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基于分层生成对抗网络的短临降水预报方法研究
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作者 曾强胜 郭敬天 +2 位作者 任鹏 黄文华 王宁 《中国海洋大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第2期23-32,共10页
本文使用深度学习方法中的生成对抗网络(GAN)来提升短临降水预报的准确率,提出了一个基于历史雷达回波图序列预测未来雷达回波图序列的分层生成对抗网络(HGAN)方法。HGAN方法由全局生成器和局部鉴别器两部分组成,全局生成器以多子网的... 本文使用深度学习方法中的生成对抗网络(GAN)来提升短临降水预报的准确率,提出了一个基于历史雷达回波图序列预测未来雷达回波图序列的分层生成对抗网络(HGAN)方法。HGAN方法由全局生成器和局部鉴别器两部分组成,全局生成器以多子网的层次结构构建,采用上采样过程训练模型,捕捉雷达回波的演变趋势,有利于生成清晰的未来雷达回波图。局部鉴别器根据局部区域将预测的雷达回波图与观测的雷达回波图区分开,并引入缓冲区机制,保存历史预测序列,使最终预测的结果更加符合时序性。两者以对抗的方式加以训练,得到的模型能够生成足够清晰且接近真实的未来雷达回波序列,对于回波强度极值和范围的刻画更为准确。对HGAN和GAN进行测试集检验及个例分析,分析结果验证了HGAN对雷达回波预测的有效性。同时在检验反射率阈值相同的情况下,HGAN的临界成功指数命中率高于GAN,而虚警率低于GAN,且在相同预测时长下,HGAN结构相似性指数(SSIM)优于GAN。 展开更多
关键词 短临降水 雷达回波 分层生成对抗网络 全局生成器 局部鉴别器
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不同管理阶段生活垃圾处理处置碳减排潜力研究——以厦门市为例
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作者 杨玉虎 叶志隆 +4 位作者 郭婧恬 林添煌 李菲 苏碧桑 潘小芳 《环境工程技术学报》 CAS CSCD 北大核心 2024年第4期1206-1217,共12页
我国快速城市化带来了大量的城市生活垃圾。为了破解“垃圾围城”的普遍性难题,我国不断完善生活垃圾管理体系,经历了以填埋为主的无害化、以焚烧为主的无害化和减量化、垃圾强制分类在全国主要城市的全面推广、分类垃圾综合处理处置等... 我国快速城市化带来了大量的城市生活垃圾。为了破解“垃圾围城”的普遍性难题,我国不断完善生活垃圾管理体系,经历了以填埋为主的无害化、以焚烧为主的无害化和减量化、垃圾强制分类在全国主要城市的全面推广、分类垃圾综合处理处置等不同发展阶段。以厦门市为例,分析不同生活垃圾管理阶段的碳排放特征。结果表明:厦门市2000—2009年(无害化阶段)的碳排放总量由25.49万t直线上升至76.38万t,年均增长13.19%;2010—2016年(无害化和减量化阶段)由于填埋气收集效率提升和持续推进垃圾焚烧减量,吨垃圾碳排放强度逐年下降,但排放总量仍然从27.95万t增长至49.30万t;2017年至今全市推行垃圾四分类并开展餐厨垃圾分类和低值可回收物试点,碳排放强度从324.74 kg/t下降至178.11 kg/t,其中每分出1 t厨余垃圾、可回收物、餐厨垃圾和低值可回收物,碳排放分别减少5.69、302.58~328.75、83.19、884.66 kg。未来,随着低值可回收物分类和再生资源中心建设的推广,生活垃圾碳排放总量和强度将进一步降低,推动城市绿色低碳发展。 展开更多
关键词 生活垃圾 垃圾处理 垃圾分类 碳排放 碳减排
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定日镜积尘因素分析及反射率变化预测模型
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作者 郭经天 陈乐 《水力发电》 CAS 2024年第8期84-88,共5页
为减少自然积尘引起的发电效率损失,光热电站需要定期清洗定日镜,如何选取合适的清洗节点,是提高经济效益的关键。针对于此,提出了一种基于气象预报数据的定日镜反射率变化预测模型,以供光热电站根据反射率的变化趋势,灵活安排人工清洗... 为减少自然积尘引起的发电效率损失,光热电站需要定期清洗定日镜,如何选取合适的清洗节点,是提高经济效益的关键。针对于此,提出了一种基于气象预报数据的定日镜反射率变化预测模型,以供光热电站根据反射率的变化趋势,灵活安排人工清洗。对影响定日镜积尘的因素进行了分析;在研制人工积尘室并进行相关的定性实验基础上,构建了基于神经网络的反射率预测模型;通过室外积尘实验,对模型的效果进行了初步评估。实验结果表明,该模型能有效预测反射率的变化趋势,与实测数据的平均相对误差为1.28%,均方根误差为1.34%,对光热电站清洗计划的制定具有借鉴意义。 展开更多
关键词 光热发电 定日镜 积尘 反射率 神经网络 预测模型
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东太平洋克拉里昂-克利帕顿断裂区多金属结核保留区的气象状况和预报规律 被引量:1
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作者 李健 郭敬天 +1 位作者 黎舸 刘清容 《海洋开发与管理》 2018年第12期61-65,共5页
为保障我国大洋矿产资源的勘探和开采,文章根据我国于2017年对东太平洋克拉里昂-克利帕顿断裂区多金属结核保留区开展首次调查的志愿船观测数据,结合实际天气和预报过程,在对观测数据进行处理和分析的基础上,总结调查期间该保留区的气... 为保障我国大洋矿产资源的勘探和开采,文章根据我国于2017年对东太平洋克拉里昂-克利帕顿断裂区多金属结核保留区开展首次调查的志愿船观测数据,结合实际天气和预报过程,在对观测数据进行处理和分析的基础上,总结调查期间该保留区的气象状况和预报规律。研究结果表明:受冷高压及其外围的影响,保留区风向和风速变化较大,在预报过程中须实时关注冷空气的中心位置、走向和持续时间,适时调整作业方案;保留区气压与天气系统吻合较好,气温和湿度受降水影响,且降水频繁;除10月可能受到飓风影响外,保留区11月风速通常比10月大。 展开更多
关键词 多金属结核保留区 大洋勘探 海洋气象 天气预报 船舶观测
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An Analysis and Modeling Study of a Sea Fog Event over the Yellow and Bohai Seas 被引量:27
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作者 FU Gang guo jingtian +1 位作者 Angeline Pendergrass LI Pengyuan 《Journal of Ocean University of China》 SCIE CAS 2008年第1期27-34,共8页
