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Multi-Model Approach for Assessing the Influence of Calibration Criteria on the Water Balance in Ouémé Basin
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作者 Aymar Yaovi Bossa Mahutin Aristide Oluwatobi Kpossou +1 位作者 Jean Hounkpè Félicien Djigbo Badou 《Journal of Water Resource and Protection》 CAS 2024年第3期207-218,共12页
Hydrological models are very useful tools for evaluating water resources, and the hydroclimatic hazards associated with the water cycle. However, their calibration and validation require the use of performance criteri... Hydrological models are very useful tools for evaluating water resources, and the hydroclimatic hazards associated with the water cycle. However, their calibration and validation require the use of performance criteria which choice is not straightforward. This paper aims to evaluate the influence of the performance criteria on water balance components and water extremes using two global rainfall-runoff models (HBV and GR4J) over the Ouémé watershed at the Bonou and Savè outlets. Three (3) Efficacy criteria (Nash, coefficient of determination, and KGE) were considered for calibration and validation. The results show that the Nash criterion provides a good assessment of the simulation of the different parts of the hydrograph. KGE is better for simulating peak flows and water balance elements than other efficiency criteria. This study could serve as a basis for the choice of performance criteria in hydrological modelling. 展开更多
关键词 Hydrological Modelling Performance Criteria Water Balance ouémé Basin
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Flood Risk Assessment in the Lower Valley of Ouémé, Benin
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作者 Yaovi Aymar Bossa Octave Djangni +3 位作者 Yacouba Yira Jean Hounkpè Angèle D. Avossè Luc Ollivier Sintondji 《Open Journal of Modern Hydrology》 CAS 2024年第2期130-151,共22页
In response to the increased frequency of flood events in recent years, it has become crucial to enhance preparedness and anticipation through precise flood risk assessments. To this end, this study aims to produce up... In response to the increased frequency of flood events in recent years, it has become crucial to enhance preparedness and anticipation through precise flood risk assessments. To this end, this study aims to produce updated and precise flood risk maps for the Lower Valley of Ouémé River Basin, located in the South of Benin. The methodology used consisted of a combination of geographical information systems (GIS) and multi-criteria analysis, including Analytical Hierarchy Process (AHP) methods to define and quantify criteria for flood risk assessment. Seven hydro-geomorphological indicators (elevation, rainfall, slope, distance from rivers, flow accumulation, soil type, and drainage density), four socio-economic vulnerability indicators (female population density, literacy rate, poverty index, and road network density), and two exposure indicators (population density and land use) were integrated to generate risk maps. The results indicate that approximately 21.5% of the Lower Valley is under high and very high flood risk, mainly in the south between Dangbo, So-Ava, and Aguégués. The study findings align with the historical flood pattern in the region, which confirms the suitability of the used method. The novelty of this work lies in its comprehensive