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Statistics of cloud heights over the Tibetan Plateau and its surrounding region derived from CloudSat data 被引量:1
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作者 ShengJie Wang WenYing He +2 位作者 HongBin Chen JianChun Bian ZhenHui Wang 《Research in Cold and Arid Regions》 CSCD 2016年第1期72-81,共10页
Cloud-radiation interaction has a large impact on the Earth's weather and climate change, and clouds with different heights cause different radiative forcing. Thus, the information on the statistics of cloud height a... Cloud-radiation interaction has a large impact on the Earth's weather and climate change, and clouds with different heights cause different radiative forcing. Thus, the information on the statistics of cloud height and its variation in space and time is very important to global climate change studies. In this paper, cloud top height (CTH), cloud base height (CBH) and cloud thickness over regions of the Tibetan Plateau, south slope of the plateau and South Asian Monsoon are analyzed based on CloudSat data during the period from June 2006 to December 2007. The results show that frequency of CTH and CBH in unit area over the studied regions have certain temporal-spatial continuity. The CTH and CBH of different cloud types have different variation scopes, and their seasonal variations are distinct. Cloud thickness is large (small) in summer (winter), and the percentages of different cloud types also have certain regularity. 展开更多
关键词 cloudSAT Tibetan Plateau cloud height cloud thickness
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Climatology of Cloud-base Height from Long-term Radiosonde Measurements in China 被引量:6
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作者 Yong ZHANG Lejian ZHANG +10 位作者 Jianping GUO Jinming FENG Lijuan CAO Yang WANG Qing ZHOU Liangxu LI Bai LI Hui XU Lin LIU Ning AN Huan LIU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2018年第2期158-168,共11页
Clouds are critical to the global radiation budget and hydrological cycle, but knowledge is still poor concerning the observed climatology of cloud-base height (CBH) in China. Based on fine-resolution sounding obser... Clouds are critical to the global radiation budget and hydrological cycle, but knowledge is still poor concerning the observed climatology of cloud-base height (CBH) in China. Based on fine-resolution sounding observations from the China Radiosonde Network (CRN), the method used to estimate CBH was modified, and uncertainty analyses indicated that the CBH is good enough. The accuracy of CBH estimation is verified by the comparison between the sounding-derived CBHs and those estimated from the micro-pulse lidar and millimeter-wave cloud radar. As such, the CBH climatology was compiled for the period 2006-16. Overall, the CBH exhibits large geographic variability across China, at both 0800 Local Standard Time (LST) and 2000 LST, irrespective of season. In addition, the summertime cloud base tends to be elevated to higher altitudes in dry regions [i.e., Inner Mongolia and the North China Plain (NCP)]. By comparison, the Tibetan Plateau (TP), Pearl River Delta (PRD) and Sichuan Basin (SCB) have relatively low CBHs (〈 2.4 km above ground level). In terms of seasonality, the CBH reaches its maximum in summer and minimum in winter. A low cloud base tends to occur frequently (〉 70%) over the TP, PRD and SCB. In contrast, at most sites over the Yangtze River Delta (YRD) and the NCP, about half the cloud belongs to the high-cloud category. The CBH does not exhibit marked diurnal variation in summer, throughout all CRN sites, probably due to the persistent cloud coverage caused by the East Asia Summer Monsson. To the best of our knowledge, this is the first CBH climatology produced from sounding measurements in China, and provides a useful reference for obtaining observational cloud base information. 展开更多
