learning(DL)algorithms.Although various ML and DL algorithms are adapted to predict brain tumors to some range,some concerns still need enhancement,particularly accuracy,sensitivity,false positive and false negative,to improve the brain tumor prediction system symmetrically.Therefore,this work proposed an Extended Deep Learning Algorithm(EDLA)to measure performance parameters such as accuracy,sensitivity,and false positive and false negative rates.In addition,these iterated measures were analyzed by comparing the EDLA method with the Convolutional Neural Network(CNN)way further using the SPSS tool,and respective graphical illustrations were shown.The results were that the mean performance measures for the proposed EDLA algorithm were calculated,and those measured were accuracy(97.665%),sensitivity(97.939%),false positive(3.012%),and false negative(3.182%)for ten iterations.Whereas in the case of the CNN,the algorithm means accuracy gained was 94.287%,mean sensitivity 95.612%,mean false positive 5.328%,and mean false negative 4.756%.These results show that the proposed EDLA method has outperformed existing algorithms,including CNN,and ensures symmetrically improved parameters.Thus EDLA algorithm introduces novelty concerning its performance and particular activation function.This proposed method will be utilized effectively in brain tumor detection in a precise and accurate manner.This algorithm would apply to brain tumor diagnosis and be involved in various medical diagnoses aftermodification.If the quantity of dataset records is enormous,then themethod’s computation power has to be updated. 展开更多
关键词 Brain tumor extended deep learning algorithm convolution neural network tumor detection deep learning
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The Damaging Effects of Abstracting the Deep Aquifers’Groundwater in Jordan-Quality Constraints
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作者 Elias Salameh Ghaida Abdallat Taleb Odeh 《Journal of Geoscience and Environment Protection》 2024年第3期250-278,共29页
The deep aquifers in Jordan contain non-renewable and fossil groundwater and their extraction is quasi a mining process, which ends in the depletion of these resources. Although aquifers in the majority of groundwater... The deep aquifers in Jordan contain non-renewable and fossil groundwater and their extraction is quasi a mining process, which ends in the depletion of these resources. Although aquifers in the majority of groundwater basins in Jordan are vertically and horizontally interconnected stratification in different water quality horizons with generally increasing water salinity with the depth is observed. Many officials and planners advocate the extraction of deep salty and brackish water to be desalinated and used in household, industrial, and agricultural uses. In this article, the quality of the groundwater in the different deep aquifers and areas in Jordan is discussed. The results of this study show that the consequences of the deep groundwater exploitation are not restricted to depletion of the deep aquifers but also that the overlying fresh groundwater will, due to vertical and horizontal interconnectedness of the different aquifers, percolate down to replace the extracted deep groundwater. This will cause the down-percolating fresh groundwater to become salinized in the deep saline aquifers, which means that extracting the deep brackish and saline groundwater is not only an emptying process of the deep groundwater but also it is an emptying process of the fresh groundwater overlying them. The results allow to conclude that any extraction of the deep groundwater in areas lying to the north of Ras en Naqab Escarpment will have damaging impacts on the fresh groundwater in the overlying fresh groundwater aquifers. This article strongly advises not to extract the deep brackish and saline groundwater, but to conserve that groundwater as a base supporting the overlying fresh groundwater resources, and that will help in protecting the thermal mineralized water springs used in spas originating from these deep aquifers. The increasing water needs of the country can be covered by the desalination of seawater at Aqaba, which is the only viable option for Jordan at present and in the coming decades. 展开更多