approach, the incorporation of AHP for weighting factors, and the use of remote sensing data, GIS technology, and spatial analysis techniques which adds precision to the mapping process. This work advances the scientific understanding of flood risk assessment and offers practical insights and solutions for flood-prone regions. The detailed flood risk indicator maps obtained stand out from previous studies and provide valuable information for effective flood risk management and mitigation efforts in the Lower Valley of Ouémé. 展开更多
关键词 Flood Hazard Exposure VULNERABILITY Risk Lower Valley of ouémé
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Evaluation of Agricultural Contamination Level by Heavy Metals and Pesticides in Sediments of Rivers and Water Bodies for Shrimp Fishing in the Lower Ouémé: Case of the Aguigadji, Ahlan and Sele Stations in Benin
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作者 Souradjou Orou Goura Fadéby Modeste Gouissi +3 位作者 Armelle Sabine Yélignan Hounkpatin Wakili Bolatito Yessoufou Tayéwo Sylvain Biaou Nonvignon Martial Fassinou 《Advances in Materials Physics and Chemistry》 CAS 2024年第2期25-46,共22页
This study assessed sediment contamination by heavy metals and pesticide active ingredients linked to chemical inputs used in agricultural activities in the lower Ouémé. Pesticide residues from the organochl... This study assessed sediment contamination by heavy metals and pesticide active ingredients linked to chemical inputs used in agricultural activities in the lower Ouémé. Pesticide residues from the organochlorine, pyrethroid and organophosphorus families were investigated by gas chromatography, and heavy metals (Cd, Pb, As, Ni, Zn, Fe, Mg, Cr and Hg) by atomic absorption spectrophotometry. The metallic pollution indices, the contamination factor (CF) and the ecological risk index were calculated. The results revealed 8 active ingredients in the rainy season and 9 in the dry season. Glyphosate was the active ingredient with the highest concentration at all stations, 9.65 ± 0.84 mg/kg recorded in the dry season at the Aguigadji station. All glyphosate values were above the EQS. DDT, Atrazine and Endosulfan also showed high concentrations in the dry and rainy seasons. Emamectin, Abamectin and Lambda Cyhalothrin also showed high concentrations in the dry season at Aguigadji, Ahlan and Sele. Only glyphosate was recorded at the control station (Toho), but in very low concentrations. Lead showed the highest concentrations at all the stations, 265.96 ± 21.02 mg/Kg in the rainy season and 255.38 ± 79.09 mg/Kg in the dry season, all detected at the Aguigadji station and above the EQS. Zn, Ni, Fe, Cu and Cr were all representative in both the dry and rainy seasons at the contaminated stations. Manganese showed high concentrations in the rainy season. Pb showed very high contamination (FC ≥ 6) at the Aguigadji and Ahlan stations and significant contamination (3 ≤ FC 6) at the Sele station in both the rainy and dry seasons. Ni, Hg and Cd, showed either moderate or significant contamination at the contaminated stations. The risk values showed a considerable ecological Ri (190 ≤ Ri < 380) in the rainy season and a moderate ecological Ri (95 ≤ Ri < 190) in the dry season at these contaminated stations. 展开更多
关键词 PESTICIDES Heavy Metals SEDIMENTS Shrimp Fishing Area Lower ouémé
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Assessment of Groundwater Physico-Chemical Quality in the Ouémé Delta (Southern-Benin)
