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Assessment of Pollen Representation in NW Italy (Liguria and Piedmont) 意大利西北部利古里亚和皮埃蒙特地区花粉代表性评价
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-06-09 DOI: 10.3390/quat6020036
D. Attolini, Francesco Ciani, Mariangela Guido, C. Montanari
This research focuses on the recent pollen image of several vegetation types in NW Italy. In 201 arboreal, shrubby, and herbaceous plant populations, pollen samples were taken from moss polsters, and the corresponding vegetation was recorded using the phytosociological method. Since studies on recent pollen rain in the Mediterranean mountains and coast are rare, this research aims to provide new data and tools to better interpret fossil pollen spectra. Pollen analysis provided data for the comparison between surface spectra and vegetation. Davis indices, fidelity, dispersion, and the relation with vegetation data were calculated for each taxon, and PCA was carried out. Most vegetation types are identifiable through the taxa dominating the pollen spectra, as frequently happens in woodlands (e.g., beech woods, chestnut woods, etc.). Characterizing shrubland and certain tree-dominated vegetation types (e.g., Larix forests) through pollen data is more complex. In this regard, Davis indices are particularly useful for identifying pollen/plant association, over- and underrepresentation of pollen, and taxa indicating vegetation types. Pollen threshold values were calculated which allow the assessment of the local presence of a plant. Overall, the achieved results partially confirm those of previous research carried out in the region, greatly expanding the comparisons between several different plant communities and the database in view of future sharing through the EMPD.
本研究的重点是意大利西北部几种植被类型的花粉图像。在201个乔木、灌木和草本植物种群中,从苔藓虫身上采集了花粉样本,并使用植物社会学方法记录了相应的植被。由于对地中海山脉和海岸最近花粉雨的研究很少,本研究旨在为更好地解释化石花粉光谱提供新的数据和工具。花粉分析为地表光谱和植被之间的比较提供了数据。计算了每个分类单元的Davis指数、保真度、离散度以及与植被数据的关系,并进行了主成分分析。大多数植被类型都可以通过花粉光谱中占主导地位的分类群来识别,这在林地(如山毛榉林、栗子林等)中经常发生。通过花粉数据来描述灌木林和某些树木主导的植被类型(如落叶松林)更为复杂。在这方面,Davis指数对于识别花粉/植物组合、花粉代表性过高和过低以及指示植被类型的分类群特别有用。计算花粉阈值,从而可以评估植物的局部存在。总的来说,所取得的结果部分证实了之前在该地区进行的研究,极大地扩大了几个不同植物群落与数据库之间的比较,以便于未来通过EMPD共享。
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引用次数: 0
The Role of Past Climatic Variability in Fluvial Terrace Formation, a Case Study from River Mureş (Maros), Romania 过去气候变率在河流阶地形成中的作用——以罗马尼亚穆雷伊河(马罗斯)为例
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-06-02 DOI: 10.3390/quat6020035
Tamás Bartyik, P. Urdea, T. Kiss, Alexandru Hegyi, G. Sipos
Fluvial terrace formation is a complex process governed by the interplay of climatic and tectonic forcings. From a climatic perspective, an incision is usually related to climatic transitions, while valley aggradation is attributed to glacial periods. We have reconstructed the formation of Late Pleistocene fluvial terraces along the middle, mountainous section of a temperate zone river (Mureş/Maros) in order to identify the roles of different climatic periods and potential vertical displacement in terrace development. Investigations were based on two profiles representing two different terrace levels. The profiles were subjected to sedimentological and detailed geochronological analyses using optically stimulated luminescence (OSL). The results indicated that the investigated terraces represent different incision events coinciding with climatic transition periods. However, a joint MIS 3 valley aggradation period can be identified at both of them. Thus, the relatively mild but highly variable climate of the MIS 3 facilitated sediment mobilization from upland catchments. On the other hand, there is no evidence of aggradation under the cold and stable climate of MIS 2. However, the tectonic setting favours incision at the site. Based on our results, we concluded that the timing of the main events was controlled primarily by climatic forcing. The terrace formation model recognised might also be applied at other rivers in the region.