关键词 Groundwater Salinity Sources of Salinity interconnectedness of aquifers absurdity of deep Groundwater exploitation
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Key Technology Research on the Efficient Exploitation and Comprehensive Utilization of Resources in the Deep Jinchuan Nickel Deposit 被引量:6
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作者 Zhiqiang Yang 《Engineering》 SCIE EI 2017年第4期559-566,共8页
To understand the resource features and geology in the deep Jinchuan nickel deposit, difficult geological conditions were systematically analyzed, including high stress, fragmentized ore rock, prevalent deformation, d... To understand the resource features and geology in the deep Jinchuan nickel deposit, difficult geological conditions were systematically analyzed, including high stress, fragmentized ore rock, prevalent deformation, difficult tunnel support, complicated rock mechanics, and low mining recovery. An integrated technology package was built for safe, efficient, and continuous mining in a deep, massive, and complex nickel and cobalt mine. This was done by the invention of a large-area continuous mining method with honeycomb drives; the establishment of ground control theory and a technology package for high-stress and fragmented ore rock: and the development of a new type of backfilling cement material, along with a deep backfilling technology that comprises the pipeline transport of high-density slurry with coarse aggregates. In this way, good solutions to existing problems were found to permit the efficient exploitation and comprehensive utilization of the resources in the deep Jinchuan nickel mine. In addition, a technological demonstration in an underground mine was performed using the cemented undercut-and-fill mining method for stressful, frag- mented, and rheological rock. 展开更多
关键词 deep mining Efficient exploitation Comprehensive utilization Key technology
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Assessment of deep groundwater over-exploitation in the North China Plain 被引量:7
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作者 Jiansheng Shi Zhao Wang Zhaoji Zhang Yuhong Fei Yasong Li Feng'e Zhang Jingsheng Chen Yong Qian 《Geoscience Frontiers》 SCIE CAS 2011年第4期593-598,共6页
A series of environmental—geological problems have been caused by over-exploitation of deep groundwater(i.e.,confined aquifer water) in the North China Plain.In order to better understand the status of deep groundw... A series of environmental—geological problems have been caused by over-exploitation of deep groundwater(i.e.,confined aquifer water) in the North China Plain.In order to better understand the status of deep groundwater over-exploitation and the resultant environmental—geological problems on a regional scale,the over-exploitation of groundwater has been assessed by way of the groundwater exploitation potential coefficient(i.e.,the ratio of exploitable amount of deep groundwater to current exploitation), cumulative land subsidence,and long-term average lowering rate of the groundwater table.There is a good correlation among the results calculated by the different methods.On a regional scale,deep groundwater has been over-exploited and there is no further exploitation potential under the current conditions.The groundwater exploitation degree index takes the exploitation in 2003 as the reference for the calculations, so the results mainly reflect the degree of current groundwater exploitation.The results of over-exploitation of deep groundwater obtained by land subsidence data and long-term average rate of depression of the water table mainly reflect environmental—geological problems caused by exploitation of deep groundwater. 展开更多
关键词 North China Plain deep groundwater assessment of over-exploitation Land subsidence Water table depression
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The environmental negative effect for exploitation of the deep groundwater in mining area
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《Global Geology》 1998年第1期7-7,共1页
关键词 deep the environmental negative effect for exploitation of the deep groundwater in mining area
