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Extracting Land Surface Albedo from Landsat 9 Data in GEE Platform to Support Climate Change Analysis 基于GEE平台Landsat 9数据提取地表反照率支持气候变化分析
Q3 Social Sciences Pub Date : 2023-10-17 DOI: 10.7494/geom.2023.17.6.35
Carlo Barletta, Alessandra Capolupo, Eufemia Tarantino
Land surface albedo is a relevant variable in many climatic, environmental, and hydrological studies; its monitoring allows researchers to identify changes on the Earth’s surface. The open satellite data that is provided by the USGS/NASA Landsat mission is quite suitable for estimating this parameter through the remote sensing technique. The purpose of this paper is to evaluate the potentialities of the new Landsat 9 data for retrieving Earth’s albedo by applying da Silva et al.’s algorithm (developed in 2016 for the Landsat 8 data) using the Google Earth Engine cloud platform and R software. Two urban areas in Southern Italy with similar geomorphologic and climatic characteristics were chosen as study sites. After obtaining thematic maps of the albedos here, a statistical analysis and comparison among the Landsat 8 and Landsat 9 results was performed considering the entire study areas and each land use/land cover class that is provided by the Copernicus Urban Atlas 2018. This approach was also applied to the data after being filtered through Tukey’s test (used to detect and remove outliers). The analysis showed a very good correlation between the Landsat 8 and Landsat 9 estimations (ρ > 0.94 for both sites), with some exceptions that were related to some mis-corresponding values. Furthermore, the Landsat 8 and Landsat 9 outliers were generally overlapping. In conclusion, da Silva et al.’s approach appears to also be reasonably applicable to the Landsat 9 data despite some radiometric differences.
地表反照率在许多气候、环境和水文研究中是一个相关变量;它的监测使研究人员能够识别地球表面的变化。美国地质调查局/美国宇航局陆地卫星任务提供的开放卫星数据非常适合通过遥感技术估算该参数。本文的目的是利用Google Earth Engine云平台和R软件,应用da Silva等人的算法(2016年为Landsat 8数据开发的算法),评估新的Landsat 9数据在检索地球反照率方面的潜力。意大利南部两个具有相似地貌和气候特征的城市地区被选为研究地点。在获得该地区反照率的专题地图后,考虑整个研究区域以及哥白尼城市地图集2018提供的每个土地利用/土地覆盖类别,对Landsat 8和Landsat 9的结果进行了统计分析和比较。这种方法也适用于通过Tukey测试(用于检测和去除异常值)过滤后的数据。分析表明,Landsat 8和Landsat 9估算值之间有很好的相关性(ρ >两个站点都是0.94),除了一些与一些不对应的值有关的例外。此外,Landsat 8和Landsat 9的异常值总体上是重叠的。总之,da Silva等人的方法似乎也合理地适用于Landsat 9的数据,尽管存在一些辐射差异。
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引用次数: 0
Development of Flood-Hazard-Mapping Model Using Random Forest and Frequency Ratio in Sumedang Regency, West Java, Indonesia 基于随机森林和频率比的印尼西爪哇岛Sumedang县洪水灾害制图模型的建立
Q3 Social Sciences Pub Date : 2023-10-13 DOI: 10.7494/geom.2023.17.6.129
Rido Dwi Ismanto, Hana Listi Fitriana, Johanes Manalu, Alvian Aji Purboyo, Indah Prasasti
Flooding, often triggered by heavy rainfall, is a common natural disaster in Indonesia, and is the third most common type of disaster in Sumedang Regency. Hence, flood-susceptibility mapping is essential for flood management. The primary challenge in this lies in the complex, non-linear relationships between indices and risk levels. To address this, the application of random forest (RF) and frequency ratio (FR) methods has been explored. Ten flood-conditioning factors were determined from the references: the distance from a river, elevation, geology, geomorphology, lithology, land use/land cover, rainfall, slope, soil type, and topographic wetness index (TWI). The 35 flood locations from the flood-inventory map were selected, and the remaining 18 flood locations were used for justifying the outcomes. The flooded areas from the RF model were 28.39%; the rest (71.61%) were non-flooded areas. Also, the flooded areas from the FR method were 8.02%, and the non-flooded areas were 91.98%. The AUC for both methods was a similar value – 83.0%. This result is quite accurate and can be used by policymakers to prevent and manage future flooding in the Sumedang area. These results can also be used as materials for updating existing flood-susceptibility maps.