In this study, a sea fog event which occurred on 27 March 2005 over the Yellow and Bohai Seas was investigated observationally and numerically. Almost all available observational data were used, including satellite im... In this study, a sea fog event which occurred on 27 March 2005 over the Yellow and Bohai Seas was investigated observationally and numerically. Almost all available observational data were used, including satellite imagery of Geostationary Operational Environmental Satellite (GOES)-9, three data sets from station observations at Dandong, Dalian and Qingdao, objectively reanalyzed data of final run analysis (FNL) issued by the National Center for Environmental Prediction (NCEP) and Regional Atmospheric Modeling System (RANIS) results. Synoptic conditions and fog characteristics were analyzed. The fog formed when warm, moist air was advected northwards over the cool water of the Yellow and Bohai Seas, and dissipated when a cold front brought northerly winds and cool, dry air. In order to better understand the fog formation mechanism, a high-resolution RAMS modeling with a 6km×6km grid, initialized and validated by FNL data, was designed. A 48h modeling that started from 12 UTC 26 March 2005 reproduced the main characteristics of this sea fog event. The simulated lower visibility area agreed reasonably well with the sea fog region identified from the satellite imagery. Advection cooling effect seemed to play a significant role in the fog formation. 展开更多
关键词 sea fog the Yellow and Bohai Seas satellite imagery numerical modeling low visibility area
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The Structure and Formation Mechanism of a Sea Fog Event over the Yellow Sea 被引量:5
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作者 guo jingtian LI Pengyuan +3 位作者 FU Gang ZHANG Wei GAO Shanhong ZHANG Suping 《Journal of Ocean University of China》 SCIE CAS 2015年第1期27-37,共11页
In this paper, a heavy sea fog event occurring over the Yellow Sea on 11 April 2004 was investigated based upon observational and modeling analyses. From the observational analyses, this sea fog event is a typical adv... In this paper, a heavy sea fog event occurring over the Yellow Sea on 11 April 2004 was investigated based upon observational and modeling analyses. From the observational analyses, this sea fog event is a typical advection cooling case. Sea surface temperature(SST) and specific humidity(SH) show strong gradients from south to north, in which warm water is located in the south and consequently, moisture is larger in the south than in the north due to evaporation processes. After fog formation, evaporation process provides more moisture into the air and further contributes to fog evolution. The sea fog event was reproduced by the Regional Atmospheric Modeling System(RAMS) reasonably. The roles of important physical processes such as radiation, turbulence as well as atmospheric stratification in sea fog's structure and its formation mechanisms were analyzed using the model results. The roles of long wave radiation cooling, turbulence as well as atmospheric stratification were analyzed based on the modeling results. It is found that the long wave radiative cooling at the fog top plays an important role in cooling down the fog layer through turbulence mixing. The fog top cooling can overpower warming from the surface. Sea fog develops upward with the aid of turbulence. The buoyancy term, i.e., the unstable layer, contributes to the generation of TKE in the fog region. However, the temperature inversion layer prevents fog from growing upward. 展开更多
关键词 sea fog the Yellow Sea developing mechanism
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An Observational Study of Typhoon Imbudo in 2003 被引量:1
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作者 LI Qingqing FU Gang +2 位作者 guo jingtian YANG Yuqiang DUAN Yihong 《Journal of Ocean University of China》 SCIE CAS 2005年第4期391-397,共7页
