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智能代理在油藏建模中的应用 被引量:14
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作者 SHAHKARAMI Alireza mohaghegh Shahab 《石油勘探与开发》 SCIE EI CAS CSCD 北大核心 2020年第2期372-382,共11页
利用人工智能和机器学习技术,采用人工神经网络开发并验证了用于油藏模拟历史拟合、敏感性分析和不确定性评估的智能代理模型,将其应用于油藏模拟的两个案例中。第1个案例研究了代理模型在油藏模型历史拟合中的应用,输出结果预测了井的... 利用人工智能和机器学习技术,采用人工神经网络开发并验证了用于油藏模拟历史拟合、敏感性分析和不确定性评估的智能代理模型,将其应用于油藏模拟的两个案例中。第1个案例研究了代理模型在油藏模型历史拟合中的应用,输出结果预测了井的产量;第2个案例研究了基于人工神经网络的代理模型在CO2提高采收率油藏快速建模中的应用,目标为预测油藏压力和相饱和度在注入期间以及注入后的分布,预测效果均良好。相比基础数值模拟模型,智能代理模型运行单次模拟只需几秒钟,总节省98.9%的运算时间。智能代理模型在运算速度、消耗时间以及成本等方面都有巨大的优势。此外,智能代理模型与基础油藏模型模拟结果非常接近。 展开更多
关键词 智能代理建模 油藏模拟 机器学习 人工神经网络 历史拟合 敏感性分析 优化技术 CO2驱提高采收率
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Full field reservoir modeling of shale assets using advanced data-driven analytics 被引量:9
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作者 Soodabeh Esmaili Shahab D.mohaghegh 《Geoscience Frontiers》 SCIE CAS CSCD 2016年第1期11-20,共10页
Hydrocarbon production from shale has attracted much attention in the recent years. When applied to this prolific and hydrocarbon rich resource plays, our understanding of the complexities of the flow mechanism(sorpt... Hydrocarbon production from shale has attracted much attention in the recent years. When applied to this prolific and hydrocarbon rich resource plays, our understanding of the complexities of the flow mechanism(sorption process and flow behavior in complex fracture systems- induced or natural) leaves much to be desired. In this paper, we present and discuss a novel approach to modeling, history matching of hydrocarbon production from a Marcellus shale asset in southwestern Pennsylvania using advanced data mining, pattern recognition and machine learning technologies. In this new approach instead of imposing our understanding of the flow mechanism, the impact of multi-stage hydraulic fractures, and the production process on the reservoir model, we allow the production history, well log, completion and hydraulic fracturing data to guide our model and determine its behavior. The uniqueness of this technology is that it incorporates the so-called "hard data" directly into the reservoir model, so that the model can be used to optimize the hydraulic fracture process. The "hard data" refers to field measurements during the hydraulic fracturing process such as fluid and proppant type and amount, injection pressure and rate as well as proppant concentration. This novel approach contrasts with the current industry focus on the use of "soft data"(non-measured, interpretive data such as frac length, width,height and conductivity) in the reservoir models. The study focuses on a Marcellus shale asset that includes 135 wells with multiple pads, different landing targets, well length and reservoir properties. The full field history matching process was successfully completed using this data driven approach thus capturing the production behavior with acceptable accuracy for individual wells and for the entire asset. 展开更多
关键词 Reservoir modeling Data driven reservoir modeling Top-down modeling Shale reservoir MODELING SHALE
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Intra-familial prevalence of hepatitis B virologic markers in HBsAg positive family members in Nahavand, Iran 被引量:8
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作者 Amir Houshang Mohammad Alizadeh Mitra Ranjbar +4 位作者 Shahin Ansari Seyed Moayed Alavian Hamid mohaghegh Shalmani Leila Hekmat Mohammad Reza Zali 《World Journal of Gastroenterology》 SCIE CAS CSCD 2005年第31期4857-4860,共4页