洪水通常由暴雨引发,是印度尼西亚常见的自然灾害,也是苏梅当县第三大常见灾害。因此,洪水易感性地图对洪水管理至关重要。这方面的主要挑战在于指数与风险水平之间复杂的非线性关系。为了解决这个问题,研究了随机森林(RF)和频率比(FR)方法的应用。从参考文献中确定了10个洪水调节因子:与河流的距离、海拔、地质、地貌、岩性、土地利用/土地覆盖、降雨量、坡度、土壤类型和地形湿度指数(TWI)。从洪水清查图中选择35个洪涝点,其余18个洪涝点用于验证结果。RF模型的淹没面积为28.39%;其余(71.61%)为非淹水地区。FR法测得的洪水面积为8.02%,非洪水面积为91.98%。两种方法的AUC值相近,均为83.0%。这个结果非常准确,决策者可以利用它来预防和管理Sumedang地区未来的洪水。这些结果也可以作为更新现有洪水易感性图的材料。
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引用次数: 0
Monitoring Nitrogen Dioxide (NO2) in Environment of Ukraine based on Satellite Data 基于卫星数据的乌克兰环境二氧化氮(NO2)监测
Q3 Social Sciences Pub Date : 2023-10-12 DOI: 10.7494/geom.2023.17.6.95
Lesya Yelistratova, Alexander Apostolov, Artur Khodorovskyi, Maksym Tymchyshyn
Air pollution (especially near industrial enterprises that are located mainly in densely populated regions) is one of the most significant problems of modern ecology. The purpose of this research is to study nitrogen dioxide air pollution over Ukraine, which has a negative impact on human health. As part of the research over the territory of Ukraine, the real planar distribution of nitrogen dioxide (NO2) as well as its local emissions (which make the main contribution to this distribution) were revealed using the materials of the remote sensing of the Earth from the AURA satellite. The results were calculated for the multi-year period of 2005 through 2021 and separately for 2022, which characterized the full-scale war in Ukraine and which made it possible to identify priority polluters; namely, industrial enterprises (thermal power plants, heavy metallurgy enterprises, etc.). For 17 years, the average value of NO2 was 160.78 · 102 molecules/mm2; in 2022, its concentration decreased to 126.93·109 molecules/mm2. The war manifested itself due to the shutdown of industrial enterprises, which were (and remain) priority polluters in Ukraine (particularly in large cities).
空气污染(特别是在主要位于人口稠密地区的工业企业附近)是现代生态学中最重要的问题之一。这项研究的目的是研究乌克兰上空的二氧化氮空气污染,这对人类健康有负面影响。作为乌克兰境内研究的一部分,利用AURA卫星对地球的遥感资料揭示了二氧化氮(NO2)的真实平面分布及其局部排放(这是对这种分布的主要贡献)。结果是针对2005年至2021年的多年期进行计算的,并单独计算了2022年的结果,这一年乌克兰爆发了全面战争,从而有可能确定优先污染者;即工业企业(火电厂、重冶金企业等)。17年NO2平均值为160.78·102分子/mm2;到2022年,其浓度降至126.93·109分子/mm2。战争表现为工业企业的关闭,这些企业是乌克兰(特别是在大城市)的主要污染源。
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引用次数: 0
Digital Cartographic Generalization – Study of Its Thresholds and Stages in Example of Cartographic Line 数字制图综合——以制图线为例探讨其阈值和阶段
Q3 Social Sciences Pub Date : 2023-10-12 DOI: 10.7494/geom.2023.17.6.77
Szczepan Budkowski
Digital generalization of spatial data has been the goal of the research in many research centers around the world. This article presents the evolution of cartographic generalization, drawing the reader’s attention to the change of its nature from analog to digital. Despite the passage of time and developing technologies, scientists have unfortunately yet to develop a uniform automatic generalization algorithm. One of the factors that hinder this process is the high complexity and complication of the whole process. The article is an attempt to answer this problem and addresses the issue of digital cartographic generalization by creating a proposal of thresholds and stages of cartographic generalization depending on the ratios of the numbers of points of generalized objects. The publication attempts to examine the possibility of applying an objective criterion of drawing recognition by examining digital generalization algorithms and setting its thresholds. The practical aim of the publication is to present generalization thresholds on the example of Chrobak’s algorithm. The proposal to make the selection of generalization thresholds dependent on the percentage share of points is a solution that is as simple to use as it is to implement. The method of defining intervals based on the three-sigma rule is a solution that guarantees that the obtained results will be characteristic of the probability density function of the normal distribution, which will define individual intervals most objectively.