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The Hydrogeological Consequences of the Proposed Extraction of the Deep Groundwater in Jordan 被引量:2
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作者 Elias Salameh 《Journal of Geoscience and Environment Protection》 2021年第8期111-128,共18页
Many officials and planners in Jordan have advocated in the last decade extracting the deep brackish, thermal, and salty groundwater resources, desalinate them, and use them for household water supplies. Generally, su... Many officials and planners in Jordan have advocated in the last decade extracting the deep brackish, thermal, and salty groundwater resources, desalinate them, and use them for household water supplies. Generally, such groundwater is non-renewable and is found in aquifers underlying fresh renewable groundwater bodies building the base support for them. The deep groundwater feeds the thermal mineralized springs issuing along the eastern escarpment of the Dead Sea-Jordan Rift Valley used for therapeutic purposes. In this article, the geologic set-up of the aquifer series underlying the different parts of the country is outlined to illustrate that all such aquifers extending from ground surface to the impermeable granitic Basement Complex are, in the majority of areas, directly or indirectly interconnected and that extractions from any aquifer, shallow or deep, are effectively taken from the same stock of the groundwater body. Hence, it is concluded that advocating the extraction of the deep salty or brackish groundwater is quasi extracting the same amount of groundwater from the overlying, shallower fresh water aquifers. The deep groundwater issues along the eastern escarpment of the Jordan Rift Valley and is used in household supplies, in irrigation and in spas as curative agent. In addition, the intended use of the deep groundwater to be extracted according to the suggested policy in household supplies requiring desalination, which is a costly unnecessary process accompanied with rigorous environmental ramifications of disposing off the desalination brines. 展开更多
关键词 exploitation Implications deep Groundwater Shallow Groundwater interconnectedness DESaLinaTION JORDaN
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Extended (G'/G) Method Applied to the Modified Non-Linear Schrodinger Equation in the Case of Ocean Rogue Waves
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作者 Atock A. Nwatchok Stéphane Daika Augustin Mbane Biouélé César 《Open Journal of Marine Science》 2014年第4期246-256,共11页
The existence of rogue (or freak) waves is now universally recognized and material proofs on the extent of damage caused by these ocean’s phenomena are available. Marine observations as well as laboratory experiments... The existence of rogue (or freak) waves is now universally recognized and material proofs on the extent of damage caused by these ocean’s phenomena are available. Marine observations as well as laboratory experiments show exactly that rogue waves occur in deep and shallow water. To study the behavior of freak waves in terms of their space and time evolution, that is, their motion and also in terms of mechanical transformations that these systems may suffer in their dealings with other systems, we derive a modified nonlinear Schr&oumldinger equation modeling the propagation of rogue waves in deep water in order to seek analytic solutions of this nonlinear partial differential equation by using generalized extended G'/G-expansion method with the aid of mathematica. Particular attentions have been paid to the behavior of rogue wave’s amplitude which highlights rogue wave’s destructive power. 展开更多
关键词 deep Water Generalized extendED G'/G-Expansion METHOD Rogue WaVES
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Development of an ultra-high-pressure rotary combined dynamic seal and experimental study on its sealing performance in deep energy mining conditions 被引量:5
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作者 Wei Huang Gan Feng +3 位作者 Hui-Lan He Jian-Zhong Chen Jiu-Quan Wang Zhao Zhao 《Petroleum Science》 SCIE CAS CSCD 2022年第3期1305-1321,共17页