AIM, To determine the prevalence of hepatitis B in Nahavand and evaluate the HBsAg positive prevalence in families with a member who was confirmed to have HBV infection. METHODS: This study was performed in two phase... AIM, To determine the prevalence of hepatitis B in Nahavand and evaluate the HBsAg positive prevalence in families with a member who was confirmed to have HBV infection. METHODS: This study was performed in two phases. In the first phase, 1 824 subjects in Nahavand city were selected. The interviewers visited the houses of chosen families to flU the questionnaire and take the blood samples. All subjects signed an informed consent before interviews and blood sampling. The samples were evaluated for HBV virologic markers. In the second phase, 115 HBsAg-positive cases were enrolled and evaluated for HBV virologic markers. RESULTS: The prevalence of positive HBsAg in Nahavand was 2.3%. The most frequent relatives of index cases were sons and daughters (32.2% and 23.5% respectively). Twelve (11%) of all family members were HBsAg positive. Fifty (56.2%) were isolated HBsAb positive and only one person (2.5%) was isolated HBcAb positive. The higher rates of HBsAg marker were detected in the brothers (1-25%) and fathers (1-12.5%). The infection rate in husbands and wives of index cases was 10%. Only two (16.7%) of all HBsAg-positive participants reported previous HBV vaccination. CONCLUSION: The prevalence of intr-familial HBV infection is lower in Nahavand of Iran compared to other studies. More attention should be paid to HBV vaccination and risk-lowering activities. 展开更多
关键词 Intra-familial prevalence Hepatitis B Nahavand Iran
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Helicobacter pylori infection and expression of DNA mismatch repair proteins 被引量:5
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作者 Vahid Mirzaee Mahsa Molaei +1 位作者 Hamid mohaghegh Shalmani Mohammad Reza Zali 《World Journal of Gastroenterology》 SCIE CAS CSCD 2008年第43期6717-6721,共5页
AIM: TO determine the expression of DNA (MMR) proteins, including hMLH1 and hMSH2, in gastric epithelial cells in the patients with or without Helicobacter pylori (H pylori)-infected gastritis. METHODS: Fifty Hp... AIM: TO determine the expression of DNA (MMR) proteins, including hMLH1 and hMSH2, in gastric epithelial cells in the patients with or without Helicobacter pylori (H pylori)-infected gastritis. METHODS: Fifty Hpylori-positive patients and 50 H pylori-negative patients were enrolled in the study. During endoscopy of patients with non-ulcer dyspepsia, two antral and two corpus biopsies were taken for histological examination (Giemsa stain) and for immunohistochemical staining of hMLH1 and hMSH2. RESULTS: The percentage of epithelial cell nuclei that demonstrated positivity for hMLH1 staining was 84.14 ± 7.32% in Hpylori-negative patients, while it was 73.34 ±10.10% in Hpylori-positive patients (P 〈 0.0001). No significant difference was seen between the two groups regarding the percentage of epithelial cell nuclei that demonstrated positivity for hMSH2 staining (81.16±8.32% in H pylori-negative versus 78.24 ± 8.71% in Hpylori-positive patients; P = 0.09). CONCLUSION: This study indicates that Hpylori might promote development of gastric carcinoma at least in part through its ability to affect the DNA MMR system 展开更多
关键词 Helicobacter pylori DNA mismatch repair hMLH1 hMSH2
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An Overview on SARS‑CoV‑2(COVID‑19)and Other Human Coronaviruses and Their Detection Capability via Amplification Assay,Chemical Sensing,Biosensing,Immunosensing,and Clinical Assays 被引量:4
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作者 Yasin Orooji Hessamaddin Sohrabi +5 位作者 Nima Hemmat Fatemeh Oroojalian Behzad Baradaran Ahad Mokhtarzadeh Mohamad mohaghegh Hassan Karimi‑Maleh 《Nano-Micro Letters》 SCIE EI CAS CSCD 2021年第1期337-366,共30页