空间数据的数字化泛化一直是世界上许多研究中心的研究目标。本文介绍了制图综合的演变,引起读者注意其性质从模拟到数字的变化。尽管时间的推移和技术的发展,不幸的是,科学家们尚未开发出一种统一的自动泛化算法。阻碍这一过程的因素之一是整个过程的高度复杂性和复杂性。本文试图回答这个问题,并通过创建一个阈值和阶段的建议来解决数字制图综合的问题,这些阈值和阶段取决于普遍化对象的点数比例。该出版物试图通过检查数字泛化算法和设置其阈值来检查应用绘画识别客观标准的可能性。该出版物的实际目的是在Chrobak算法的例子上给出泛化阈值。根据点的百分比份额来选择泛化阈值的建议是一种使用起来和实现起来一样简单的解决方案。基于3 -sigma规则定义区间的方法是一种保证所获得的结果符合正态分布的概率密度函数特征的解决方案,它将最客观地定义单个区间。
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引用次数: 0
Application of Anaerobic-Aerobic Combined Bioreactor in Phosphorus Removal 厌氧-好氧联合生物反应器在除磷中的应用
Q3 Social Sciences Pub Date : 2023-10-12 DOI: 10.7494/geom.2023.17.6.111
Rezvan Kavousi, Seyyed Mehdi Borghei
A two-stage anaerobic-aerobic sequencing reactor system was developed in order to enhance the removal of biological phosphorus in the sequencing of combined reactors. Combining both aerobic and anaerobic designs in one reactor improved the efficiency and reduced the construction and operating costs. The combination of an upflow anaerobic fixed bed (UAFB) and a floating activated sludge aerobic bioreactor was designed with respective Kaldnes packing ratios of 90 and 30% for the anaerobic and aerobic sections. The controlled parameters were pH levels within a neutral range, a temperature of 37°C, mixed liquor suspended solids (MLSS) of 1220 and 1030 mg/L for the aerobic and anaerobic sections, respectively, and an attached growth that was equal of 743 and 1190 mg/L for the aerobic and anaerobic sections, respectively. Tests were conducted for three different initial phosphorus concentrations (12.8, 32.0, and 44.8 mg/L), two different volumes for each section, and four chemical oxygen demands (CODs) (500, 1000, 1200, and 1400 mg/L). The results demonstrated that, generally, the phosphorus removal in the anaerobic section fell significantly by increasing the inlet COD, and the maximum removal occurred at COD = 500 mg/L. More than 90% of the phosphorus was removed in the aerobic section at COD = 500 mg/L. In other words, the best performance of the reactor was when the ratio of the COD : N : P = 100 : 5 : 2, composition of phosphorus in industrial wastewater.