关键词 cloud base height RADIOSONDE relative humidity China CLIMATOLOGY
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Assessment of FY-4A and Himawari-8 Cloud Top Height Retrieval through Comparison with Ground-Based Millimeter Radar at Sites in Tibet and Beijing 被引量:11
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作者 Bo LIU Juan HUO +1 位作者 Daren LYU Xin WANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2021年第8期1334-1350,共17页
The accuracy of passive satellite cloud top height(CTH)retrieval shows regional dependence.This paper assesses the CTH derived from the FY-4A and Himawari-8 satellites through comparison with those from the ground-bas... The accuracy of passive satellite cloud top height(CTH)retrieval shows regional dependence.This paper assesses the CTH derived from the FY-4A and Himawari-8 satellites through comparison with those from the ground-based millimeter radar at two sites:Yangbajing,Tibet,China(YBJ),and the Institute of Atmospheric Physics(IAP),Beijing,China.The comparison shows that Himawari-8 missed more CTHs at night than FY-4A,especially at YBJ.It is found that the CTH difference(CTHD;radar CTH minus satellite CTH)for FY-4A and Himawari-8 is 0.06±1.90 km and−0.02±2.40 km at YBJ respectively,and that is 0.93±2.24 km and 0.99±2.37 km at IAP respectively.The discrepancy between the satellites and radar at IAP is larger than that at YBJ.Both satellites show better performance for mid-level and low-level clouds than for high-level clouds at the two sites.The retrievals from FY-4A agree well with those from Himawari-8,with a mean difference of 0.08 km at YBJ and 0.06 km at IAP.It is found that the CTHD decreases as the cloud depth increases at both sites.However,the CTHD has no obvious dependence on cloud layers and fractions.Investigations show that aerosol concentration has little impact on the CTHD.For high and thin clouds,the CTHD increases gradually with the increase of the surface temperature,which might be a key factor causing the regional discrepancy between IAP and YBJ. 展开更多
关键词 cloud top height TIBET millimeter radar FY-4A Himawari-8
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The Significant Role of Radiosonde-measured Cloud-base Height in the Estimation of Cloud Radiative Forcing 被引量:3
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作者 Hui XU Jianping GUO +8 位作者 Jian LI Lin LIU Tianmeng CHEN Xiaoran GUO Yanmin LYU Ding WANG Yi HAN Qi CHEN Yong ZHANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2021年第9期1552-1565,共14页
The satellite-based quantification of cloud radiative forcing remains poorly understood,due largely to the limitation or uncertainties in characterizing cloud-base height(CBH).Here,we use the CBH data from radiosonde ... The satellite-based quantification of cloud radiative forcing remains poorly understood,due largely to the limitation or uncertainties in characterizing cloud-base height(CBH).Here,we use the CBH data from radiosonde measurements over China in combination with the collocated cloud-top height(CTH) and cloud properties from MODIS/Aqua to quantify the impact of CBH on shortwave cloud radiative forcing(SWCRF).The climatological mean SWCRF at the surface(SWCRFSUR),at the top of the atmosphere(SWCRFTOA),and in the atmosphere(SWCRFATM) are estimated to be-97.14,-84.35,and 12.79 W m^(-2),respectively for the summers spanning 2010 to 2018 over China.To illustrate the role of the cloud base,we assume four scenarios according to vertical profile patterns of cloud optical depth(COD).Using the CTH and cloud properties from MODIS alone results in large uncertainties for the estimation of SWCRFATM,compared with those under scenarios