A novel coronavirus of zoonotic origin(SARSCoV-2)has recently been recognized in patients with acute respiratory disease.COVID-19 causative agent is structurally and genetically similar to SARS and bat SARS-like coron... A novel coronavirus of zoonotic origin(SARSCoV-2)has recently been recognized in patients with acute respiratory disease.COVID-19 causative agent is structurally and genetically similar to SARS and bat SARS-like coronaviruses.The drastic increase in the number of coronavirus and its genome sequence have given us an unprecedented opportunity to perform bioinformatics and genomics analysis on this class of viruses.Clinical tests like PCR and ELISA for rapid detection of this virus are urgently needed for early identification of infected patients.However,these techniques are expensive and not readily available for point-of-care(POC)applications.Currently,lack of any rapid,available,and reliable POC detection method gives rise to the progression of COVID-19 as a horrible global problem.To solve the negative features of clinical investigation,we provide a brief introduction of the general features of coronaviruses and describe various amplification assays,sensing,biosensing,immunosensing,and aptasensing for the determination of various groups of coronaviruses applied as a template for the detection of SARS-CoV-2.All sensing and biosensing techniques developed for the determination of various classes of coronaviruses are useful to recognize the newly immerged coronavirus,i.e.,SARS-CoV-2.Also,the introduction of sensing and biosensing methods sheds light on the way of designing a proper screening system to detect the virus at the early stage of infection to tranquilize the speed and vastity of spreading.Among other approaches investigated among molecular approaches and PCR or recognition of viral diseases,LAMP-based methods and LFAs are of great importance for their numerous benefits,which can be helpful to design a universal platform for detection of future emerging pathogenic viruses. 展开更多
关键词 ELISA QRT-PCR Sensing assay Apta assay Amplification assay
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用人工神经网络进行石油储集层特征描述 被引量:2
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作者 Shahab mohaghegh 杨斌 《国外油气勘探》 1998年第2期198-205,共8页
我们介绍人工神经网络技术在储集层非均质特性描述中的一种新用途。在高度非均质地层中,使用由容易获得的地球物理测井数据推断的信息能够高精度地预测不同的储层特性,如孔隙度、渗透率和流体饱和度。实现这个技术方法是基于人工神经网... 我们介绍人工神经网络技术在储集层非均质特性描述中的一种新用途。在高度非均质地层中,使用由容易获得的地球物理测井数据推断的信息能够高精度地预测不同的储层特性,如孔隙度、渗透率和流体饱和度。实现这个技术方法是基于人工神经网络(三层正向传送、反向传播)的智能和自适应模式识别能力。因此,极大地减少了为获得孔隙度、渗透率和流体饱和度数据对一些昂贵的方法(如试井和大量的地层取心)的需求。文中给出了本研究中的几个神经网络的实例。 展开更多
关键词 神经网络 储集层 非均匀介质 特征描述 油气勘探
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EFFECTS OF HYDRAULIC AND GEOMETRIC PARAMETERS ON DOWNSTREAM CAVITY LENGTH OF DISCHARGE TUNNEL SERVICE GATE 被引量:2
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作者 mohaghegh A 《Journal of Hydrodynamics》 SCIE EI CSCD 2009年第6期774-778,共5页
Aerators on discharge tunnel outlets may be regarded as an effective protection against cavitation erosion. The air entrainment of aerators is governed by a number of independent parameters, including the bottom slope... Aerators on discharge tunnel outlets may be regarded as an effective protection against cavitation erosion. The air entrainment of aerators is governed by a number of independent parameters, including the bottom slope of releasing free-surface flow tunnel downstream of service gate, the end top slope of pressure tunnel, the height of step, and the Froude number at take-off. During eight phases of experiments, the effects of above-mentioned parameters were observed on the cavity length downstream of the fully open operating service gate of a discharge tunnel. The results show that, the bottom slope of releasing free-surface flow tunnel has obvious effect on the cavity length as well as the Froude number at gate take-off. The effect of the step height variations on the cavity length could be considered for higher discharges and steeper tunnel top slope, particularly in higher discharges, resulting in shorter cavity length downstream of service gate. 展开更多