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作者 Aoulatou Alassane Zakari Dadja Toyou Masamaéya Gnazou +5 位作者 Abdoukarim Alassane Kodjo Apelete Raoul Kpegli Ousmane Touré Boukari Bio Guidah Chabi Bénito Didier Koukpohounsi Daouda Mama 《Journal of Environmental Protection》 2024年第3期298-317,共20页
Groundwater resources are the main sources of water used to supply drinking water to the population of the Ouémé Delta via the Continental Terminal aquifer. Urbanization, population growth, and agricultural ... Groundwater resources are the main sources of water used to supply drinking water to the population of the Ouémé Delta via the Continental Terminal aquifer. Urbanization, population growth, and agricultural and industrial activities have resulted in a deterioration in the quality of these resources. To assess the quality of the delta’s groundwater and its suitability for human consumption and irrigation, a total of fourteen (14) physico-chemical parameters were analyzed in some forty existing water points between September 2020 and March 2021, using standard water analysis techniques. The values obtained were compared with the potability standards recommended by the World Health Organization (WHO) and the Republic of Benin and were subjected to statistical analysis (principal component analysis (PCA)). In addition, methods for determining the suitability of water for irrigation were used. The results showed that the waters are acidic to slightly neutral and influenced by ambient temperature. In addition, the waters are moderately mineralized, with conductivities (24 - 1205 μS/cm) in line with WHO standards. A comparison of the analytical results of the WHO (2017) and Benin (2001) standards indicates that the majority of the waters studied are of good quality for all the chemical parameters considered. Nevertheless, some samples show levels of nitrates (21%), potassium (14% to 16%), calcium (13%), ammonium (12%), nitrites (8%) and bicarbonates (10%) over their respective standards. The Wilcox and Riverside diagrams indicate that the majority of waters (90%) have excellent suitability for irrigation and no negative effect on soil fertilization. 展开更多
关键词 BENIN ouéméDelta GRouNDWATER Physico-Chemical Quality Consumption IRRIGATION
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Assessment of the Recent Hydromorphological Features of Nokoue Lake and Its Channels (South-East Benin)
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作者 Tètchodiwèï Julie-Billard Yonouwinhi Gérard Alfred Franck Assiom d’Almeida +1 位作者 Felix Kofi Abagale Akuemaho Virgile Onésime Akowanou 《Open Journal of Modern Hydrology》 CAS 2024年第1期33-55,共23页
Based on 2022 and 2023 hydrometric data and satellite images (Sentinel 2022, SPOT 2010), this study aims to present the Nokoué Lake and its channels’ re-cent hydromorphological characteristics. Integrating flow,... Based on 2022 and 2023 hydrometric data and satellite images (Sentinel 2022, SPOT 2010), this study aims to present the Nokoué Lake and its channels’ re-cent hydromorphological characteristics. Integrating flow, tributary morphology, and topography data determined specific power values along the axes studied. The values obtained range from 2.69 to 12.92 W/m2 for Ouémé River and 2.46 to 10.99 W/m2 for Sô River. The resulting water erosion on banks and bottoms is of linear, areolar, or gully and