that consider the CBH.Furthermore,the biases of the CERES estimation of SWCRFATM tend to increase in the presence of thick clouds with low CBH.Additionally,the discrepancy of SWCRFATM relative to that calculated without consideration of CBH varies according to the vertical profile of COD.When a uniform COD vertical profile is assumed,the largest SWCRF discrepancies occur during the early morning or late afternoon.By comparison,the two-point COD vertical distribution assumption has the largest uncertainties occurring at noon when the solar irradiation peaks.These findings justify the urgent need to consider the cloud vertical structures when calculating the SWCRF which is otherwise neglected. 展开更多
关键词 cloud base height RADIOSONDE radiative forcing China CLIMATOLOGY
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Verification and Correction of Cloud Base and Top Height Retrievals from Ka–band Cloud Radar in Boseong,Korea 被引量:1
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作者 Su-Bin OH Yeon-Hee KIM +2 位作者 Ki-Hoon KIM Chun-Ho CHO Eunha LIM 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2016年第1期73-84,共12页
In this study,cloud base height(CBH) and cloud top height(CTH) observed by the Ka-band(33.44 GHz) cloud radar at the Boseong National Center for Intensive Observation of Severe Weather during fall 2013(Septembe... In this study,cloud base height(CBH) and cloud top height(CTH) observed by the Ka-band(33.44 GHz) cloud radar at the Boseong National Center for Intensive Observation of Severe Weather during fall 2013(September-November) were verified and corrected.For comparative verification,CBH and CTH were obtained using a ceilometer(CL51) and the Communication,Ocean and Meteorological Satellite(COMS).During rainfall,the CBH and CTH observed by the cloud radar were lower than observed by the ceilometer and COMS because of signal attenuation due to raindrops,and this difference increased with rainfall intensity.During dry periods,however,the CBH and CTH observed by the cloud radar,ceilometer,and COMS were similar.Thin and low-density clouds were observed more effectively by the cloud radar compared with the ceilometer and COMS.In cases of rainfall or missing cloud radar data,the ceilometer and COMS data were proven effective in correcting or compensating the cloud radar data.These corrected cloud data were used to classify cloud types,which revealed that low clouds occurred most frequently. 展开更多
关键词 cloud radar CEILOMETER satellite retrieval cloud base height cloud top height cloud type
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Improving Satellite-Retrieved Cloud Base Height with Ground-Based Cloud Radar Measurements 被引量:1
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作者 Zhonghui TAN Ju WANG +3 位作者 Jianping GUO Chao LIU Miao ZHANG Shuo MA 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第11期2131-2140,共10页
Cloud base height(CBH) is a crucial parameter for cloud radiative effect estimates, climate change simulations, and aviation guidance. However, due to the limited information on cloud vertical structures included in p... Cloud base height(CBH) is a crucial parameter for cloud radiative effect estimates, climate change simulations, and aviation guidance. However, due to the limited information on cloud vertical structures included in passive satellite radiometer observations, few operational satellite CBH products are currently available. This study presents a new method for retrieving CBH from satellite radiometers. The method first uses the combined measurements of satellite radiometers and ground-based cloud radars to develop a lookup table(LUT) of effective cloud water content(ECWC), representing the vertically varying cloud water content. This LUT allows for the conversion of cloud water