关键词 cavitation erosion cavity length discharge tunnel service gate
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Atlas of heating:Identifying regional climate-dependent heat demands in residential buildings of Iran 被引量:1
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作者 Pouria Orouji Ramin Hajian +3 位作者 Mojgan Moradi Saeed mohaghegh Kamran Keynejad Mostafa Sefidgar 《Building Simulation》 SCIE EI CSCD 2021年第3期857-869,共13页
Due to different latitudes and variation of altitude in geographical areas in Iran,the climatic conditions of Iran are such that the variations of the heating degree-days(HDD)are in a broad range of 60 to 3000 for res... Due to different latitudes and variation of altitude in geographical areas in Iran,the climatic conditions of Iran are such that the variations of the heating degree-days(HDD)are in a broad range of 60 to 3000 for residential buildings in different climatic regions.In addition,in many cases,the building design and construction processes follow patterns which do not necessarily meet national energy requirements and standards.Based on these two reasons,it is essential to identify the current status of energy consumption indicators in residential buildings.That way,it gets more convenient to adopt new strategies to improve the current state of energy consumption of buildings.In this study,heating energy consumption indices of residential buildings is investigated.Using the combination of the results of statistical data analysis,questionnaires,filled in for 500 buildings,and a reference building simulation in different climates of Iran,the heating atlas of residential buildings was prepared.According to the results,the average heating energy index(HE1)of buildings in Iran can be less than 1 to more than 41.3(m^(3)(N.G)/(m^(2)-yr))depending on climatic conditions and building design and construction quality.However,in the coldest center of province,the average of this index is 26.3(m^(3)(N.G)/(m^(2)-yr))in the hottest one that is equal 2.2.The variations of the thermal base load(supply of hot water)varied from less than 13.12 to more than 378.84(m^(3)(N.G)/(person-yr)).In provincial capitals,the lowest thermal base load index(TBLI)of buildings is 24.78 and the highest is 226.49(m^(3)(N.G)/(person-yr)).In this paper,beside charts and tables,results of heating energy consumption indices are also presented in the form of graphical atlases,i.e.color contour plots,to deliver a better picture of the whole country. 展开更多
关键词 heating atlas reference building heating energy index thermal base load index residential building
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EVALUATION OF STAGE-DISCHARGE RELATIONSHIP IN COMPOUND CHANNELS 被引量:1
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作者 mohaghegh A. KOUCHAKZADEH S. 《Journal of Hydrodynamics》 SCIE EI CSCD 2008年第1期81-87,共7页
Experimental results were compared with the computed results obtained from the nine most well-known methods for computation of discharge in a compound channel. The results demonstrate a high accuracy of the divided ch... Experimental results were compared with the computed results obtained from the nine most well-known methods for computation of discharge in a compound channel. The results demonstrate a high accuracy of the divided channel method with the horizontal division lines, while the length of division line is included within the calculation of the wetted perimeter. In addition, as relative depth increases, the results of the all methods converge to each other and also in case of steeper slopes in lower relative depths, more agreements between different calculated methods and experimental results were observed. Furthermore, the results show the effects of the maximum momentum transfer on the horizontal interface between the main channel and flood plains, while further angular distance from the horizontal interface toward the vertical interface between main channel and flood plains causes gradual decrease of momentum transfer effects. 展开更多