With the continuous development of deep oil and gas,minerals,geothermal resources,and other resources,there are increasingly more stringent requirements for equipment.In particular,the ultra-highpressure dynamic seals... With the continuous development of deep oil and gas,minerals,geothermal resources,and other resources,there are increasingly more stringent requirements for equipment.In particular,the ultra-highpressure dynamic seals of deep mining device need to be developed.Therefore,considering the use of dynamic seals in unique deep mining environments,an ultra-high-pressure rotating combined dynamic seal was designed and developed and its sealing performance was experimentally measured and analyzed.The results show that the experimental device can operate stably under a pressure of up to150 MPa and a rotating speed of 76 r/min,and can also operate normally under a rotating speed of up to 140 r/min and a sealing pressure of 120 MPa.During the operation of the ultra-high-pressure rotating combined dynamic seal,the sealing ring does not show obvious damage,which vouches for its sealing performance.No leakage of flow and pressure was detected in the all seal structures within the sealing pressure range of 0-150 MPa.Therefore,the dynamic sealing performance of the device is intact under ultra-high-pressure conditions and can be applied in deep mining environments at a certain depth.The research and development of this device can aid future deep energy exploration and exploitation. 展开更多
关键词 deep energy exploitation Ultra-high-pressure Rotating combination dynamic seal Development of test equipment
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Deep original information preservation by applying in-situ film formation technology during coring 被引量:1
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作者 Liang-Yu Zhu Tao Liu +7 位作者 Zhi-Yu Zhao Yi-Fan Wu Dong-Sheng Yang Xiang-Chao Shi Zhi-Qiang Liu Fei-Fei Lu Pei Qin Xiao-Liang Gao 《Petroleum Science》 SCIE CAS CSCD 2022年第3期1322-1333,共12页
Accurately obtaining the original information of an in-situ rock via coring is a significant guiding step for exploring and developing deep oil and gas resources.It is difficult for traditional coring technology and e... Accurately obtaining the original information of an in-situ rock via coring is a significant guiding step for exploring and developing deep oil and gas resources.It is difficult for traditional coring technology and equipment to preserve the original information in deep rocks.This study develops a technology for insitu substance-preserved(ISP),moisture-preserved(IMP),and light-preserved(ILP)coring.This technology stores the original information in real time by forming a solid sealing film on the in-situ sample during coring.This study designed the ISP-IMP-ILP-Coring process and tool.In addition,an ISP-IMP-ILPCoring process simulation system was developed.The effects of temperature,pressure,and film thickness on the quality of the in-situ film were investigated by performing in-situ film-forming simulation experiments.A solid sealing film with a thickness of 2-3 mm can be formed;it completely covers the core sample and has uniform thickness.The film maintains good ISP-IMP-ILP properties and can protect the core sample in the in-situ environment steadily.This study verifies the feasibility of“film formation during coring”technology and provides strong support for the engineering application of ISP-IMP-ILPCoring technology. 展开更多
关键词 deep resource exploitation Original information ISP-IMP-ILP-Coring Solid sealing film in-situ film-forming Film formation during coring
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Theoretical Progress and Key Technologies of Onshore Ultra-Deep Oil/Gas Exploration 被引量:27
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作者 Xusheng Guo Dongfeng Hu +5 位作者 Yuping Li Jinbao Duan Xuefeng Zhang Xiaojun Fan Hua Duan Wencheng Li 《Engineering》 SCIE EI 2019年第3期458-470,共13页