path to cloud geometric thickness(CGT), enabling the estimation of CBH as the difference between cloud top height and CGT. Detailed comparative analysis of CBH estimates from the state-of-the-art ECWC LUT are conducted against four ground-based millimeter-wave cloud radar(MMCR) measurements, and results show that the mean bias(correlation coefficient) is0.18±1.79 km(0.73), which is lower(higher) than 0.23±2.11 km(0.67) as derived from the combined measurements of satellite radiometers and satellite radar-lidar(i.e., Cloud Sat and CALIPSO). Furthermore, the percentages of the CBH biases within 250 m increase by 5% to 10%, which varies by location. This indicates that the CBH estimates from our algorithm are more consistent with ground-based MMCR measurements. Therefore, this algorithm shows great potential for further improvement of the CBH retrievals as ground-based MMCR are being increasingly included in global surface meteorological observing networks, and the improved CBH retrievals will contribute to better cloud radiative effect estimates. 展开更多
关键词 cloud base height passive radiometer ground-based cloud radar remote sensing
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A STUDY ON THE APPLICATION OF FY-2E CLOUD DRIFT WIND HEIGHT REASSIGNMENT IN NUMERICAL FORECAST OF TYPHOON CHANTHU(1003) TRACK 被引量:2
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作者 李昊睿 丁伟钰 +2 位作者 薛纪善 陈子通 高郁东 《Journal of Tropical Meteorology》 SCIE 2015年第1期34-42,共9页
In this paper, we first analyzed cloud drift wind(CDW) data distribution in the vertical direction, and then reassigned the height of every CDW in the research domain in terms of background information, and finally, c... In this paper, we first analyzed cloud drift wind(CDW) data distribution in the vertical direction, and then reassigned the height of every CDW in the research domain in terms of background information, and finally, conducted contrast numerical experiments of assimilating the CDW data before and after reassignment to examine the impacts on the forecast of the track of Typhoon Chanthu(1003) from 00:00(Coordinated Universal Time) 21 July to 00:00 UTC23 July, 2010. The analysis results of the CDW data indicate that the number of CDWs is mainly distributed in the midand upper-troposphere above 500 h Pa, with the maximum number at about 300 h Pa. The height reassigning method mentioned in this work may update the height effectively, and the CDW data are distributed reasonably and no obvious contradiction occurs in the horizontal direction after height reassignment. After assimilating the height-reassigned CDW data, especially the water vapor CDW data, the initial wind field around Typhoon Chanthu(1003) became more reasonable, and then the steering current leading the typhoon to move to the correct location became stronger. As a result, the numerical track predictions are improved. 展开更多
关键词 height reassignment cloud drift wind variational assimilation typhoon track GRAPES
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Cloud Top Height Retrieval Using Polarizing Remote Sensing Data of POLDER
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作者 HE Xianqiang BAI Yan PAN Delu ZHU Qiankun GONG Fang 《Atmospheric and Oceanic Science Letters》 2009年第2期73-78,共6页