关键词 compound channel momentum transfer division line flood plain
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Subsurface analytics: Contribution of artificial intelligence and machine learning to reservoir engineering, reservoir modeling, and reservoir management 被引量:1
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作者 mohaghegh Shahab D. 《Petroleum Exploration and Development》 2020年第2期225-228,共4页
Traditional Numerical Reservoir Simulation has been contributing to the oil and gas industry for decades.The current state of this technology is the result of decades of research and development by a large number of e... Traditional Numerical Reservoir Simulation has been contributing to the oil and gas industry for decades.The current state of this technology is the result of decades of research and development by a large number of engineers and scientists.Starting in the late 1960s and early 1970s,advances in computer hardware along with development and adaptation of clever algorithms resulted in a paradigm shift in reservoir studies moving them from simplified analogs and analytical solution methods to more mathematically robust computational and numerical solution models. 展开更多
关键词 and reservoir management Contribution of artificial intelligence and machine learning to reservoir engineering Subsurface analytics reservoir modeling
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气水同产的低压气藏产量递减曲线 被引量:1
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作者 Shahab mohaghegh 刘华强 《天然气勘探与开发》 1995年第4期60-66,92,共8页
对具封闭外边界位于中心的一口井,在径向流动状态下,本文推荐了一族低压气藏产量递减曲线。该族产量递减曲线适用于气水同产的常规气藏。该族递减曲线能极好地展示出井中各种储层和流体性质以及压力状况。用两套不同的数值模拟软件检验... 对具封闭外边界位于中心的一口井,在径向流动状态下,本文推荐了一族低压气藏产量递减曲线。该族产量递减曲线适用于气水同产的常规气藏。该族递减曲线能极好地展示出井中各种储层和流体性质以及压力状况。用两套不同的数值模拟软件检验了递减曲线的动态,发现其能准确地预测两相流状态下常规气藏的产量。本文推荐的递减曲线为提供一种实用工具创造了条件,它能预测在两相流状态下具有实用意义的气藏产量动态,而不需要复杂的数值模型。 展开更多
关键词 低压 气藏 产量递减 径向流动
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Functional response of Chrysoperla carnea (Neuroptera: Chrysopidae) to Helicoverpa armigera (Lepidoptera: Noctuidae) Effect of prey and predator stages
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作者 Mehdi Hassanpour Jafar mohaghegh +2 位作者 Shahzad Iranipour Gadir Nouri-Ganbalani Annie Enkegaard 《Insect Science》 SCIE CAS CSCD 2011年第2期217-224,共8页
Understanding predator-prey interactions has a pivotal role in biological control programs. This study evaluated the functional response of three larval instars of the green lacewing, Chrysoperla carnea (Stephens), ... Understanding predator-prey interactions has a pivotal role in biological control programs. This study evaluated the functional response of three larval instars of the green lacewing, Chrysoperla carnea (Stephens), preying upon eggs and first instar larvae of the cotton bollworm, Helicoverpa armigera Hubner. The first and second instar larvae of C. carnea exhibited typeⅡ functional responses against both prey stages. However, the third instar larvae of C. carnea showed a type II functional response to the first instar larvae of H. armigera, but a typeⅢ functional response to the eggs. For the first instar larvae of C. carnea, the attack rate on H. armigera eggs was significantly higher than that on the larvae, whereas the attack rate of the second instar C. carnea on H. armigera larvae was significantly higher than that on the eggs. For the third instar larvae of C. carnea, the attack rate on the larvae was 1.015±0.278/h, and the attack coefficient on the eggs was 0.036 ±0.005. The handling times of the third instar larvae on larvae and eggs were 0.087 ± 0.009 and 0.071 ± 0.001 h, respectively. The highest predation rate was found for the third instar larvae of C. carnea on H. armigera eggs. Results of this study revealed that the larvae of C. carnea, especially the third instar, had a good predation potential in controlling H. armigera eggs and larvae. However, for a comprehensive estimation of the bio- control abilities of C. carnea toward H, armigera, further field-based studies are needed. 展开更多