冲积阶地的形成是一个复杂的过程,受气候和构造作用力的影响。从气候角度来看,切口通常与气候转变有关,而山谷沉积则归因于冰川期。我们重建了沿温带河流(Mureş/Maros)中部山区的晚更新世河流阶地的形成,以确定不同气候时期和潜在垂直位移在阶地发育中的作用。调查基于代表两个不同阶地水平的两个剖面。利用光学激发发光(OSL)对剖面进行了沉积学和详细的地质年代分析。研究结果表明,所调查的阶地代表了与气候过渡期相吻合的不同切割事件。然而,在这两处都可以确定MIS 3河谷的联合沉积期。因此,MIS 3相对温和但高度多变的气候有助于从高地集水区调动沉积物。另一方面,在MIS 2寒冷稳定的气候条件下,没有沉积的证据。然而,构造环境有利于在现场进行切割。根据我们的结果,我们得出结论,主要事件的发生时间主要由气候强迫控制。已识别的阶地形成模型也可应用于该地区的其他河流。
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引用次数: 0
Plants, Fire and Landscape at the Prehistoric Pile-Dwelling Village of Palù di Livenza (PaluON1), UNESCO Site in the Italian Alps 史前堆居村Palù di Livenza (PaluON1)的植物、火和景观,联合国教科文组织在意大利阿尔卑斯山的遗址
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-06-01 DOI: 10.3390/quat6020034
Jessica Zappa, N. Degasperi, M. Bassetti, A. Florenzano, P. Torri, Gabriel Servera-Vives, A. Mercuri, R. Micheli
This paper presents palynological data obtained from a trench excavated at the Neolithic pile-dwelling archaeological site of Palù di Livenza (northeastern Italy). The site is in a wetland located in a tectonic basin at the foot of the Cansiglio plateau, crossed by the Livenza river. Environmental conditions have made this wetland a suitable area for settlements since prehistoric times. Thanks to the peaty sediments that characterise the area, archaeological materials and botanical remains have been exceptionally well preserved. Their study has shed light on a Neolithic pile-dwelling settlement that developed in various phases between c. 6350 and 5600 cal BP (c. 4400 and 3650 BC), and has also allowed for a detailed environmental reconstruction of the surrounding environment. A vertical sequence of 20 samples was analysed to study pollen, non-pollen palynomorphs and microcharcoals. An age-depth model was performed based on three radiocarbon dates. The palynological analysis provided insight into the response of vegetation to environmental changes caused by both climatic fluctuations and human pressure. In this sense, it was possible to highlight differences in vegetation cover, some fires, the use of woody resources, the spread of cereal fields, as well as the presence of other cultivated plants and plant processing by the people within the village.
本文介绍了从意大利东北部Palúdi Livenza新石器时代桩居考古遗址挖掘的一条沟渠中获得的孢粉学数据。该场地位于坎西格里奥高原脚下的一个构造盆地中的湿地中,与Livenza河交叉。自史前时代以来,环境条件使这片湿地成为适宜定居的地区。由于该地区特有的泥炭沉积物,考古材料和植物遗迹保存得异常完好。他们的研究揭示了新石器时代的桩居定居点,该定居点在公元前6350年至5600年(公元前4400年至3650年)的各个阶段发展,并允许对周围环境进行详细的环境重建。对20个样本的垂直序列进行了分析,以研究花粉、非花粉花粉形态和微珊瑚。基于三个放射性碳年代进行了年龄深度模型。孢粉学分析深入了解了植被对气候波动和人类压力引起的环境变化的反应。从这个意义上讲,可以强调植被覆盖的差异、一些火灾、木质资源的使用、麦田的扩展,以及村庄内其他种植植物和植物加工的存在。
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引用次数: 0
An Assessment of Soil Phytolith Analysis as a Palaeoecological Tool for Identifying Pre-Columbian Land Use in Amazonian Rainforests 土壤植物岩分析作为识别前哥伦布时期亚马逊雨林土地利用的古生态工具的评价
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-05-11 DOI: 10.3390/quat6020033
James Hill, S. Black, A. Araujo-Murakami, R. Boot, R. Brienen, T. Feldpausch, John Leigue, Samaria Murakami, A. Monteagudo, G. Pardo, M. Peña-Claros, O. Phillips, M. Toledo, V. Vos, P. Zuidema, F. Mayle
Phytolith analysis is a well-established archaeobotanical tool, having provided important insights into pre-Columbian crop cultivation and domestication across Amazonia through the Holocene. Yet, its use as a palaeoecological tool is in its infancy in Amazonia and its effectiveness for reconstructing pre-Columbian land-use beyond archaeological sites (i.e., ‘off-site’) has so far received little critical attention. This paper examines both new and previously published soil phytolith data from SW Amazonia to assess the robustness of this proxy for reconstructing pre-Columbian land-use. We conducted the study via off-site soil pits radiating 7.5 km beyond a geoglyph in Acre state, Brazil, and 50 km beyond a ring-ditch in northern Bolivia, spanning the expected gradients in historical land-use intensity. We found that the spatio-temporal patterns in palm phytolith data across our soil-pit transects support the hypothesis that pre-Columbian peoples enriched their forests with palms over several millennia, although phytoliths are limited in their ability to capture small-scale crop cultivation and deforestation. Despite these drawbacks, we conclude that off-site soil phytolith analysis can provide novel insights into pre-Columbian land use, provided it is effectively integrated with other land-use (e.g., charcoal) and archaeological data.