A retrieval method of cloud top heights using polarizing remote sensing is proposed in this paper. Using the vector radiative transfer model in a coupled atmosphere-ocean system, the factors influencing the upwelling ... A retrieval method of cloud top heights using polarizing remote sensing is proposed in this paper. Using the vector radiative transfer model in a coupled atmosphere-ocean system, the factors influencing the upwelling linear polarizing radiance at top-of-atmosphere are analyzed, which show that the upwelling linear polarizing radiance varies remarkably with the cloud top height, but has negligible sensitivity with cloud albedo and aerosol scattering above the cloud layer. Based on this property, a cloud top height retrieval algorithm using polarizing remote sensing was developed. The algorithm has been applied to the polarizing remote sensing data of Polarization and Directionality of the Earth's Reflectances-2 (POLDER-2). The retrieved cloud top height from POLDER-2 compares well with the Moderate Resolution Imaging Spectroradiometer (MODIS) operational product with a bias of 0.83 km and standard deviation of 1.56 km. 展开更多
关键词 cloud top height polarizing remote sensing Polarization and Directionality of the Earth's Reflectances
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Cloud Base Height and Effective Cloud Emissivity Retrieval with Ground-Based Infrared Interferometer
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作者 PAN Lin-Jun LU Da-Ren 《Atmospheric and Oceanic Science Letters》 2012年第5期439-444,共6页
Based on ground-based Atmospheric Emitted Radiance Interferometer (AERI) observations in Shouxian, Anhui province, China, the authors retrieve the cloud base height (CBH) and effective cloud emissivity by using the mi... Based on ground-based Atmospheric Emitted Radiance Interferometer (AERI) observations in Shouxian, Anhui province, China, the authors retrieve the cloud base height (CBH) and effective cloud emissivity by using the minimum root-mean-square difference method. This method was originally developed for satellite remote sensing. The high-temporal-resolution retrieval results can depict the trivial variations of the zenith clouds continu-ously. The retrieval results are evaluated by comparing them with observations by the cloud radar. The comparison shows that the retrieval bias is smaller for the middle and low cloud, especially for the opaque cloud. When two layers of clouds exist, the retrieval results reflect the weighting radiative contribution of the multi-layer cloud. The retrieval accuracy is affected by uncertainties of the AERI radiances and sounding profiles, in which the role of uncertainty in the temperature profile is dominant. 展开更多
关键词 AERI cloud base'height effective cloudemissivity W-band ARM cloud radar
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利用CloudSat资料分析青藏高原、高原南坡及南亚季风区云高度的统计特征量 被引量:39
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作者 王胜杰 何文英 +2 位作者 陈洪滨 卞建春 王振会 《高原气象》 CSCD 北大核心 2010年第1期1-9,共9页
云与辐射的相互作用对全球的天气和气候变化过程有着重要的影响,不同高度的云有着不同的辐射强迫,获得云体高度及其在时空上的变化对研究全球气候的变化有着重要意义。本文利用云卫星上的云廓线雷达(CloudSat/CPR)2006年6月—2007年12... 云与辐射的相互作用对全球的天气和气候变化过程有着重要的影响,不同高度的云有着不同的辐射强迫,获得云体高度及其在时空上的变化对研究全球气候的变化有着重要意义。本文利用云卫星上的云廓线雷达(CloudSat/CPR)2006年6月—2007年12月期间的资料,对比分析了青藏高原、高原南坡和南亚季风区域不同云类的云顶、云底高度和云厚统计量。结果表明,在所研究区域单位面积上的云顶和云底高度变化具有一定的时空连续性,不同云类的云顶和云底高度存在不同的变化范围,且随着季节的改变均有明显的变化;同时各区域不同云类的云体厚度在夏季较大,冬季较小;各区域不同云类所占的比例(云量)也具有一定的季节变化规律。 展开更多
关键词 cloudSAT 青藏高原 云顶高度 云底高度 云体厚度
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基于CloudSat卫星资料的新疆三大山区不同类型云高特征研究 被引量:5
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作者 冯建东 武志婷 +5 位作者 彭宽军 陈勇航 吴江军 魏文寿 崔彩霞 高莹 《冰川冻土》 CSCD 北大核心 2014年第2期310-317,共8页
作为空中水资源的重要组成部分,云在地球水循环过程和气候系统中扮演着重要角色,不同高度的云因其物理特性和动力过程的不同而对人工增水作业具有不同的指示意义.采用2007年1月至2008年12月的美国宇航局(NASA)云卫星(CloudSat)2B-CLDCL... 作为空中水资源的重要组成部分,云在地球水循环过程和气候系统中扮演着重要角色,不同高度的云因其物理特性和动力过程的不同而对人工增水作业具有不同的指示意义.采用2007年1月至2008年12月的美国宇航局(NASA)云卫星(CloudSat)2B-CLDCLASS资料,从不同类型云的高度分布特征分析了新疆阿尔泰山、天山和昆仑山区的云水资源情况.结果表明:各个季节三大山区高层云所占比例均较大,在20%以上,其中,天山山区和昆仑山区雨层云所占比例也较大,在15%以上.三大山区不同云的云顶和云底高度年变化趋势基本一致,昆仑山区各类型云的平均云顶和云底的高度最大,阿尔泰山区的最低. 展开更多
关键词 云水资源 cloudSAT 云顶高度 云底高度 新疆
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青藏高原云顶参数特征分析与飞艇应用研究
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作者 杨茉岚 徐文宽 +3 位作者 毕轶童 吕伟豪 杨燕初 苗景刚 《高原气象》 北大核心 2026年第1期35-47,共13页