关键词 biological control Chrysoperla carnea Helicoverpa armigera predatorprey interactions
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Applications of smart proxies for subsurface modeling
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作者 SHAHKARAMI Alireza mohaghegh Shahab 《Petroleum Exploration and Development》 2020年第2期400-412,共13页
Using artificial intelligence(AI) and machine learning(ML) techniques, we developed and validated the smart proxy models for history matching of reservoir simulation, sensitivity analysis, and uncertainty assessment b... Using artificial intelligence(AI) and machine learning(ML) techniques, we developed and validated the smart proxy models for history matching of reservoir simulation, sensitivity analysis, and uncertainty assessment by artificial neural network(ANN). The smart proxy models were applied on two cases, the first case study investigated the application of a proxy model for calibrating a reservoir simulation model based on historical data and predicting well production while the second case study investigated the application of an ANN-based proxy model for fast-track modeling of CO2 enhanced oil recovery, aiming at the prediction of the reservoir pressure and phase saturation distribution at injection stage and post-injection stage. The prediction effects for both cases are promising. While a single run of basic numerical simulation model takes hours to days, the smart proxy model runs in a matter of seconds, saving 98.9% of calculating time. The results of these case studies demonstrate the advantage of the proposed workflow for addressing the high run-time, computational time and computational cost of numerical simulation models. In addition, these proxy models predict the outputs of reservoir simulation models with high accuracy. 展开更多
关键词 smart proxy modeling reservoir simulation machine learning artificial neural network history matching sensitivity analysis optimization technology CO2 EOR
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可见光波段无人机遥感图像的小麦茎蘖密度定量反演 被引量:9
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作者 杜蒙蒙 Ali Roshanianfard 刘颖超 《光谱学与光谱分析》 SCIE EI CAS CSCD 北大核心 2021年第12期3828-3836,共9页
在小麦分蘖期内,适时适量追施氮肥可显著改善小麦茎蘖群体结构、提高产量。但经验性的均一施肥往往导致氮肥过度施用及农学效率偏低等问题,而基于小麦茎蘖的实际发育状况进行变量施肥,有助于解决小麦茎蘖个体发育与群体结构之间的矛盾... 在小麦分蘖期内,适时适量追施氮肥可显著改善小麦茎蘖群体结构、提高产量。但经验性的均一施肥往往导致氮肥过度施用及农学效率偏低等问题,而基于小麦茎蘖的实际发育状况进行变量施肥,有助于解决小麦茎蘖个体发育与群体结构之间的矛盾。通过变量追施氮肥作业调控小麦茎蘖群体、提高小麦产量的技术关键,在于准确获取田块尺度的小麦茎蘖密度(单位面积内的小麦茎蘖数量)信息。传统的通过人工田间调查获取小麦茎蘖密度信息的方法,时效性与精准度不足,工作量大、效率低,而且稀疏的点源统计数据无法精准反映田块内部的小麦茎蘖密度空间差异状况。因此,为满足变量追施氮肥作业对田块尺度的小麦茎蘖密度专题图的需求,使用大疆Mini 2航拍无人机,在小麦分蘖期获取试验田的可视光波段遥感图像。使用Matlab相机标定工具箱,完成无人机遥感图像校正,提取蓝、绿、红三个可视光波段的图像分量。基于植被与土壤在可见光波段的光谱响应特性,选取可以较好地突出植被特征、减轻光照强度对遥感图像质量造成影响的4种比值类型植被指数,即可见光波段差分植被指数(VDVI)、归一化绿红差分指数(NGRDI)、归一化绿蓝差分指数(NGBDI)、绿红比值指数(RGRI)。在此基础上,利用VDVI专题图,计算小麦试验田的植被覆盖度(FVC)。进一步以FVC,VDVI,NGRDI,NGBDI及RGRI平均值为5节点输入层,小麦茎蘖密度地面真值为单节点输出层,建立一个单隐含层、5输入、单输出的3层BP神经网络预测模型,用以定量反演小麦茎蘖密度指标。精度验证数据表明:该神经网络模型的预测结果与相应的小麦茎蘖密度地面真值之间的均方根误差(RMSE)及平均绝对百分比误差(MAPE)分别为19及3.62%,因此该模型具有较高的小麦茎蘖密度预测精度。田块尺度的小麦茎蘖密度反演专题图的统计数据显示 展开更多
关键词 无人机 农业遥感 小麦长势 小麦分蘖 植被指数 植被覆盖度
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Nanodiamond incorporated sol−gel coating for corrosion protection of magnesium alloy 被引量:7