植物岩分析是一种成熟的考古植物学工具,为研究全新世亚马逊地区前哥伦布时期的作物种植和驯化提供了重要的见解。然而,它作为一种古生态工具在亚马逊地区的使用还处于起步阶段,而且它在重建哥伦布发现前的考古遗址(即“非遗址”)以外的土地利用方面的有效性到目前为止还没有受到多少批评。本文研究了来自西南亚马逊地区的新的和以前发表的土壤植物岩数据,以评估这一替代指标在重建前哥伦布时期土地利用方面的稳健性。我们通过在巴西阿克里州的一个地理图形外辐射7.5公里的非现场土壤坑和在玻利维亚北部的一个环形沟渠外辐射50公里的土壤坑进行了研究,跨越了历史上土地利用强度的预期梯度。我们发现,在我们的土壤坑样带中,棕榈植物岩数据的时空模式支持了一种假设,即前哥伦布时代的人们在几千年的时间里用棕榈树丰富了他们的森林,尽管植物岩在捕捉小规模作物种植和森林砍伐方面的能力有限。尽管存在这些缺陷,但我们得出结论,如果将非现场土壤植物岩分析与其他土地利用(如木炭)和考古数据有效结合起来,可以为前哥伦布时期的土地利用提供新的见解。
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引用次数: 1
Revisit the Medieval Warm Period and Little Ice Age in Proxy Records from Zemu Glacier Sediments, Eastern Himalaya: Vegetation and Climate Reconstruction 从喜马拉雅东部泽姆冰川沉积物的代用记录中重新审视中世纪温暖期和小冰期:植被和气候重建
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-05-09 DOI: 10.3390/quat6020032
Nivedita Mehrotra, N. Basavaiah, Santosh K. Shah
The Late Holocene fossil pollen records from the Zemu glacier, located in Yabuk, North Sikkim, in the eastern Himalayas, effectively generated quantitative climate reconstructions based on the transfer function model. The transfer function model was developed by establishing a modern pollen–climate calibration set from the temperate alpine belt of North Sikkim. A redundancy analysis was carried out to detect the pattern of variation of climatic variables in the modern pollen datasets. The mean annual precipitation (MAP) and mean temperature of the warming month (MTWA) had the strongest influence on the composition of the modern pollen samples among the climatic variables considered in the analysis. Proxy data in the form of fossil pollen records were analyzed for reconstructing past climate based upon the relationships between modern pollen vegetation assemblages and climatic patterns. Transfer functions for MAP and MTWA were developed with the partial least squares (PLS) approach, and model performance was assessed using leave-one-out cross-validation. The validated model was used to reconstruct MAP and MTWA for the last 2992 cal years BP (1042 BC) in North Sikkim. The variability observed in the reconstructions was analyzed for past global climatic events. It was further compared with the available regional and hemispheric proxy-based climate reconstructions. The reconstructions captured comparable Medieval Warm Period (MWP) and Little Ice Age (LIA)-like events from the Zemu glacier region. The fossil pollen data and climate reconstructions were further compared with the mineral magnetism data of the subsurface sediment profile.