平流层飞艇因其卓越性能,在航空航天领域的飞行任务中展现出巨大潜力。但平流层环境的复杂性对飞行安全构成严峻挑战,因此提前做好环境预测,规避飞行风险,对飞艇顺利完成飞行任务至关重要。尽管现有的热力学模型已为飞艇设计提供了理论... 平流层飞艇因其卓越性能,在航空航天领域的飞行任务中展现出巨大潜力。但平流层环境的复杂性对飞行安全构成严峻挑战,因此提前做好环境预测,规避飞行风险,对飞艇顺利完成飞行任务至关重要。尽管现有的热力学模型已为飞艇设计提供了理论基础,但其分析仍不够完善,因此本文引入云顶高度和云顶温度两项关键参数,深入分析其对飞艇热平衡的影响效果:云顶高度决定了云层与飞艇之间的相对位置,云顶温度则直接反映了云层的热力学状态,两者均会影响飞艇的辐射交换和热平衡状态。基于此分析强调了将这些因素纳入热力学模型的重要性和紧迫性,为未来飞艇热力学模型的优化提供了新思路,揭示了研究云层分布特征的关键意义。此外,还强调了青藏高原地区作为天然实验室的独特优势,并展开具体数据分析。本文基于CLARA-A3数据集,分析了2015-2020年间青藏高原地区的历史气象云层观测数据,重点研究了云顶高度和云顶温度两参数的空间分布特征、日均值和极值情况、云量面积占比情况及两参数之间的相关性分析。结果表明,云顶高度呈西北低东南高的空间分布特征,而云顶温度则呈现西高东低的变化趋势;同时,7-9月,云顶高度全年最高,云顶温度全年最低;云顶参量的年度变化规律也得到验证;进一步分析表明,青藏高原地区存在极端的超高云和超低温气象现象,存在观测点的日均云顶高度超18 km,云顶温度低于-83℃的现象,且多发生在7-9月;两变量经Spearman相关系数分析存在中等强度的负相关性,其中7-9月为强负相关性,这为进一步量化云层对飞艇影响因素提供了重要数据支持。经上述研究表明,云层对飞艇的潜在威胁不可忽视,尤其在7-9月,平流层飞艇的部署准备工作需重点关注当地气象云参量的变化。提前掌握云层的观测数据,实施气象预测准备工作,是确保飞艇安全飞行的关键因素之一。本研究首次将真实气象数据分析应用于飞艇飞行环境评估,验证了数据分析技术的可行性,并强调了实测数据在模型验证中的关键作用,为完善平流层飞艇热力学模型提供了新的研究视角。未来,随着动态预测模型的持续优化,飞艇在复杂气象环境中的安全性有望得到显著提升。 展开更多
关键词 青藏高原 飞行安全 云顶高度 云顶温度 平流层飞艇
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基于机载激光雷达LiDAR的单株树高提取研究
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作者 冷鸿天 施凯泽 +3 位作者 黄运荣 吴颜奎 昝建春 廖聪宇 《林业调查规划》 2026年第1期1-6,共6页
树高与林木的生物量、碳储量息息相关,测量树高是传统森林调查的痛点和难点,需要大量的工作量。使用机载LiDAR能方便地提取森林树高,极大地减少外业工作量。为了研究机载LiDAR提取树高的精度,以云南省红塔区为试验区,采集3个样地的样木... 树高与林木的生物量、碳储量息息相关,测量树高是传统森林调查的痛点和难点,需要大量的工作量。使用机载LiDAR能方便地提取森林树高,极大地减少外业工作量。为了研究机载LiDAR提取树高的精度,以云南省红塔区为试验区,采集3个样地的样木调查信息(包括树高、胸径、树种和位置)和点云数据,通过对点云数据进行去噪、重采样、地面点分类、点云归一化和单木分割等处理提取单株树高,并用外业调查数据进行验证。结果表明,机载LiDAR提取的树高信息具有极高精度,可达95%以上,完全可以满足实际调查的要求;在对林分样木进行单木分割时,F评分在70%~85%范围,且在不同样地中使用相同方法其参数分割效果存在显著差异,这可能与林分树高的分布特征和林木的形态有关。建立一个普适性较强、精度较高的机载LiDAR分割模型可极大地提升森林生物量和碳储量的反演精度。 展开更多
关键词 机载激光雷达LiDAR 单木分割 单株树高 点云数据
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基于星载激光雷达数据的光子云去噪与树高提取
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作者 王芳昕 邢艳秋 +2 位作者 李苑鑫 唐杰 王德军 《森林工程》 北大核心 2026年第1期1-10,共10页
树高是评估森林碳储量的关键参数,星载激光雷达技术为其大范围监测提供了有效手段。搭载先进地形激光测高系统(advanced topographic laser altimeter system,ATLAS)的新一代冰、云和陆地高程卫星(cloud and land elevation satellite-2... 树高是评估森林碳储量的关键参数,星载激光雷达技术为其大范围监测提供了有效手段。搭载先进地形激光测高系统(advanced topographic laser altimeter system,ATLAS)的新一代冰、云和陆地高程卫星(cloud and land elevation satellite-2,ICESat-2)——ICESat-2/ATLAS在接收信号的过程中会产生大量噪声,且地形是影响去噪结果的关键因素,针对这一问题,提出一种地面坡度自适应密度聚类去噪算法完成光子云数据精去噪,运用迭代式中值滤波与动态残差阈值法进行光子云分类,进而提取树高。以机载激光雷达数据获取的冠层高度模型(canopy height model,CHM)作为验证数据,从强弱波束、坡度、植被覆盖度3个方面对ICESat-2/ATLAS全球地理定位光子数据(global geolocated photon data,ATL03)提取树高的可靠性进行分析评价。研究结果表明,1)提出的去噪算法的召回率(R)、准确率(P)以及调和平均值(F)均优于差分渐进高斯自适应去噪算法(Differential regressive and gaussian adaptive nearest neighbor,DRAGANN)。2)夜间强波束数据提取树高的精度最佳,平均绝对误差(mean absolute error,MAE)为2.49 m,均方根误差(root mean square error,RMSE)为3.03 m)。3)随着坡度增加,树高的提取精度逐渐降低,RMSE由2.25 m增大到6.52 m。4)随着植被覆盖度的增加,树高提取精度逐渐降低,RMSE由3.06 m增大到4.53 m。结果表明运用ATL03光子云数据提取树高具有可行性,能够为研究林区的森林生长状况提供有效数据支撑。 展开更多
关键词 ICESat-2 ATL03 光子云去噪 光子云分类 树高 密度聚类 坡度自适应 森林遥感
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基于局部空间结构的CHM树冠分割优化方法
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作者 严斐然 刘海波 +4 位作者 张苏 聂胜 荣经国 成思晋 董钊 《应用激光》 北大核心 2026年第2期96-105,共10页
针对利用冠层高度模型(canopy height model, CHM)分割树冠时存在树顶检测窗口敏感性以及欠分割或过分割问题,提出一种基于CHM和局部空间结构的树冠分割优化方法。首先分层构建多分辨率无凹坑CHM,然后利用半方差结合几何矩算法实现动态... 针对利用冠层高度模型(canopy height model, CHM)分割树冠时存在树顶检测窗口敏感性以及欠分割或过分割问题,提出一种基于CHM和局部空间结构的树冠分割优化方法。首先分层构建多分辨率无凹坑CHM,然后利用半方差结合几何矩算法实现动态窗口的单木树顶探测,继而采用半方差区域增长算法分割树冠,并耦合多种树冠形状指数模型优化树冠边界,实现树冠的精确提取,最后采用3种典型林型样地评估分割精度。实验结果表明,该方法在针叶林、阔叶林和针阔混交林的树冠分割中均表现良好,准确率分别为84.44%、90.57%和80.16%,优于传统分水岭算法和基于点云的分割算法。 展开更多
关键词 激光点云 树冠分割 冠层高度模型 半方差 区域增长
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CloudSat云底高度外推估计的可行性分析 被引量:8
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作者 王帅辉 姚志刚 +1 位作者 韩志刚 赵增亮 《气象》 CSCD 北大核心 2012年第2期210-219,共10页