Oil/gas exploration around the world has extended into deep and ultra-deep strata because it is increasingly difficult to find new large-scale oil/gas reservoirs in shallow–middle buried strata. In recent years, Chin... Oil/gas exploration around the world has extended into deep and ultra-deep strata because it is increasingly difficult to find new large-scale oil/gas reservoirs in shallow–middle buried strata. In recent years, China has made remarkable achievements in oil/gas exploration in ultra-deep areas including carbonate and clastic reservoirs. Some (ultra) large-scale oil and gas fields have been discovered. The oil/gas accumulation mechanisms and key technologies of oil/gas reservoir exploration and development are summarized in this study in order to share China’s experiences. Ultra-deep oil/gas originates from numerous sources of hydrocarbons and multiphase charging. Liquid hydrocarbons can form in ultradeep layers due to low geothermal gradients or overpressures, and the natural gas composition in ultra-deep areas is complicated by the reactions between deep hydrocarbons, water, and rock or by the addition of mantle- or crust-sourced gases. These oils/gases are mainly stored in the original highenergy reef/shoal complexes or in sand body sediments. They usually have high original porosity. Secondary pores are often developed by dissolution, dolomitization, and fracturing in the late stage. The early pores have been preserved by retentive diageneses such as the early charging of hydrocarbons. Oil/gas accumulation in ultra-deep areas generally has the characteristics of near-source accumulation and sustained preservation. The effective exploration and development of ultra-deep oil/gas reservoirs depend on the support of key technologies. Use of the latest technologies such as seismic signal acquisition and processing, low porosity and permeability zone prediction, and gas–water identification has enabled the discovery of ultra-deep oil/gas resources. In addition, advanced technologies for drilling, completion, and oil/gas testing have ensured the effective development of these fields. 展开更多
关键词 Oil/gas EXPLORaTION Ultra-deep sources Reservoir Petroleum accumulation EXPLORaTION and exploitation technologies
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Limit analysis of extended reach drilling in South China Sea 被引量:20
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作者 Gao Deli Tan Chengjin Tang Haixiong 《Petroleum Science》 SCIE CAS CSCD 2009年第2期166-171,共6页
Extended reach wells (ERWs), especially horizontal extended reach well with a high HD (horizontal displacement) to TVD (true vertical depth) ratio, represent a frontier technology and challenge the drilling limi... Extended reach wells (ERWs), especially horizontal extended reach well with a high HD (horizontal displacement) to TVD (true vertical depth) ratio, represent a frontier technology and challenge the drilling limitations. Oil and gas reservoir in beaches or lakes and offshore can be effectively exploited by using extended reach drilling (ERD) technology. This paper focuses on the difficult technological problems encountered during exploiting the Liuhua 11-1 oil field in the South China Sea, China. Emphasis is on investigating the key subjects including prediction and control of open hole limit extension in offshore ERD, prediction of casing wear and its prevention and torque reduction, φ244.5mm casing running with floating collars to control drag force, and steerable drilling modes. The basic concept of limit extension in ERD is presented and the prediction method for open hole limit extension is given in this paper. A set of advanced drilling mechanics and control technology has been established and its practical results are verified by field cases. All those efforts may be significant for further investigating and practicing ERD limit theory and control technology in the future. 展开更多
关键词 extended reach drilling deep-water drilling limit analysis downhole tubular mechanics drag and torque wellbore instability
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Study on optimization of underlying coal bed exploited depth for tunnel
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作者 JIN Xiao-guang DING Bao-chen LI Xiao-hong 《Journal of Coal Science & Engineering(China)》 2010年第1期11-16,共6页