喜马拉雅东部锡金北部Yabuk的Zemu冰川晚全新世花粉化石记录,有效地生成了基于传递函数模型的定量气候重建。通过建立锡金北部温带高寒带的现代花粉-气候定标集,建立了传递函数模型。对现代花粉数据集进行了冗余分析,以检测气候变量的变化模式。在分析中考虑的气候变量中,年平均降水(MAP)和暖月平均温度(MTWA)对现代花粉样品组成的影响最大。基于现代花粉植被组合与气候模式的关系,分析了以化石花粉记录为代表的代用数据,重建了过去的气候。采用偏最小二乘(PLS)方法建立MAP和MTWA的传递函数,并使用留一交叉验证评估模型性能。利用该模型重建了锡金北部近2992 cal年BP (1042 BC)的MAP和MTWA。对重建过程中观测到的变率进行了对过去全球气候事件的分析。并将其与现有的基于区域和半球代理的气候重建结果进行了比较。这些重建捕获了泽木冰川地区类似中世纪温暖期(MWP)和小冰期(LIA)的事件。将花粉化石资料和气候重建资料与地下沉积物剖面的矿物磁学资料进行了比较。
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引用次数: 0
Late Pleistocene Paramylodon harlani (Xenarthra, Mylodontidae) from Térapa, Sonora, Mexico 来自墨西哥索诺拉州Térapa的晚更新世哈雷副弯齿虫(异构虫目,Mylodontiae)
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-05-07 DOI: 10.3390/quat6020031
H. Gregory McDonald, J. Mead, Sandra L. Swift
While the North American mylodont sloth, Parmylodon harlani, has been identified in multiple localities in Mexico, most of these records are from the southern part of the country. Consequently, there is a large geographic gap between its distribution in Mexico and the more northern records of the species in the United States. The recovery of the remains of multiple individuals of Paramylodon harlani, as part of a late Pleistocene fauna in San Clemente de Térapa, Sonora, Mexico, partially fills this geographic gap and provides a broader understanding of the differences in the species’ ecology over a wide latitudinal range. A comparison of the paleoecology of the Térapa site with other sites with P. harlani in the fauna to the south and north provides valuable information on how regional topography and different plant communities impact the sloth’s distribution and underlying causes for its extinction.
虽然在墨西哥的多个地方已经发现了北美糜齿树懒Parmylodon harlani,但这些记录大多来自该国南部。因此,它在墨西哥的分布与美国更北部的物种记录之间存在很大的地理差距。作为墨西哥索诺拉州圣克莱门特德Térapa更新世晚期动物群的一部分,哈拉尼副齿龙多个个体的遗骸的发现部分填补了这一地理空白,并使人们更广泛地了解了该物种在宽纬度范围内的生态差异。将Térapa遗址的古生态学与南部和北部动物群中其他具有P.harlani的遗址进行比较,可以提供关于区域地形和不同植物群落如何影响树懒分布及其灭绝的根本原因的宝贵信息。
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引用次数: 0
Vegetation Composition in a Typical Mediterranean Setting (Gulf of Corinth, Greece) during Successive Quaternary Climatic Cycles 连续第四纪气候循环中典型地中海环境(希腊科林斯湾)的植被组成
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-05-05 DOI: 10.3390/quat6020030
Aikaterini Kafetzidou, E. Fatourou, K. Panagiotopoulos, F. Marret, K. Kouli
The Gulf of Corinth is a semi-isolated basin in central Greece interrupting the Pindus Mountain Range, which nowadays is a biodiversity hotspot. Considering its key location, deep drilling was carried out within the International Ocean Discovery Program (IODP; Expedition 381: Corinth Active Rift Development) aiming to improve our understanding of climatic and environmental evolution in the region. Here, we present a new long pollen record from a Mediterranean setting in the southernmost tip of the Balkan Peninsula recording the vegetation succession within the Quaternary. The Corinth pollen record shows no major shifts in arboreal pollen between glacial and interglacial intervals, while Mediterranean and mesophilous taxa remain abundant throughout the study interval. During interglacials, the most frequent reconstructed biomes are cool mixed evergreen needleleaf (CMIX) and deciduous broadleaf forests (DBWB), while graminoid with forb (GRAM) and xerophytic shrubs (XSHB) dominate within glacials. Our findings support the hypothesis that the study area was a significant refugium, providing suitable habitats for Mediterranean, mesophilous and montane trees during successive Quaternary climate cycles.