Typhoon Imbudo was a super-typhoon over the northwestern Pacific in 2003. It caused tremendous damage when it made landfalls in the Philippines and China. This paper documents observational analyses of Typhoon Imbudo ... Typhoon Imbudo was a super-typhoon over the northwestern Pacific in 2003. It caused tremendous damage when it made landfalls in the Philippines and China. This paper documents observational analyses of Typhoon Imbudo during its landfall in China. All available observations are used to study its motion, intensity changes, convection, structure and precipitation. Best-track data indicate that Imbudo moved west-northwestward until 1800 UTC 23 July and then turned northwestward. FNL (final) analysis data show that the motion of Imbudo is dominated by changes of the subtropical high. At Imbudo's mature stage, the minimum sea level pressure dropped to 910 hPa and the maximum sustained winds were as high as 67 m s 1, which is the intensity of a super-typhoon. The surface wind field exhibited asymmetric characteristics. Polar-orbiting satellite imagery also manifested convective asymmetry before Imbudo made landfall in China. Analyzed the vertical wind shear, it is shown that the convection has a downshear-left pattern. All kinds of precipitation data were used to identify the asymmetric characteristic of the rainfall associated with the Imbudo. The maximum rainfalls were located in the southern boundary area between Guangxi and Guangdong. However, the lack of in situ observations limited further analyses of this typhoon. 展开更多
关键词 Typhoon Imbudo surface winds satellite imagery asymmetric convection downshear-left convective pattern asymmetric rainfall
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高校学生网络安全教育的研究 被引量:1
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作者 肖雅文 郭靖天 郑丽坤 《中国现代教育装备》 2019年第11期25-27,共3页
随着网络安全环境的日趋复杂,各种安全事件频发,高校学生由于自身社会经验少、信息安全意识弱,自我防范能力相对较弱,正在成为各种网络安全事件的高危群体和重要受害者。通过调查问卷形式对高校开展网络安全教育存在的问题进行客观分析... 随着网络安全环境的日趋复杂,各种安全事件频发,高校学生由于自身社会经验少、信息安全意识弱,自我防范能力相对较弱,正在成为各种网络安全事件的高危群体和重要受害者。通过调查问卷形式对高校开展网络安全教育存在的问题进行客观分析,对高校网络安全教育提出了相应的解决策略。 展开更多
关键词 网络安全 教育 高校
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Diagnosis and Numerical Modeling of an Explosive Cyclone over the Northwestern Pacific 被引量:1
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作者 SUN Baitang LI Pengyuan +2 位作者 ZHANG Shuqin guo jingtian FU Gang 《Journal of Ocean University of China》 SCIE CAS CSCD 2021年第4期837-847,共11页
An explosive cyclone that took place over the Northwestern Pacific from 12 UTC 18 to 18 UTC 21 November 2007 was investigated.The synoptic situations and structure of this cyclone were documented by using the 1°&... An explosive cyclone that took place over the Northwestern Pacific from 12 UTC 18 to 18 UTC 21 November 2007 was investigated.The synoptic situations and structure of this cyclone were documented by using the 1°×1°final analysis data of the National Center for Environmental Prediction.This cyclone developed explosively around 18 UTC 19 and reached its maximum deepening rate(MDR,1.3 Bergeron)around 06 UTC 20 November 2007.At its MDR moment,the surface cyclone center was located in the downstream of the upper-level trough and northern entrance zone of the upper-level jet.The diagnosis using Zwack-Okossi equation suggested that cyclonic-vorticity advection and warm air advection acted to deepen this cyclone,while adiabatic cooling suppressed its development.In an investigation of this cyclone development,numerical sensitivity results obtained by using the Weather and Research Forecasting model showed that the latent heat release in the lower level had less contribution,whereas the surface sensible and latent fluxes played important roles.With a warmer ocean surface,the cyclone tended to intensify.Two topography tests were designed to examine the mountain influences on the development of this cyclone:removing a mountain and doubling the height of a mountain.Results show that the Changbai Mountains suppressed the development of the cyclone by preventing the southern moisture air from invading the inland.Without the moisture air,no latent heat release occurs when this cyclone passes over the Changbai Mountains. 展开更多