Combined with highway construction, the analysis on the relationship betweentunnel construction and coal resource exploitation was processed, which was based onthe research of rational exploitation depth of coal.3D FE... Combined with highway construction, the analysis on the relationship betweentunnel construction and coal resource exploitation was processed, which was based onthe research of rational exploitation depth of coal.3D FEM numerical analysis for tunnelexcavation was carried out according to engineering geological features of coal measurestrata in the project area.Based on the analysis of displacement and stress of the surroundingrock in the tunnel after excavation, the characteristics for displacement andstress of the tunnel support structure were analyzed when the underlying coal bed wasexploited with sublevel and full caving method.In addition, combined with the related codeand standard, the economic and safe prohibiting exploited depth of the underlying coalbed was proposed, so that a scientific basis for tunnel construction of coal measure strataand reasonable exploitation of the mineral resources in complex geological conditions canbe offered. 展开更多
关键词 deep buried tunnel underlying coal bed prohibiting exploited depth structura stability
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一种改进的XFA在深度包检测中的应用 被引量:1
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作者 魏德志 洪联系 +1 位作者 林丽娜 吴旭 《计算机工程与应用》 CSCD 2012年第34期245-248,共4页
提出了一种应用于深度包检测的改进XFA。该算法在XFA的分支迁移边上添加判断指令,消除XFA存在冗余迁移边的问题;采用并行检测机制,将匹配线程升级为两个并行的线程,预统计线程和状态机匹配线程,加快匹配速度。实验验证该算法有更快的运... 提出了一种应用于深度包检测的改进XFA。该算法在XFA的分支迁移边上添加判断指令,消除XFA存在冗余迁移边的问题;采用并行检测机制,将匹配线程升级为两个并行的线程,预统计线程和状态机匹配线程,加快匹配速度。实验验证该算法有更快的运行速度和稳定性,适合多核计算环境。 展开更多
关键词 正则表达式 深度包检测 并行线程 扩展有限自动机 网络安全
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东海长颌水珍鱼(GLOSSANODON HEMIFASCIATA)资源开发利用的研究 被引量:1
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作者 程炎宏 姚文祖 沈金鳌 《上海水产大学学报》 CSCD 1997年第4期251-257,共7页
据中国和日本1975-1982年期间在东海大陆架外缘和大陆坡各自调查所获拖网试捕与海况资料,分析研究结果:调查海域近底层温盐度周年变化很小,水平分布为内侧高、外侧低。长颌水珍鱼集群区夏季适温为11-15℃、适盐为34.4×10-3至34... 据中国和日本1975-1982年期间在东海大陆架外缘和大陆坡各自调查所获拖网试捕与海况资料,分析研究结果:调查海域近底层温盐度周年变化很小,水平分布为内侧高、外侧低。长颌水珍鱼集群区夏季适温为11-15℃、适盐为34.4×10-3至34.6×10-3,冬季适温为12-18℃、适盐为34.5×10-3至34.7×10-3。水珍鱼周年分布于东海大陆架外缘和大陆坡上、中部一带(25°30′-32°00′N,水深120-600米),其集群区则在该带中部(28°00′-30°30′N,水深130-280米),该区有许多处海底平坦,鱼探映象明显,适合于单拖作业。根据资源面积密度法,算得水珍鱼原始资源量为41100吨。开发水珍鱼资源的时机已趋成熟。 展开更多
关键词 东海大陆坡 长颌水珍鱼 资源开发
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New autonomous celestial navigation method for lunar satellite 被引量:6
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作者 房建成 宁晓琳 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2003年第3期308-310,共3页
Celestial navigation system is an important autonomous navigation system widely used for deep space exploration missions, in which extended Kalman filter and the measurement of angle between celestial bodies are used ... Celestial navigation system is an important autonomous navigation system widely used for deep space exploration missions, in which extended Kalman filter and the measurement of angle between celestial bodies are used to estimate the position and velocity of explorer. In a conventional cartesian coordinate, this navigation system can not be used to achieve accurate determination of position for linearization errors of nonlinear spacecraft motion equation. A new autonomous celestial navigation method has been proposed for lunar satellite using classical orbital parameters. The error of linearizafion is reduced because orbit parameters change much more slowly than the position and velocity used in the cartesian coordinate. Simulations were made with both the cartesiane system and a system based on classical orbital parameters using extended Kalman filter under the same conditions for comparison. The results of comparison demonstrated high precision position determination of lunar satellite using this new method. 展开更多
关键词 deep space exploration lunar satellite autonomous celestial navigation extended Kalman filter
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含Allee效应的广义Logistic模型之定量开发 被引量:2
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作者 夏锋 《中山大学研究生学刊(自然科学与医学版)》 1995年第2期33-42,共10页
本文详细讨论了广义Logistic模型在含Allee效应的情况下的定量开发,得到其解在各种参数条件下的完整图貌和一些有生态意义的结果。
关键词 aLLEE效应 广义Logistic模型 定量开发
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利用EMAP与多项式网络的高光谱影像分类 被引量:1