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作者 S.NEZAMDOUST D.SEIFZADEH A.HABIBI-YANGJEH 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2020年第6期1535-1549,共15页
Sol-gel coatings containing various amounts of hydroxylated nanodiamond(HND)particles were applied on the magnesium alloy for corrosion protection.The micrometric defects in the sol-gel coating completely disappeared ... Sol-gel coatings containing various amounts of hydroxylated nanodiamond(HND)particles were applied on the magnesium alloy for corrosion protection.The micrometric defects in the sol-gel coating completely disappeared after adding 0.01,0.02 and 0.05 wt.%of the HND nanoparticles.The AFM analyses showed that average roughness of the sol-gel film is about 6.7 nm which increases to 16.1 and 20.2 nm after incorporating 0.005 and 0.02 wt.%of the HNDs,respectively.The corrosion resistance of the coatings was tested in Harrison’s solution by means of EIS technique after 15,30,60 and 120 min immersion.The corrosion resistance of the sol-gel coating was remarkably enhanced by incorporating different contents of the HNDs and the best result was obtained for 0.01 wt.%.The results of the EIS experiments were confirmed by the potentiodynamic polarization tests.The corrosion resistance enhancement was attributed to the film compactness(due to the chemical interaction with the HNDs),formation of tortuous pathways for diffusion of the corrosive solution,and filling of the defects by the nanoparticles.However,the beneficial effect of the HNDs on the corrosion resistance gradually diminished as the content of nanoparticle was increased.Finally,the micromorphology of the sol-gel nanocomposites was studied after the corrosion tests. 展开更多
关键词 magnesium alloy CORROSION COATING SOL-GEL NANODIAMOND
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基于遗传——蚁群算法的农田微地形特征土方调配路径研究
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作者 金鑫 李瀚远 +2 位作者 杜蒙蒙 姬江涛 Ali Roshanianfard 《中国农机化学报》 北大核心 2024年第8期270-275,共6页
近年来极端天气与自然灾害频发,导致农田损毁,造成农田内部出现微地形特征(凸起特征及洼地特征),影响耕作。针对上述问题,基于高精度农田数字地形模型,通过遗传—蚁群算法提出一种规划农田微地形特征土方调配路径的方法。首先,基于航拍... 近年来极端天气与自然灾害频发,导致农田损毁,造成农田内部出现微地形特征(凸起特征及洼地特征),影响耕作。针对上述问题,基于高精度农田数字地形模型,通过遗传—蚁群算法提出一种规划农田微地形特征土方调配路径的方法。首先,基于航拍图像获取高精度农田数字地形模型,根据地形因子综合隶属度提取16个凸起特征和9个洼地特征,并分别计算挖填方量为0.885 m^(3)和0.884 m^(3)。其次,以土方量调配成本为决策目标,建立挖、填方区域为路径搜索节点,利用蚁群算法获得初始可行解,通过遗传算法中的适应度函数对解进行初步优化,最后,根据交叉操作和变异操作对解进行二次优化,获得最优土方调配路径。结果表明,该方法经232次迭代获取全局最优解,相较于传统蚁群算法调配成本下降2.1%。为精准平整农田微地形特征作业提供方法支持。 展开更多
关键词 农田微地形特征 数字地形模型 土方调配 蚁群算法 遗传算法
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基于无人机遥感图像提取农田微地形特征
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作者 杜蒙蒙 李瀚远 +2 位作者 金鑫 ROSHNIANFARD Ali 周浩 《农业工程》 2023年第2期77-81,共5页
近年来极端暴雨天气与自然灾害频发,导致农田损毁,影响耕作。该研究利用高精度农田数字地形模型(Farmland Digital Terrain Model,FDTM),基于地形因子综合属性提出一种识别农田微地形特征(凸起特征及洼地特征)的方法。首先,基于SfM(Stru... 近年来极端暴雨天气与自然灾害频发,导致农田损毁,影响耕作。该研究利用高精度农田数字地形模型(Farmland Digital Terrain Model,FDTM),基于地形因子综合属性提出一种识别农田微地形特征(凸起特征及洼地特征)的方法。首先,基于SfM(Structure from Motion)技术处理试验田的航拍图像,获取高精度农田FDTM,分析FDTM的高程方差随局部窗口尺度的变化趋势,确定分析窗口的尺度区间为31像素×31像素至51像素×51像素。其次,选择高程、地形起伏度和坡度综合评价在51像素×51像素窗口下提取的315个高程极值点,获取多窗口地形因子综合隶属度。最后,根据斯特吉斯公式确定阈值为0.627,提取16个农田凸起特征顶点,并结合等高线图识别凸起特征的外形轮廓;同理,建立反转数字地形模型(Reverse-FDTM,RFDTM),将FDTM中的洼地特征转变为RFDTM中的凸起特征,识别9个农田洼地特征。研究结果可为农田复垦及精准土地平整作业提供理论依据与方法支持。 展开更多
关键词 无人机 遥感 数字地形模型 微地形特征 农田 耕整地
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Composition and structure of species along altitude gradient in Moghan-Sabalan rangelands,Iran 被引量:1
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作者 Sahar GHAFARI Ardavan GHORBANI +2 位作者 Mehdi MOAMERI Raoof MOSTAFAZADEH Mahmood BIDARLORD 《Journal of Mountain Science》 SCIE CSCD 2018年第6期1209-1228,共20页