claw types. Lake bathymetry varies from -0.5 to -2.6 m (low flow period) and -1 to -4 m;in the Ouémé, Sô, and Totchè rivers, it varies from -5 m to -7 m, reaching -10 m at the Cotonou channel entrance (flood period). Bathymetric profiles reveal varied “U”, “V” and “Intermediate” bottom morphologies, influenced by erosion/sedimentation processes and human activities. The flow facies identified are lentic in the northern tributaries and lotic in the Cotonou and Totchè canals. Spatial analysis identified nine (09) thematic classes. In 2022, the surface area of the water body has increased from 274 km2 at low water to 280 km2 at high water, whereas in 2010 (a recent year of exceptional flooding), the surface area was 270 km2 at low water and 277 km2 at high water. Significant changes in land use are observed between 2010 and 2022. The floodplain area decreased slightly, from 421 km2 in 2010 (year of exceptional flooding) to 419 km2 in 2022. The evolution of land use shows a progressive expansion of the urban environment to the detriment of the natural environment. In the medium to long term, this trend could threaten the hydromorphological balance and even the existence of this important lagoon ecosystem. 展开更多
关键词 Nokoué Lake ouémé River River Cotonou Channel HYDROMORPHOLOGY
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适用于强化学习惯性环境的分数阶改进OU噪声 被引量:1
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作者 王涛 张卫华 蒲亦非 《四川大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第2期57-63,共7页
本文将DDPG算法中使用的Ornstein-Uhlenbeck(OU)噪声整数阶微分模型推广为分数阶OU噪声模型,使得噪声的产生不仅和前一步的噪声有关而且和前K步产生的噪声都有关联.通过在gym惯性环境下对比基于分数阶OU噪声的DDPG和TD3算法和原始的DDPG... 本文将DDPG算法中使用的Ornstein-Uhlenbeck(OU)噪声整数阶微分模型推广为分数阶OU噪声模型,使得噪声的产生不仅和前一步的噪声有关而且和前K步产生的噪声都有关联.通过在gym惯性环境下对比基于分数阶OU噪声的DDPG和TD3算法和原始的DDPG和TD3算法,我们发现基于分数阶微积分的OU噪声相比于原始的OU噪声能在更大范围内震荡,使用分数阶OU噪声的算法在惯性环境下具有更好的探索能力,收敛得更快. 展开更多
关键词 DDPG算法 TD3算法 分数阶微积分 ou噪声 强化学习
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语言学视角下基础教育教学古诗词ou、iu、u韵母通押现象探究
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作者 陈李茂 《现代语言学》 2023年第4期1771-1775,共5页
基础教育语文教材的一些古诗词常存在ou、iu、u韵母通押现象。实际上,此三个韵母的发音有较大差异。在此,相关概念被界定。相关的韵脚字在中古时期往往属于流摄的同一个韵或相邻的韵。其在中古所属有流摄到现代普通话的演变路径有所不... 基础教育语文教材的一些古诗词常存在ou、iu、u韵母通押现象。实际上,此三个韵母的发音有较大差异。在此,相关概念被界定。相关的韵脚字在中古时期往往属于流摄的同一个韵或相邻的韵。其在中古所属有流摄到现代普通话的演变路径有所不同。其从中古至今演变为三个不同韵母。这导致一些古诗词难以通过普通话来识别其押韵。此外,押流摄韵的古诗词往往与借景抒情有关,常常表达作者对家国或人生际遇等的感慨。 展开更多
关键词 基础教育语文 古诗词 押韵 ou、iu、u韵母
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基于SSA-BP网络模型的Hong-Ou-Mandel干涉时延测量研究及其在量子陀螺仪中的应用
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作者 翟艺伟 李旺 《物理学报》 SCIE EI CAS CSCD 北大核心 2023年第13期245-251,共7页
作为航空航天导航系统的重要器件,高灵敏度的光学陀螺仪一直是国内外科研工作者的研究重点.经典光学陀螺仪因真空零点波动使其灵敏度受到散粒噪声极限的制约,无法满足日益发展的量子导航需求.本文提出了基于频率纠缠源及Hong-Ou-Mandel(... 作为航空航天导航系统的重要器件,高灵敏度的光学陀螺仪一直是国内外科研工作者的研究重点.经典光学陀螺仪因真空零点波动使其灵敏度受到散粒噪声极限的制约,无法满足日益发展的量子导航需求.本文提出了基于频率纠缠源及Hong-Ou-Mandel(HOM)干涉的量子陀螺仪方案,利用SSA-BP神经网络模型模拟不同的泵浦光和非线性晶体参数,以预测HOM干涉图谱的特性参量干涉可见度及干涉宽度.结合量子Fisher信息理论,获得时延差的最大量子Fisher信息可达1.999,计算得出时延差的不确定度与散粒噪声极限的最小比值为0.707,并依据量子陀螺仪时延差与旋转角速度的关系,验证出旋转角速度的测量灵敏度较经典光学陀螺仪提高了2个数量级.证明上述方案可以实现超越散粒噪声极限的测量灵敏度,能为后续量子陀螺仪的实验验证提供理论支持. 展开更多
关键词 Hong-ou-Mandel干涉 时延测量 量子陀螺仪 麻雀搜索算法
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TVOC、OU在线监测对餐饮源排放监测适用性初探
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作者 金泽川 洪佳慧 《能源与环境》 2023年第3期78-80,共3页