为了提高组合反应器对生物磷的去除率,设计了一种两级厌氧-好氧测序反应器系统。在一个反应器中结合好氧和厌氧设计,提高了效率,降低了建设和运行成本。设计了上流式厌氧固定床(UAFB)和浮式活性污泥好氧生物反应器,厌氧段和好氧段的卡尔德斯填料比分别为90%和30%。控制参数为pH值在中性范围内,温度为37℃,好氧和厌氧部分的混液悬浮固体(MLSS)分别为1220和1030 mg/L,好氧和厌氧部分的附着生长分别为743和1190 mg/L。试验采用三种不同的初始磷浓度(12.8、32.0和44.8 mg/L),每个切片采用两种不同的体积,以及四种化学需氧量(CODs)(500、1000、1200和1400 mg/L)。结果表明,一般情况下,随着进水COD的增加,厌氧段的磷去除率显著下降,COD = 500 mg/L时达到最大去除率。当COD = 500 mg/L时,好氧段的磷去除率可达90%以上。也就是说,当工业废水中COD: N: P的比例为100:5:2时,该反应器的性能最佳。
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引用次数: 0
Measuring Objective Walkability from Pedestrian-Level Visual Perception Using Machine Learning and GSV in Khulna, Bangladesh 在孟加拉国库尔纳,使用机器学习和GSV从行人层面的视觉感知测量目标步行性
Q3 Social Sciences Pub Date : 2023-09-22 DOI: 10.7494/geom.2023.17.6.5
Gitisree Biswas, Tusar Kanti Roy
Walkability entails measuring the degree of walking activity, a non-motorized mode of active transportation crucial in fast-developing urban settings and combating sedentary lifestyles. While there has been extensive objective research focusing on factors related to the physical environment that influence walkability, there has been a comparatively limited exploration into objectively evaluating a pedestrian’s visual perception. This study in Khulna, Bangladesh, aimed to develop a novel method for objectively measuring walkability based on pedestrian-level visual perception using machine learning. In this research, ResNet, a computer vision model, analyzed 127 panoramic Google Street View images taken at 200-meter intervals from seven major roads. The model, trained with the “deeplabv3plusResnet18CamVid” algorithm, quantified five selected visual features. The results, including walkability rankings, correlation analysis, and spatial mapping, highlighted that greenery and visual enclosures significantly influenced the walkability index. However, the impact of other visual features was less distinctive due to an overall poor streetscape condition. This study bridged the gap between human perception and scientific intelligence, allowing for the evaluation of previously “unmeasurable” streetscape designs. It provides valuable insights for more human-centered planning and transportation strategies, addressing the challenges of modern urbanization and sedentary behavior.
可步行性需要衡量步行活动的程度,这是一种非机动的主动交通方式,在快速发展的城市环境和对抗久坐不动的生活方式中至关重要。虽然对影响步行性的物理环境相关因素进行了广泛的客观研究,但对行人视觉感知的客观评价却相对有限。这项在孟加拉国库尔纳进行的研究旨在利用机器学习开发一种基于行人视觉感知的客观测量步行性的新方法。在这项研究中,计算机视觉模型ResNet分析了从7条主要道路上以200米间隔拍摄的127张全景谷歌街景图像。该模型使用“deeplabv3plusResnet18CamVid”算法进行训练,对选定的5个视觉特征进行量化。结果,包括可步行性排名、相关分析和空间映射,强调绿化和视觉围栏显著影响可步行性指数。然而,由于整体街景条件较差,其他视觉特征的影响不太明显。这项研究弥合了人类感知和科学智慧之间的差距,允许对以前“不可测量”的街景设计进行评估。它为更以人为中心的规划和交通策略提供了有价值的见解,解决了现代城市化和久坐行为的挑战。
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引用次数: 0
Satellite Image Fusion Using a Hybrid Traditional and Deep Learning Method 基于传统和深度学习方法的卫星图像融合
Q3 Social Sciences Pub Date : 2023-09-01 DOI: 10.7494/geom.2023.17.5.145
M. Hammad, Tarek A. Mahmoud, A. Amein, Tarek S. Ghoniemy
Due to growing demand for ground-truth in deep learning-based remote sensing satellite image fusion, numerous approaches have been presented. Of these approaches, Wald’s protocol is the most commonly used. In this paper, a new workflow is proposed consisting of two main parts. The first part targets obtaining the ground-truth images using the results of a pre-designed and well-tested hybrid traditional fusion method. This method combines the Gram–Schmidt and curvelet transform techniques to generate accurate and reliable fusion results. The second part focuses on the training of a proposed deep learning model using rich and informative data provided by the first stage to improve the fusion performance. The demonstrated deep learning model relies on a series of residual dense blocks to enhance network depth and facilitate the effective feature learning process. These blocks are designed to capture both low-level and high-level information, enabling the model to extract intricate details and meaningful features from the input data. The performance evaluation of the proposed model is carried out using seven metrics such as peak-signal-to-noise-ratio and quality without reference. The experimental results demonstrate that the proposed approach outperforms state-of-the-art methods in terms of image quality. It also exhibits the robustness and powerful nature of the proposed approach which has the potential to be applied to many remote sensing applications in agriculture, environmental monitoring, and change detection.