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作者 王扣准 黄睿 《电子测量技术》 2016年第7期100-105,共6页
高光谱影像地物分类已成为高光谱的重要应用之一,然而如何在小样本时取得优秀的分类结果已成为研究的难点与热点。最近几年,深度学习理论开始用于高光谱数据分析。本文提出了一种基于扩展多属性剖面(extended multi-attribute profile,E... 高光谱影像地物分类已成为高光谱的重要应用之一,然而如何在小样本时取得优秀的分类结果已成为研究的难点与热点。最近几年,深度学习理论开始用于高光谱数据分析。本文提出了一种基于扩展多属性剖面(extended multi-attribute profile,EMAPs)和深度多项式网络(polynomial networks)的高光谱影像分类方法。首先,EMAPs通过一系列的属性滤波器提取影像多种结构特性的形态学纹理特征,并与影像光谱特征结合构成新的特征矢量。接着利用深度多项式网络对新特征矢量进行学习,构建多层次网络结构,在迭代的过程中逐层降低训练误差,实现优秀的分类结果。高光谱影像分类实验表明,所提方法性能优于多种分类方法。 展开更多
关键词 高光谱 扩展的多属性剖面 深度学习 多项式网络 分类
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基于单信标测距辅助SINS的中层水域导航算法 被引量:1
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作者 刘湘衡 王亚波 刘贤俊 《水下无人系统学报》 北大核心 2020年第6期670-676,共7页
针对全球导航卫星系统和多普勒测速仪无法用于位于中层水域的深海潜水器的高精度导航定位问题,文中提出一种经济可行的中层水域导航算法。该算法基于单程到达时间机制测量已知位置的信标到深海潜水器的距离,并基于捷联惯性导航系统(SINS... 针对全球导航卫星系统和多普勒测速仪无法用于位于中层水域的深海潜水器的高精度导航定位问题,文中提出一种经济可行的中层水域导航算法。该算法基于单程到达时间机制测量已知位置的信标到深海潜水器的距离,并基于捷联惯性导航系统(SINS)误差传播模型和单信标测距模型设计扩展卡尔曼滤波器进行信息融合,从而实现利用单信标测距信息辅助SINS以抑制其误差发散。仿真结果表明,基于距离辅助SINS的中层水域导航算法能够获取误差不随时间累积的定位结果。此外,文中从解析可观测性的角度,对深海潜水器的静止和圆周运动轨迹进行了精度分析,且理论分析与仿真结果吻合。 展开更多
关键词 深海潜水器 中层水域导航 单信标测距 捷联惯性导航系统 扩展卡尔曼滤波器
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面向综合能源系统的多智能体协同AGC策略 被引量:9
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作者 席磊 王昱昊 +3 位作者 陈宋宋 陈珂 孙梦梦 周礼鹏 《电机与控制学报》 EI CSCD 北大核心 2022年第4期77-88,共12页
针对大规模可再生能源接入电网所带来的强随机扰动问题,从自动发电控制的角度提出感知历史经验的多智能体深度强化学习算法,即具有置信区间上界的深度强化学习(DQN-UCB)。所提方法通过置信区间上界(UCB)策略来解决传统启发式方法在平衡... 针对大规模可再生能源接入电网所带来的强随机扰动问题,从自动发电控制的角度提出感知历史经验的多智能体深度强化学习算法,即具有置信区间上界的深度强化学习(DQN-UCB)。所提方法通过置信区间上界(UCB)策略来解决传统启发式方法在平衡“探索-利用”过程中,面对随机低质量样本带来的当前和目标Q值误差较大的问题;同时,基于置信区间上界策略的优先级采样机制替代了传统深度Q学习(DQN)的均匀随机采样机制,以提高高质量样本被选取的概率,进而促使智能体快速收敛到最优策略。通过对IEEE标准两区域负荷频率控制模型和融入大规模可再生能源的分布式多区域综合能源系统模型进行仿真,结果表明,与其他智能方法相比,所提方法具有更优的控制性能、更快的收敛速度,能够获取分布式多区域综合能源系统的最优协同。 展开更多
关键词 综合能源系统 自动发电控制 多智能体 深度强化学习 置信区间上界 探索-利用 采样机制
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Improved Harris Hawks Algorithm and Its Application in Feature Selection
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作者 Qianqian Zhang Yingmei Li +1 位作者 Jianjun Zhan Shan Chen 《Computers, Materials & Continua》 SCIE EI 2024年第10期1251-1273,共23页
This research focuses on improving the Harris’Hawks Optimization algorithm(HHO)by tackling several of its shortcomings,including insufficient population diversity,an imbalance in exploration vs.exploitation,and a lac... This research focuses on improving the Harris’Hawks Optimization algorithm(HHO)by tackling several of its shortcomings,including insufficient population diversity,an imbalance in exploration vs.exploitation,and a lack of thorough exploitation depth.To tackle these shortcomings,it proposes enhancements from three distinct perspectives:an initialization technique for populations grounded in opposition-based learning,a strategy for updating escape energy factors to improve the equilibrium between exploitation and exploration,and a comprehensive exploitation approach that utilizes variable neighborhood search along with mutation operators.The effectiveness of the Improved Harris Hawks Optimization algorithm(IHHO)is assessed by comparing it to five leading algorithms across 23 benchmark test functions.Experimental findings indicate that the IHHO surpasses several contemporary algorithms its problem-solving capabilities.Additionally,this paper introduces a feature selection method leveraging the IHHO algorithm(IHHO-FS)to address challenges such as low efficiency in feature selection and high computational costs(time to find the optimal feature combination and model response time)associated with high-dimensional datasets.Comparative analyses between IHHO-FS and six other advanced feature selection methods are conducted across eight datasets.The results demonstrate that IHHO-FS significantly reduces the computational costs associated with classification models by lowering data dimensionality,while also enhancing the efficiency of feature selection.Furthermore,IHHO-FS shows strong competitiveness relative to numerous algorithms. 展开更多
关键词 HHO IHHO population diversity energy factor update strategy deep exploitation strategy feature selection
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