云底高度对于全球辐射平衡以及航空飞行均具有重要影响。针对CloudSat与MODIS主、被动观测的优缺点,本文提出了利用MODIS云分类信息进行CloudSat云底高度外推估计的技术。首先使用MODIS和CloudSat数据,利用回归分析方法比较了基于云类型... 云底高度对于全球辐射平衡以及航空飞行均具有重要影响。针对CloudSat与MODIS主、被动观测的优缺点,本文提出了利用MODIS云分类信息进行CloudSat云底高度外推估计的技术。首先使用MODIS和CloudSat数据,利用回归分析方法比较了基于云类型(CSAT)与基于距离(MSAT)的云底高度估计方法的优劣。此外,分析了中国及周边地区CloudSat各类云云底高度的均一性特征。最后,利用CloudSat各类云云底高度的统计特征,建立了一种基于云类型和距离权重的云底高度估计方法,并对该方法进行了验证和分析。结果表明,利用该方法得到的MODIS各类云云底高度估计误差的标准差均小于1.5 km,除了积雨云在观测点与待测点距离大于400 km的估计误差均值稍大于1.5 km外,各种情况下其他各类云的云底高度估计误差的均值均小于1.5 km。 展开更多
关键词 云底高度 外推 估计 cloudSAT MODIS
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Synergistic Use of AIRS and MODIS for Dust Top Height Retrieval over Land 被引量:2
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作者 YAO Zhigang Jun LI ZHAO Zengliang 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2015年第4期470-476,共7页
It is nontrivial to extract the dust top height(DTH) accurately from passive instruments over land due to the complexity of the surface conditions. The Moderate Resolution Imaging Spectroradiometer(MODIS) deep blu... It is nontrivial to extract the dust top height(DTH) accurately from passive instruments over land due to the complexity of the surface conditions. The Moderate Resolution Imaging Spectroradiometer(MODIS) deep blue(DB) algorithm can be used to infer the aerosol optical depth(AOD) over high-reflective surfaces. The Atmospheric Infrared Sounder(AIRS) can simultaneously obtain the DTH and optical depth information. This study focuses on the synergistic use of AIRS observations and MODIS DB results for improving the DTH by using a stable relationship between the AIRS infrared and MODIS DB AODs. A one-dimensional variational(1DVAR) algorithm is applied to extract the DTH from AIRS. Simulation experiments indicate that when the uncertainty of the dust optical depth decreases from 50% to 20%, the improvement of the DTH retrieval accuracy from AIRS reaches 200 m for most of the assumed dust conditions. For two cases over the Taklimakan Desert, the results are compared against Cloud-Aerosol Lidar with Orthogonal Polarization(CALIOP) measurements. The results confirm that the MODIS DB product could help extract the DTH over land from AIRS. 展开更多
关键词 AIRS MODIS dust height cloud-Aerosol Lidar with Orthogonal Polarization
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Unveiling Cloud Vertical Structures over the Interior Tibetan Plateau through Anomaly Detection in Synergetic Lidar and Radar Observations
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作者 Wei ZHAO Yinan WANG +9 位作者 Yongheng BI Xue WU Yufang TIAN Lingxiao WU Jingxuan LUO Xiaoru HU Zhengchao QI Jian LI Yubing PAN Daren LYU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第12期2381-2398,共18页
Cloud vertical structure(CVS)strongly affects atmospheric circulation and radiative transfer.Yet,long-term,groundbased observations are scarce over the Tibetan Plateau(TP)despite its vital role in global climate.This ... Cloud vertical structure(CVS)strongly affects atmospheric circulation and radiative transfer.Yet,long-term,groundbased observations are scarce over the Tibetan Plateau(TP)despite its vital role in global climate.This study utilizes ground-based lidar and Ka-band cloud profiling radar(KaCR)measurements at Yangbajain(YBJ),TP,from October 2021 to September 2022 to characterize cloud properties.A satisfactorily performing novel anomaly detection algorithm(LevelShiftAD)is proposed for lidar and KaCR profiles to identify cloud boundaries.Cloud base heights(CBH)retrieved from KaCR and lidar observations show good consistency,with a correlation coefficient of 0.78 and a mean difference of-0.06 km.Cloud top heights(CTH)derived from KaCR match the FengYun-4A and Himawari-8 products well.Thus,KaCR measurements serve as the