科林斯湾是希腊中部的一个半孤立盆地,与如今的生物多样性热点品杜斯山脉隔海相望。考虑到其关键位置,在国际海洋发现计划(IODP;远征381:科林斯活动裂谷开发)范围内进行了深度钻探,旨在提高我们对该地区气候和环境演变的理解。在这里,我们展示了一个来自巴尔干半岛最南端地中海环境的新的长花粉记录,记录了第四纪的植被演替。科林斯花粉记录显示,在冰川期和间冰川期之间,树木花粉没有发生重大变化,而地中海和中生植物类群在整个研究期间仍然丰富。在间冰期,最常见的重建生物群落是凉爽的混合常绿针叶林(CMIX)和落叶阔叶林(DBWB),而在冰川期内,禾本科与杂生灌木(GRAM)和旱生灌木(XSHB)占主导地位。我们的发现支持了这样一种假设,即研究区域是一个重要的避难所,在连续的第四纪气候周期中为地中海、中生和山地树木提供了合适的栖息地。
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引用次数: 0
Buried River Valleys of the Neogene and Early Quaternary in the Middle Volga Region, European Russia 俄罗斯中部伏尔加地区新近纪和第四纪早期埋藏河谷
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-04-30 DOI: 10.3390/quat6020029
Elena V. Petrova, A. Gusarov, A. Beylich
Buried river valleys from the Neogene–Quaternary time are widespread throughout the Middle Volga region of the Russian Plain. They have been studied for a long period, since the 1940s, with the last major generalizations dating back to the 1980s. This paper presents new results based on GIS mapping using materials from the state geological study of the region in 1960–1970, 1984–1996 and 2000–2002. On the whole, the pattern of the buried valley network is close to the modern valley network of the region. During the Quaternary, the right-sided displacement of the valley incisions prevailed. The incisions of modern river valleys are located above the Neogene (pre-Akchagyl) incisions almost throughout the entire territory. The vertical displacement amplitude ranges from 30 to 200 m. The morphometric characteristics of the paleovalleys (the depth and width of the incisions, as well as the gradients of the bottoms of the paleovalleys) exceeded modern ones. The maximum values were typical for the middle Paleo-Volga valley: the width of the valley reached 10 km, the incision depth was −201.4 m below sea level and the bottom gradient was 0.9–5.0 m/km. The most important factor that influenced the position of paleovalleys and their morphological appearance was fluctuations in the level of the Caspian paleowaterbody. According to this study, the development of paleovalleys began in the Miocene and ended in the Early Quaternary. The alluvial–lacustrine type of sedimentation was predominant. The results of this work contribute to the study of the paleogeography of the Cenozoic of the southeast of the Russian Plain.
新近纪-第四纪的隐伏河谷广泛分布于俄罗斯平原中伏尔加河地区。自20世纪40年代以来,人们对它们进行了很长一段时间的研究,最后一次主要的概括可以追溯到20世纪80年代。本文利用1960 ~ 1970年、1984 ~ 1996年和2000 ~ 2002年的区域国家地质研究资料,介绍了GIS制图的新成果。从总体上看,隐伏谷网格局与该地区现代谷网格局较为接近。第四纪以河谷切口向右移位为主。现代河谷的切口位于新近纪(前akchagyl)切口之上,几乎遍及整个领土。垂直位移幅值为30 ~ 200 m。古峡谷的形态特征(切口的深度和宽度以及谷底的坡度)超过现代。其中,古伏尔加河流域中部最大,流域宽度达10 km,切口深度为- 201.4 m,底部坡度为0.9 ~ 5.0 m/km。里海古水体水位的波动是影响古河谷位置及其形态的最重要因素。研究认为,古河谷的发育始于中新世,结束于早第四纪。沉积类型以冲积-湖相沉积为主。研究结果对俄罗斯平原东南部新生代古地理的研究具有重要意义。
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引用次数: 0
Analysis of GNSS Data for Earthquake Precursor Studies Using IONOLAB-TEC in the Himalayan Region 用于喜马拉雅地区地震前兆研究的IONOLAB-TEC GNSS数据分析
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-04-19 DOI: 10.3390/quat6020027
S. Joshi, S. Kannaujiya, Utkarsh Joshi
Earthquake precursors are the indicators that appear before an earthquake. The release of radon gas, ionospheric disturbances, anomalous animal behavior, and so on are examples of seismic and aseismic events. Ionospheric perturbations can be proved to be a reliable method in earthquake prediction. The GNSS data detect changes in the ionosphere through the time lag of the transmitted GPS signals recorded at the Earth-based receivers. A negative TEC anomaly is caused by the stress released from the rocks before the earthquake, which elevates positive ions or p-holes in the atmosphere and decreases the ions in the ionosphere. A positive TEC anomaly follows this because of the increase in ions in the ionosphere. The ionospheric disruption in the Himalayan region is examined before five random earthquakes. For this, data from 15 separate GNSS stations are investigated using IONOLAB-TEC. A promising total electron content (TEC) data estimate with a temporal resolution of 30 s was analyzed. The results of the TEC data analysis depict the anomaly a month before the five earthquakes, followed by the later perturbation in the earthquake preparation zone. TEC anomalies are enhanced more by the uniform spatial distribution of GNSS stations in the epicentral region than by randomly distributed stations. The results of IONOLAB-TEC and the widely used GPS-TEC software were compared. Owing to its temporal resolution, IONOLAB-TEC has edge over the GPS-TEC software in that it can identify even the slightest negative anomalies before an earthquake.