分析某餐饮敏感区域全年的总挥发性有机物(Total Volatile Organic Compounds,TVOC)浓度和臭气浓度(Odor Unit,OU)在线监测数据,结果显示:(1)TVOC浓度变化与餐饮源相关性较小,呈季节性变化,主要随气温的升高而升高,其日变化特征曲线表... 分析某餐饮敏感区域全年的总挥发性有机物(Total Volatile Organic Compounds,TVOC)浓度和臭气浓度(Odor Unit,OU)在线监测数据,结果显示:(1)TVOC浓度变化与餐饮源相关性较小,呈季节性变化,主要随气温的升高而升高,其日变化特征曲线表现为夜间高、午间低;(2)OU值能一定程度上捕捉餐饮源的活跃时段,每日8∶00~18∶00 OU值高于其余时段,餐饮敏感区5F裙楼顶边界(B点)的OU值日变化特征曲线出现了午间、晚间“双高峰”现象;(3)对在线监测平台TVOC浓度和OU值变化规律的分析可为餐饮污染敏感区的后续边界排放监测提供经验。 展开更多
关键词 TVOC浓度 ou 餐饮排放 在线监测
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《中国哲学家孔夫子》最早法语全译本《论语导读》研究
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作者 吕颖 孙梦 《国际汉学》 2024年第1期17-29,150,共14页
《中国哲学家孔夫子》是“四书”中《大学》《中庸》《论语》的拉丁语译本,是儒家思想西传欧洲的奠基之作,与欧洲“中国热”及启蒙思想密切相关。该译本出版后,很快被转译为西方多国文字,其中最早出现的全译本是贝尼耶的法译本《论语导... 《中国哲学家孔夫子》是“四书”中《大学》《中庸》《论语》的拉丁语译本,是儒家思想西传欧洲的奠基之作,与欧洲“中国热”及启蒙思想密切相关。该译本出版后,很快被转译为西方多国文字,其中最早出现的全译本是贝尼耶的法译本《论语导读》。由于所处背景不同,两部作品的译者基于不同的翻译目的,采取了不同的翻译策略。耶稣会士的拉丁语译本基于传教经历和需要,试图从哲学与宗教角度解读孔子思想,以在“礼仪之争”中为其采取的“适应政策”进行辩护。贝尼耶的法译本则援儒入政,意在从政治角度对孔子思想进行阐释,以培养欧洲君王的政治美德与智慧。 展开更多
关键词 《中国哲学家孔夫子》 《论语导读》 儒学经典法译本 儒家思想
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阿尔及利亚Oued Mya盆地438B区块下泥盆统储层沉积学特征 被引量:1
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作者 郑荣才 张天玲 +2 位作者 潘杨辉 胡诚 赵灿 《成都理工大学学报(自然科学版)》 CAS CSCD 北大核心 2011年第5期481-486,共6页
利用钻井岩心、测井资料和层序-岩相古地理编图,研究了阿尔及利亚Oued Mya(韦德迈阿次)盆地438B区块下泥盆统储层沉积学特征。该盆地是一个富含油气的古生代-中生代叠合盆地,438B区块地处盆地西北部,区块内下泥盆统发育有陆棚和障壁岛-... 利用钻井岩心、测井资料和层序-岩相古地理编图,研究了阿尔及利亚Oued Mya(韦德迈阿次)盆地438B区块下泥盆统储层沉积学特征。该盆地是一个富含油气的古生代-中生代叠合盆地,438B区块地处盆地西北部,区块内下泥盆统发育有陆棚和障壁岛-滨岸2个沉积体系,具备良好的油气生、储、盖组合和勘探开发潜力。其中障壁岛-滨岸沉积体系由障壁砂坝、潮汐通道、冲溢扇、潟湖、潮坪等沉积微相组成。以储层沉积学分析为基础的储层预测和评价结果,表明储层发育主要受高位体系域的障壁砂坝和冲溢扇沉积微相控制。这2个沉积微相可列为主要的勘探目标。 展开更多
关键词 储层沉积学 层序-岩相古地理 下泥盆统 oued Mya盆地 阿尔及利亚
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OU型Markov过程的不变测度及弱对偶性 被引量:1
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作者 袁德美 刘禄勤 《数学杂志》 CSCD 1997年第1期21-28,共8页
本文研究OU型Markov过程的不变测度、参考测度和弱对偶半群的存在性问题。
关键词 ou 不变测度 马氏过程 弱对偶性
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分数OU模型参数估计的大偏差(英文) 被引量:2
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作者 汪宝彬 高付清 《数学杂志》 CSCD 北大核心 2006年第6期609-612,共4页
本文考虑了分数OU模型参数估计的大偏差,通过Laplace变换的技巧,得到了极大似然估计的大偏差.
关键词 大偏差 速率函数 分数ou扩散过程 漂移估计
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Lévy过程驱动非高斯OU随机波动率下的期权定价 被引量:8
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作者 刘志东 刘雯宇 阮禹铭 《管理科学学报》 CSSCI CSCD 北大核心 2019年第1期17-43,共27页
考虑金融时间序列发生的跳跃、随机波动率和"杠杆效应",建立由不同Lévy过程驱动的非高斯OU随机波动模型.通过结构保持等价鞅测度变换和FFT技术,对不同Lévy过程驱动下的非高斯OU(non-Gaussian Ornstein-Uhlenbeck pr... 考虑金融时间序列发生的跳跃、随机波动率和"杠杆效应",建立由不同Lévy过程驱动的非高斯OU随机波动模型.通过结构保持等价鞅测度变换和FFT技术,对不同Lévy过程驱动下的非高斯OU(non-Gaussian Ornstein-Uhlenbeck process)期权定价问题进行研究.同时,在结构保持等价鞅测度下,推导出不同Lévy过程驱动下BNS模型离散化表达形式,并构建了基于SMC(sequential Monte Carlo)的极大似然估计、联合样本估计、梯度-SMC估计的非高斯OU期权定价模型参数估计方法.实证研究中,采用近470万个S&P500期权价格数据,从样本内拟合效果、样本外预测、模型稳定性、综合矫正风险几个方面,对不同Lévy过程驱动的非高斯OU期权定价模型、参数估计方法以及期权定价效果进行全面系统研究.实证研究表明,所有模型对实值期权的定价效果要优于虚值期权.本文基于联合样本估计和梯度-SMC估计的非高斯OU期权定价模型具有明显的优势. 展开更多
关键词 Lévy跳跃过程 非高斯ou过程 结构保持等价鞅测度 梯度序贯蒙特卡洛 期权定价
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两参数OU过程的钟重对数律(英文) 被引量:1
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作者 陆传荣 于浩 《应用概率统计》 CSCD 北大核心 2002年第2期119-124,共6页
在本文中,我们证明了两参数OU过程的钟重对数律.
关键词 两参数ou过程 钟重对数律
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N参数d维广义OU过程象集代数和的Hausdorff维数(英文) 被引量:1
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作者 邓国和 杨向群 《广西师范大学学报(自然科学版)》 CAS 2004年第4期31-35,共5页
设X(t)∶RN+→Rd是N参数d维广义OU过程.对任意的紧集E,F RN+\{0},考虑了X(t)象集代数和X(E)-X(F)的Hausdorff维数,得到了象集代数和Hausdorff维数的上下界,这些结果包含了Browniansheet和广义Browniansheet的相应结论.
