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LSTM-Autoencoder Based Detection of Time-Series Noise Signals for Water Supply and Sewer Pipe Leakages 基于 LSTM-Autoencoder 的供水和下水道管道泄漏时序噪声信号检测技术
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.3390/w16182631
Yungyeong Shin, Kwang Yoon Na, Si Eun Kim, Eun Ji Kyung, Hyun Gyu Choi, Jongpil Jeong
The efficient management of urban water distribution networks is crucial for public health and urban development. One of the major challenges is the quick and accurate detection of leaks, which can lead to water loss, infrastructure damage, and environmental hazards. Many existing leak detection methods are ineffective, especially in complex and aging pipeline networks. If these limitations are not overcome, it can result in a chain of infrastructure failures, exacerbating damage, increasing repair costs, and causing water shortages and public health risks. The leak issue is further complicated by increasing urban water demand, climate change, and population growth. Therefore, there is an urgent need for intelligent systems that can overcome the limitations of traditional methodologies and leverage sophisticated data analysis and machine learning technologies. In this study, we propose a reliable and advanced method for detecting leaks in water pipes using a framework based on Long Short-Term Memory (LSTM) networks combined with autoencoders. The framework is designed to manage the temporal dimension of time-series data and is enhanced with ensemble learning techniques, making it sensitive to subtle signals indicating leaks while robustly dealing with noise signals. Through the integration of signal processing and pattern recognition, the machine learning-based model addresses the leak detection problem, providing an intelligent system that enhances environmental protection and resource management. The proposed approach greatly enhances the accuracy and precision of leak detection, making essential contributions in the field and offering promising prospects for the future of sustainable water management strategies.
城市输水管网的高效管理对公共卫生和城市发展至关重要。其中一个主要挑战是快速准确地检测泄漏,因为泄漏会导致水流失、基础设施损坏和环境危害。许多现有的渗漏检测方法效果不佳,尤其是在复杂和老化的管网中。如果不能克服这些局限性,就会导致一连串的基础设施故障,加剧损害,增加维修成本,造成水资源短缺和公共健康风险。城市用水需求的增加、气候变化和人口增长使渗漏问题变得更加复杂。因此,迫切需要能够克服传统方法的局限性并利用复杂的数据分析和机器学习技术的智能系统。在本研究中,我们提出了一种可靠而先进的方法,利用基于长短期记忆(LSTM)网络与自动编码器相结合的框架来检测水管中的泄漏。该框架旨在管理时间序列数据的时间维度,并通过集合学习技术得到增强,使其能够灵敏地捕捉到指示漏水的微妙信号,同时稳健地处理噪声信号。通过整合信号处理和模式识别,基于机器学习的模型解决了泄漏检测问题,提供了一个能加强环境保护和资源管理的智能系统。所提出的方法大大提高了泄漏检测的准确性和精确度,在该领域做出了重要贡献,并为未来的可持续水资源管理战略提供了美好前景。
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引用次数: 0
Livelihood Analysis of People Involved in Fish-Drying Practices on the Southwest Coast of Bangladesh 孟加拉国西南海岸从事鱼类晾晒者的生计分析
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.3390/w16182627
Fayzur Rahman, Md. Mostafa Shamsuzzaman, Anuradha Talukdar, Masud Alam, Md. Asadujjaman, Petra Schneider, Mohammad Mojibul Hoque Mozumder
The southwest coast, specifically the Khulna region of Bangladesh, has seen a substantial increase in the production of dried fish, involving marginalized coastal people. This study uses a mixed methods approach and the sustainable livelihood approach (SLA) to assess these fish-drying communities’ socioeconomic characteristics, ways of living, and adaptability. Due to their lower literacy, irregular wages, and labor-intensive employment, the research outcomes indicated that the communities engaged in the drying process were economically disadvantaged. Male workers exhibited a relatively higher participation rate compared to females. However, it was observed that females had less power over their wages and earned less than USD 2.74–3.65 per day compared to males at USD 3.65–5.48 per day. Even though there were a lot of opportunities for employment, the survey showed that very few vendors, manufacturers, and laborers regarded themselves as financially independent. To cope with various impacts and obstacles, off-season earnings, a variety of fish species, drying facilities, dealer associations, and social relationships were crucial for dried-fish processors, workers, and traders. The research suggests implementing suitable measures to diversify alternative sources of income and emphasizes the importance of fostering strong collaboration among the communities, local management authorities, and the government. With regard to dry-fish approaches, these steps are essential for ensuring long-term sustainability and improving community resilience among coastal communities.