在基于深度学习的遥感卫星图像融合中,由于对地面真实度的需求日益增长,已经提出了许多方法。在这些方法中,Wald的协议是最常用的。本文提出了一种新的工作流,主要由两个部分组成。第一部分的目标是利用预先设计并经过良好测试的混合传统融合方法的结果获得真实图像。该方法结合了Gram-Schmidt和curvelet变换技术,得到了准确可靠的融合结果。第二部分着重于利用第一阶段提供的丰富和信息丰富的数据对所提出的深度学习模型进行训练,以提高融合性能。所演示的深度学习模型依赖于一系列残差密集块来增强网络深度并促进有效的特征学习过程。这些模块被设计用于捕获低级和高级信息,使模型能够从输入数据中提取复杂的细节和有意义的特征。在无参考的情况下,采用峰值信噪比和质量等7个指标对该模型进行了性能评价。实验结果表明,该方法在图像质量方面优于目前最先进的方法。它还显示了所提议的方法的健壮性和强大的性质,该方法有可能应用于农业、环境监测和变化检测中的许多遥感应用。
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引用次数: 0
Mapping and Assessment of Geological Lineaments with the Contribution of Earth Observation Data: A Case Study of the Zaer Granite Massif, Western Moroccan Meseta 利用地球观测资料的地质特征填图与评价——以摩洛哥西部扎尔花岗岩体为例
Q3 Social Sciences Pub Date : 2023-09-01 DOI: 10.7494/geom.2023.17.5.107
Noura Zoraa, Mohammed Raji, Hassan El Hadi, S. Maimouni, Hicham Si Mhamdi, A. Reddad, G. Zahour, Achraf Ait-Yazza
The Zaer granitic massif is one of the most important Variscan granitoids in the Central Zone of the Western Moroccan Meseta. It is characterized by a deformation which is manifested by a network of fractures of different scales. Thanks to the technology currently available, many geological studies rely heavily on the mapping of geological lineaments, especially in structural geology. This has become more reliable with access to earth observation data using optical and radar sensors as well as the various remote sensing techniques. Therefore, the objective of this work is to determine the potential of Landsat 8, ASTER, Sentinel 2 and radar Sentinel 1 datasets using the automatic method to extract lineaments. Furthermore, this work focuses on quantitative lineament analysis to determine lineament trends and subsequently compare them with global and regional tectonic movement trends. The lineaments obtained through different satellite images were validated by including the shaded relief maps, the slope map, the correlation with the pre-existing faults in the geological maps as well as the field investigation. Comparison of these results indicates that Sentinel 1 imagery provides a better correlation between automated extraction lineaments and major fault zones. Thus, Sentinel 1 data is more effective in mapping geological lineaments. The final lineament map obtained from the VH and VV polarizations shows two major fault systems, mainly oriented NE-SW and NW-SE to NNW-SSE.
扎尔花岗岩体是摩洛哥西部梅塞塔中央区最重要的瓦里西卡花岗岩体之一。它的特点是变形,表现为不同规模的裂缝网络。由于现有的技术,许多地质研究在很大程度上依赖于地质地貌的测绘,特别是在构造地质学中。随着利用光学和雷达传感器以及各种遥感技术获得地球观测数据,这种情况变得更加可靠。因此,本工作的目的是确定Landsat 8、ASTER、Sentinel 2和radar Sentinel 1数据集使用自动方法提取轮廓的潜力。此外,本工作着重于定量的地貌特征分析,以确定地貌特征趋势,并将其与全球和区域构造运动趋势进行比较。通过阴影地形图、坡度图、与地质图中已有断层的相关性以及实地考察,验证了不同卫星影像获得的地形特征。这些结果的对比表明,哨兵1号图像提供了更好的自动提取线与主要断裂带之间的相关性。因此,哨兵1号的数据在绘制地质界线时更为有效。从VH和VV极化得到的最终剖面图显示出两个主要的断裂系统,主要面向NE-SW和NW-SE至NNW-SSE。
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引用次数: 0
Challenges and Issues in Spatial Data Infrastructure (SDI) Development in Iraq 伊拉克空间数据基础设施(SDI)发展中的挑战和问题
Q3 Social Sciences Pub Date : 2023-08-29 DOI: 10.7494/geom.2023.17.5.87
M. Al-Bakri, David Fairbairn
This paper addresses the nature of Spatial Data Infrastructure (SDI), considered as one of the most important concepts to ensure effective functioning in a modern society. It comprises a set of continually developing methods and procedures providing the geospatial base supporting a country’s governmental, environmental, economic, and social activities. In general, the SDI framework consists of the integration of various elements including standards, policies, networks, data, and end users and application areas. The transformation of previously paper-based map data into a digital format, the emergence of GIS, and the Internet and a host of online applications (e.g., environmental impact analysis, navigation, applications of VGI data, governmental efficiency drives) have led to huge leaps forward in SDI development. However, SDI progress can be held back by numerous challenges, both technical and non-technical. The paper outlines these challenges from the perspective of the country of Iraq, where there is an absence of a clear direction towards efficient SDI operation and a lack of knowledge for establishing and managing effective SDI. These challenges could be met by considering and resolving generic issues, identified by the experiences of other nations, by researchers, and by organisations. These issues are investigated and assessed by means of a questionnaire survey and interviews, directed towards important participants in the field of SDI development in the country. The results present the SDI issues in order of relevance to assist developers and users in solving potential SDI and data integration problems within Iraq.