关键词 N参数d维广义ou过程 象集 HAUSDORFF维数
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多参数无穷维OU过程与布朗运动 被引量:1
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作者 王梓坤 《数学物理学报(A辑)》 CSCD 北大核心 1993年第4期455-459,共5页
n参数无穷维Ornstein-Uhlenbeck过程(OUP^∞n)定义为{x^.t,t=(t1,…,tn)∈R^n+),其中:x^.t=e^(-α-βt)[x0+σ∫^.0∫^t0e^(αa+βb)B(da,db)... n参数无穷维Ornstein-Uhlenbeck过程(OUP^∞n)定义为{x^.t,t=(t1,…,tn)∈R^n+),其中:x^.t=e^(-α-βt)[x0+σ∫^.0∫^t0e^(αa+βb)B(da,db)而B(a,b)为n+1参数布朗运动。x^.t在Wiener空间W中的分布记为μt,n参数无穷维布朗运动Bt在W中的分布记为Vt。 展开更多
关键词 ou过程 布朗运动 连续性
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分数CIR过程统计行为的数值模拟
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作者 刘博文 张静 陈晓鹏 《应用概率统计》 CSCD 北大核心 2024年第1期1-17,共17页
Cox-Ingersoll-Ross (CIR)过程在金融领域有着重要的应用,本文主要对分数CIR过程的统计行为进行了模拟和探讨.由于该过程不存在解析解,拟采用两种不同随机函数wfbm和fbmld来模拟分数布朗运动,利用Euler-Maruyama (EM)方法模拟分数CIR过... Cox-Ingersoll-Ross (CIR)过程在金融领域有着重要的应用,本文主要对分数CIR过程的统计行为进行了模拟和探讨.由于该过程不存在解析解,拟采用两种不同随机函数wfbm和fbmld来模拟分数布朗运动,利用Euler-Maruyama (EM)方法模拟分数CIR过程的期望和方差.由于分数CIR过程的分布不能用福克–普朗克方程(Fokker-Planck equation)的解来表示,文章模拟了分数CIR过程的经验分布,并得到了随时间变化时的经验分布变化情况.为了进一步验证该Euler-Maruyama(EM)算法和比较两种随机函数的优越性,模拟了可以转化为向后欧拉法的分数Cox-Ingersoll-Ross(CIR)模型和具有解析解的分数Ornstein-Uhlenbeck (OU)模型,通过比较图像和数据,发现采用函数fbmld模拟的分数CIR过程的期望以及方差和理论上的期望以及方差具有较强的拟合程度. 展开更多
关键词 CIR过程 ou过程 EM方法 分数布朗运动 随机微分方程
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离散式音变的方言新证——以关峡苗族平话ou韵的来源为例 被引量:1
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作者 胡萍 《佛山科学技术学院学报(社会科学版)》 2005年第5期18-22,共5页
关峡苗族平话音韵系统的一个鲜明特色就是ou韵的来源较广。运用共时和历时相结合的比较方法,以及离散式音变、词汇扩散等理论,探讨关峡ou韵的演变过程及发展趋势,既彰显了离散式音变的参差性和规律性,又为离散式音变提供了新的方言例证。
关键词 平话 ou 来源 离散式音变
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基于改进深度确定性策略梯度算法的电压无功优化策略
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作者 李付强 张文朝 +4 位作者 潘艳 张野 赵伟 李杏 周永东 《智慧电力》 北大核心 2024年第5期1-7,30,共8页
电压无功优化是用来调节电压,保证电力系统安全、稳定、优质运行的必要手段。针对当前电力系统电压控制矛盾突出、无功优化难度大的问题,提出了1种基于改进深度确定性策略梯度(I-DDPG)算法的电压控制策略。首先,建立电力系统最小网损化... 电压无功优化是用来调节电压,保证电力系统安全、稳定、优质运行的必要手段。针对当前电力系统电压控制矛盾突出、无功优化难度大的问题,提出了1种基于改进深度确定性策略梯度(I-DDPG)算法的电压控制策略。首先,建立电力系统最小网损化的目标函数,采用马尔可夫决策过程(MDP)对电力系统无功优化问题进行建模,引入了Ornstein-Uhlenbeck(OU)过程生成自相关噪声,使智能体可以确保首先在1个方向上探索,提高学习效率;其次,采用Sumtree结构的优先经验回放池,提高训练样本利用率,并采用重要性采样(IS)来优化收敛结果。最后,通过IEEE30节点标准系统算例,验证了本文所提出的方法在运行过程中使得平均网损相比于之前的系统降低19.64%,有效降低了电网有功损耗,符合电力系统发展的需要。 展开更多
关键词 强化学习 马尔可夫决策过程 ou噪声 优先经验回放
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