This study provides a checklist of species distributed at the altitude gradient of MoghanSabalan rangelands in Ardabili province, Northwest Iran. We evaluated the changes in species composition, growth types of specie... This study provides a checklist of species distributed at the altitude gradient of MoghanSabalan rangelands in Ardabili province, Northwest Iran. We evaluated the changes in species composition, growth types of species, Raunkiaer's life forms, geographical distribution, threat and endemicity status, and palatability of species along two altitudinal gradients in the sampling plots, which were conducted in eleven sites/habitats with 300 meters above sea level(masl) altitude intervals(from 100 to 3300 masl). We assessed the plant species composition with special reference to the gradient analysis, and identified overall 396 species, which was comprising 44 families and 194 genera. Results showed that Asteraceae family is by far the most species-rich family, followed by Poaceae, Fabaceae, Caryophyllaceae and Brassicaceae. Among the genera, Astragalus is the most diverse genus, followed by Allium, Veronica and Bromus, Galium, Silene and Ranunculus. Results indicated that the number of species increased as the altitude increased to 1200-1500 masl, but then starts to decline to 3300 masl. Family-to-genera ratio was 1:4.4, the family-tospecies ratio was 1:9, and the genera-to-species ratio was 1:2.04. Growth type of species analysis shows that the frequency of perennial plants was higher in the study area followed by annual species while the lower group was biennial species. The number of annuals showed a decreasing trend towards higher altitude. Hemicryptophytes and therophytes were the most frequent life forms constituted each with(41.9%). Hemicryptophytes showed an increasing trend with altitude, while therophytes showed a decreasing trend with altitude increase, followed by geophytes, chamaephytes, and phanerophytes. Results showed more than half of the species of the study area belonged to Iran-Turanian region and these species showed an increasing trend with altitude. In contrast, Sahara-Sindian species comprise a minor component of the spectrum, with decreasing trend with altitude. The rare and endangered species 展开更多
关键词 FLORA Floristic diversity Speciesdistribution ELEVATION Red data categories ENDEMIC Ardabili province
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基于无人机图像混合像元分解模型提高小麦基本苗数的反演精度 被引量:1
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作者 杜蒙蒙 李民赞 +1 位作者 姬江涛 Ali Roshanianfard 《农业工程学报》 EI CAS CSCD 北大核心 2022年第17期142-149,共8页
及时、精确地获取小麦基本苗数在田块内部的空间差异信息,有利于实施精准变量追施氮肥,实现化肥减量增效。传统的无人机农业遥感仅关注植被与土壤2类特征而忽略混合像元的影响,导致小麦基本苗数反演精度差、可靠性低。为解决上述问题,... 及时、精确地获取小麦基本苗数在田块内部的空间差异信息,有利于实施精准变量追施氮肥,实现化肥减量增效。传统的无人机农业遥感仅关注植被与土壤2类特征而忽略混合像元的影响,导致小麦基本苗数反演精度差、可靠性低。为解决上述问题,该研究利用大疆Mini无人机获取麦田图像,基于不变目标法完成图像的相对辐射标定,并利用像元纯净指数提取植被端元与土壤端元。根据端元光谱特性建立混合像元的线性分解模型,求解混合像元中植被组分的丰度,基于像元统计法计算植被覆盖度,进而建立植被覆盖度与小麦基本苗数地面真值的线性回归模型。该研究方法获得的模型决定系数R~2为0.87,均方根误差为1.97株/m^(2)。而基于传统植被指数法分别利用可见光波段差分植被指数、绿红差分指数、绿红比值指数获取的相应植被覆盖度与小麦基本苗数地面真值的线性回归模型决定系数R~2及均方根误差分别为0.79、0.56、0.47及6.06、7.04、4.43株/m^(2)。由此可知,基于混合像元分解模型定量反演小麦基本苗数的方法具有较高的精度,研究成果可为小麦精准减量追施氮肥作业提供数据支持。 展开更多
关键词 无人机 模型 反演 农业遥感 无人机图像 混合像元 小麦基本苗数
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油气行业人工智能应用最近的发展
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作者 ShahabD.mohaghegh 谢力 《国外石油动态》 2005年第12期1-8,共8页
随着最近油气行业的兴趣和热情转向智能井、智能油田以及用于处理优化的大量数据的实时分析和解释,油气行业对强大的、稳定的智能工具的需求已显著增长。正在综合像资产评估、三维和四维地震数据解释、复杂的多分支钻井设计和实施、测... 随着最近油气行业的兴趣和热情转向智能井、智能油田以及用于处理优化的大量数据的实时分析和解释,油气行业对强大的、稳定的智能工具的需求已显著增长。正在综合像资产评估、三维和四维地震数据解释、复杂的多分支钻井设计和实施、测井解释、地质模型的建立、试井设计一实施一解释、和油藏模拟这样的操作,以产生全面的油藏管理。近几年来,人工智能(AI)已向更容易被接受的油气行业的主流技术方面迈出了坚实的步伐,范围从神经网络到基因优化到模糊逻辑。最近JPT的一系列文章讨论了这些技术的基本情况。本文覆盖了油气行业智能系统的一些最新和最先进的应用,并讨论了它们在未来的潜在作用。 展开更多
关键词 油气行业 人工智能 应用 地震数据解释 实时分析 智能工具 资产评估 钻井设计 测井解释 地质模型 试井设计 油藏模拟 油藏管理 模糊逻辑 基因优化 神经网络 基本情况 智能系统 潜在作用 智能井 流技术
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