本文讨论了空间数据基础设施(SDI)的本质,它被认为是确保现代社会有效运作的最重要概念之一。它包括一套不断发展的方法和程序,为一个国家的政府、环境、经济和社会活动提供地理空间基础。一般来说,SDI框架由各种元素的集成组成,包括标准、策略、网络、数据以及最终用户和应用领域。以前以纸张为基础的地图数据向数字格式的转变、地理信息系统的出现、互联网和大量在线应用(如环境影响分析、导航、VGI数据应用、政府效率驱动)使SDI的发展取得了巨大飞跃。然而,SDI的进展可能会受到许多技术和非技术挑战的阻碍。本文从伊拉克的角度概述了这些挑战,伊拉克缺乏有效SDI运作的明确方向,也缺乏建立和管理有效SDI的知识。这些挑战可以通过考虑和解决由其他国家、科学家和组织的经验确定的一般性问题来应对。对这些问题进行了调查和评估,方法是针对该国发展可持续发展领域的重要参与者进行问卷调查和面谈。结果显示了SDI问题的相关性,以帮助开发人员和用户解决伊拉克境内潜在的SDI和数据集成问题。
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引用次数: 0
Basic Issues of Brandy Industry Waste Conservation 白兰地工业废弃物保护的基本问题
Q3 Social Sciences Pub Date : 2023-08-28 DOI: 10.7494/geom.2023.17.5.45
S. Sahakyan, T. Yedoyan, R. Sukiasyan, A. Baghdagyulyan, Satenik Bakunts
The purpose of the study is to cost-effective and environmentally friendly procedures for the condensation of waste generated from brandy production (distillery dreg) for agricultural use. The experiments were carried out between 2020–2022 under laboratory conditions. It has been shown that in order to reduce the significant cost of distillery dreg transportation, it is advisable to carry out its condensation by means of distillation. Laboratory studies and feasibility calculations revealed that distillery dreg may be condensed by up to five times, allowing for a corresponding reduction in transportation costs, while maintaining its quality indicators. It is suggested that the brandy alcohol distillation process be altered in a way that will allow for the production of condensed distillery dreg substance, with minimal additional energy expenditure and capital investment. The suggested method makes it possible to not only improve the ameliorative conditions of agricultural land, but also to address significant environmental protection issues.
这项研究的目的是寻找具有成本效益和环境友好的程序,将白兰地生产产生的废物(酿酒厂渣)冷凝用于农业用途。这些实验将在2020年至2022年之间在实验室条件下进行。研究表明,为了大幅度降低酒糟的运输成本,采用蒸馏的方法对酒糟进行冷凝是可取的。实验室研究和可行性计算表明,蒸馏渣滓可以浓缩多达五倍,从而相应降低运输成本,同时保持其质量指标。建议改变白兰地酒精蒸馏过程,使其能够以最小的额外能量消耗和资本投资生产浓缩的蒸馏渣物质。建议的方法不仅可以改善农用地的改良条件,而且可以解决重大的环境保护问题。
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引用次数: 0
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Geomatics and Environmental Engineering
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