primary dataset for investigating CVSs over the TP.Different diurnal cycles occur in summer and winter.The diurnal cycle is characterized by a pronounced increase in cloud occurrence frequency in the afternoon with an early-morning decrease in winter,while cloud amounts remain high all day,with scattered nocturnal increases in summer.Summer features more frequent clouds with larger geometrical thicknesses,a higher multi-layer ratio,and greater inter-cloud spacing.Around 26%of the cloud bases occur below 0.5 km.Winter exhibits a bimodal distribution of cloud base heights with peaks at 0-0.5 km and 2-2.5 km.Single-layer and geometrically thin clouds prevail at YBJ.This study enriches long-term measurements of CVSs over the TP,and the robust anomaly detection method helps quantify cloud macro-physical properties via synergistic lidar and radar observations. 展开更多
关键词 Ka-band cloud profiling radar LIDAR anomaly detection cloud base heights cloud top heights Tibetan Plateau
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Comparison between MODIS-derived Day and Night Cloud Cover and Surface Observations over the North China Plain
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作者 Xiao ZHANG Saichun TAN Guangyu SHI 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2018年第2期146-157,共12页
Satellite and human visual observation are two of the most important observation approaches for cloud cover. In this study, the total cloud cover (TCC) observed by MODIS onboard the Terra and Aqua satellites was com... Satellite and human visual observation are two of the most important observation approaches for cloud cover. In this study, the total cloud cover (TCC) observed by MODIS onboard the Terra and Aqua satellites was compared with Synop meteorological station observations over the North China Plain and its surrounding regions for 11 years during daytime and 7 years during nighttime. The Synop data were recorded eight times a day at 3-h intervals. Linear interpolation was used to interpolate the Synop data to the MODIS overpass time in order to reduce the temporal deviation between the satellite and Synop observations. Results showed that MODIS-derived TCC had good consistency with the Synop observations; the correlation coefficients ranged from 0.56 in winter to 0.73 in summer for Terra MODIS, and from 0.55 in winter to 0.71 in summer for Aqua MODIS. However, they also had certain differences. On average, the MODIS-derived TCC was 15.16% higher than the Synop data, and this value was higher at nighttime (15.58%-16.64%) than daytime (12.74%-14.14%). The deviation between the MODIS and Synop TCC had large seasonal variation, being largest in winter (29.53%-31.07%) and smallest in summer (4.46%-6.07%). Analysis indicated that cloud with low cloud-top height and small cloud optical thickness was more likely to cause observation bias. Besides, an increase in the satellite view zenith angle, aerosol optical depth, or snow cover could lead to positively biased MODIS results, and this affect differed among different cloud types. 展开更多
关键词 cloud cover MODIS cloud-top height cloud optical thickness aerosol optical depth view zenith angle
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基于激光点云的梨树单木分割方法研究
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作者 彭秀媛 沙守峰 +4 位作者 白冰 姚磊 鞠博闻 左越 明烺 《园艺与种苗》 2025年第1期1-3,81,共4页
[目的]针对梨树单木分割的技术难题,如树冠交叠严重及复杂地形影响等,融合地形高程、冠层高度等多维特征,构建适用于复杂地形的多维空间模型,并优化冠层高度模型(CHM)。[方法]评估了3种分割方法:基于CHM的分水岭算法、基于点云数据的距... [目的]针对梨树单木分割的技术难题,如树冠交叠严重及复杂地形影响等,融合地形高程、冠层高度等多维特征,构建适用于复杂地形的多维空间模型,并优化冠层高度模型(CHM)。[方法]评估了3种分割方法:基于CHM的分水岭算法、基于点云数据的距离判别聚类算法,以及基于CHM的种子点生长算法。[结果]基于优化后的CHM的种子点生长算法在复杂果园环境中表现最佳,准确率达0.85,分割精度达0.8,显著优于其他方法。[结论]为果园精准管理和智慧农业发展提供了可靠的技术支撑。 展开更多
关键词 单木分割 激光点云 冠层高度模型
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