关键词 explosive cyclone Changbai Mountains Zwack-Okossi equation WRF model
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民勤县节水农业发展现状及对策 被引量:3
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作者 郭精天 《南方农业》 2023年第18期175-177,共3页
由于全球气候变化加剧和干旱天气的频繁发生,节水农业在现代农业中的地位越来越重要。甘肃省民勤县作为一个具有典型意义的干旱地区,当地农业发展的核心问题便是如何更好地利用有限的水资源。为了促进民勤县节水农业的可持续发展,通过... 由于全球气候变化加剧和干旱天气的频繁发生,节水农业在现代农业中的地位越来越重要。甘肃省民勤县作为一个具有典型意义的干旱地区,当地农业发展的核心问题便是如何更好地利用有限的水资源。为了促进民勤县节水农业的可持续发展,通过实地调研,分析了民勤县发展节水农业的意义,如解决水资源匮乏问题;促进核心产业发展;保护生态环境,实现持续发展。探讨了民勤县目前节水农业的现状,同时对民勤县节水农业可发展方向进行分析,包括结合农作物生长特性,针对性使用节水新技术;利用化学制剂节水;建立水资源管理系统;强化政策宣传,提高农业节水意识。 展开更多
关键词 水资源 节水农业 可持续发展 甘肃省民勤县
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A Spatiotemporal Interactive Processing Bias Correction Method for Operational Ocean Wave Forecasts
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作者 AI Bo YU Mengchao +5 位作者 guo jingtian ZHANG Wei JIANG Tao LIU Aichao WEN Lianjie LI Wenbo 《Journal of Ocean University of China》 SCIE CAS CSCD 2022年第2期277-290,共14页
Numerical models and correct predictions are important for marine forecasting,but the forecasting results are often unable to satisfy the requirements of operational wave forecasting.Because bias between the predictio... Numerical models and correct predictions are important for marine forecasting,but the forecasting results are often unable to satisfy the requirements of operational wave forecasting.Because bias between the predictions of numerical models and the actual sea state has been observed,predictions can only be released after correction by forecasters.This paper proposes a spati-otemporal interactive processing bias correction method to correct numerical prediction fields applied to the production and release of operational ocean wave forecasting products.The proposed method combines the advantages of numerical models and Forecast Discussion;specifically,it integrates subjective and objective information to achieve interactive spatiotemporal correc-tions for numerical prediction.The method corrects the single-time numerical prediction field in space by spatial interpolation and sub-zone numerical analyses using numerical model grid data in combination with real-time observations and the artificial judg-ment of forecasters to achieve numerical prediction accuracy.The difference between the original numerical prediction field and the spatial correction field is interpolated to an adjacent time series by successive correction analysis,thereby achieving highly efficient correction for multi-time forecasting fields.In this paper,the significant wave height forecasts from the European Centre for Medium-Range Weather Forecasts are used as background field for forecasting correction and analysis.Results indicate that the proposed method has good application potential for the bias correction of numerical predictions under different sea states.The method takes into account spatial correlations for the numerical prediction field and the time series development of the numerical model to correct numerical predictions efficiently. 展开更多
关键词 numerical models ocean wave forecasts spatial interpolation time series interpolation successive correction
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