地震前兆是在地震发生前出现的指标。氡气的释放、电离层的扰动、动物的反常行为等等都是地震和地震事件的例子。电离层摄动是一种可靠的地震预报方法。全球导航卫星系统(GNSS)数据通过地球接收器记录的发射GPS信号的时间滞后来探测电离层的变化。负的TEC异常是由地震前岩石释放的应力引起的,它使大气中的正离子或p空穴升高,电离层中的离子减少。由于电离层中离子的增加,随之而来的是一个正的TEC异常。在五次随机地震之前,对喜马拉雅地区的电离层破坏进行了检查。为此,使用IONOLAB-TEC对来自15个独立GNSS站的数据进行了调查。分析了一种时间分辨率为30 s的有前途的总电子含量(TEC)数据估计。TEC数据分析的结果描述了五次地震前一个月的异常,随后是地震准备带的扰动。GNSS台站在震中区域的均匀空间分布比随机分布的台站更能增强TEC异常。比较了IONOLAB-TEC与GPS-TEC软件的检测结果。由于其时间分辨率,IONOLAB-TEC比GPS-TEC软件更有优势,因为它可以在地震前识别出最轻微的负异常。
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引用次数: 2
A Framework for Crop Yield Estimation and Change Detection Using Image Fusion of Microwave and Optical Satellite Dataset 基于微波与光学卫星数据集图像融合的作物产量估算与变化检测框架
IF 2.3 Q2 Earth and Planetary Sciences Pub Date : 2023-04-19 DOI: 10.3390/quat6020028
Ravneet Kaur, R. K. Tiwari, R. Maini, Sartajvir Singh
Crop yield prediction is one of the crucial components of agriculture that plays an important role in the decision-making process for sustainable agriculture. Remote sensing provides the most efficient and cost-effective solution for the measurement of important agricultural parameters such as soil moisture level, but retrieval of the soil moisture contents from coarse resolution datasets, especially microwave datasets, remains a challenging task. In the present work, a machine learning-based framework is proposed to generate the enhanced resolution soil moisture products, i.e., classified maps and change maps, using an optical-based moderate resolution imaging spectroradiometer (MODIS) and microwave-based scatterometer satellite (SCATSAT-1) datasets. In the proposed framework, nearest-neighbor-based image fusion (NNIF), artificial neural networks (ANN), and post-classification-based change detection (PCCD) have been integrated to generate thematic and change maps. To confirm the effectiveness of the proposed framework, random forest post-classification-based change detection (RFPCD) has also been implemented, and it is concluded that the proposed framework achieved better results (88.67–91.80%) as compared to the RFPCD (86.80–87.80%) in the computation of change maps with σ°-HH. This study is important in terms of crop yield prediction analysis via the delivery of enhanced-resolution soil moisture products under all weather conditions.
作物产量预测是农业的重要组成部分之一,在农业可持续发展的决策过程中起着重要作用。遥感为土壤湿度等重要农业参数的测量提供了最有效和最经济的解决方案,但从粗分辨率数据集,特别是微波数据集中检索土壤水分含量仍然是一项具有挑战性的任务。本文提出了一种基于机器学习的框架,利用基于光学的中分辨率成像光谱辐射计(MODIS)和基于微波的散射计卫星(SCATSAT-1)数据集生成高分辨率土壤水分产品,即分类图和变化图。在该框架中,结合了基于最近邻的图像融合(NNIF)、人工神经网络(ANN)和基于后分类的变化检测(PCCD)来生成主题和变化图。为了验证该框架的有效性,本文还实施了基于随机森林后分类的变化检测(RFPCD),结果表明,在σ°-HH的变化图计算中,该框架的结果(88.67 ~ 91.80%)优于随机森林后分类的变化图计算结果(86.80 ~ 87.80%)。该研究对于通过在所有天气条件下提供高分辨率土壤水分产品进行作物产量预测分析具有重要意义。
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引用次数: 2
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Quaternary
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