孟加拉国西南沿海,特别是库尔纳地区的鱼干产量大幅增加,沿海边缘化人群参与其中。本研究采用混合方法和可持续生计方法 (SLA) 评估这些鱼干社区的社会经济特征、生活方式和适应能力。研究结果表明,由于文化水平较低、工资不固定以及从事劳动密集型工作,这些从事鱼类烘干的社区在经济上处于不利地位。与女性相比,男性工人的参与率相对较高。然而,据观察,女性对工资的支配权较小,每天的收入低于 2.74-3.65 美元,而男性每天的收入为 3.65-5.48 美元。尽管就业机会很多,但调查显示,很少有商贩、制造商和工人认为自己经济独立。为了应对各种影响和障碍,淡季收入、多种鱼类品种、烘干设施、经销商协会和社会关系对鱼干加工商、工人和贸易商至关重要。研究建议采取适当措施,使替代收入来源多样化,并强调促进社区、地方管理当局和政府之间密切合作的重要性。就干鱼方法而言,这些步骤对于确保长期可持续性和提高沿海社区的复原力至关重要。
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引用次数: 0
Hegemony and Colonialization in the Water Management Sector: Issues and Lessons for IWRM 水资源管理部门的霸权和殖民化:水资源综合管理的问题与教训
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.3390/w16182624
Neil Grigg
Water resources management and the broad concept of Integrated Water Resources Management (IWRM) attract varied perspectives about their effectiveness and equity as they address diverse needs across sectors and contextual situations. Managers in the water sector generally support their current governance models, while anti-poverty advocates seek more equity in the distribution of resources. Another group of stakeholders claims a lack of inclusivity in decision-making, leading to inequitable outcomes due to hegemony and colonialization of the water management domain by sector experts, officials, and other actors. IWRM focuses on reforms in water governance to achieve greater participation and sharing of power by all sectors of society in decision-making. It can facilitate the involvement of all groups of stakeholders, including those who may in some cases need to engage in social action to address water issues. This paper reviews the claims about the validity of IWRM and analyzes them according to management scenarios where water is a connector among sector issues. The scenarios show that participation in utility and local government decisions is the main pathway for urban water, wastewater, and stormwater management, while the same pathway is more difficult to organize in dispersed situations for domestic supply and irrigation in rural areas, some cases of aquifer management, and management of sprawling flood risk zones. The body of knowledge about participation in water resources management is robust, but organizational and financial capacities among existing entities pose barriers. Water resources management and IWRM do involve hegemony, and the field of practice has been colonialized, but the existential issues and complexity of the decisions and systems involved challenge society to manage successfully while assuring equity and participation through governance reform. The debates over hegemony and colonialization in water management provide an opportunity to continue improving the norms of practice and water resources education.
水资源管理和水资源综合管理(IWRM)这一广泛概念在解决各部门和各种情况下的不同需求时,在其有效性和公平性方面吸引了不同的观点。水资源部门的管理者普遍支持当前的管理模式,而反贫困倡导者则希望在资源分配方面更加公平。另一部分利益相关者则认为决策缺乏包容性,部门专家、官员和其他参与者在水资源管理领域的霸权和殖民化导致了不公平的结果。水资源综合管理的重点是改革水资源治理,使社会各界更多地参与决策并分享权力。它可以促进所有利益相关群体的参与,包括那些在某些情况下可能需要参与社会行动来解决水资源问题的群体。本文回顾了有关水资源综合管理有效性的主张,并根据水资源是各部门问题中的一个环节的管理方案对其进行了分析。这些方案表明,参与公用事业和地方政府决策是城市供水、废水和雨水管理的主要途径,而在农村地区分散的生活供应和灌溉、某些含水层管理以及无序扩张的洪水风险区管理中,同样的途径则更难组织。关于参与水资源管理的知识体系是强大的,但现有实体的组织和财政能力构成了障碍。水资源管理和水资源综合管理确实涉及霸权问题,而且实践领域已经殖民化,但存在的问题以及所涉及的决策和系统的复杂性对社会提出了挑战,如何在通过治理改革确保公平和参与的同时成功地进行管理。关于水资源管理中的霸权和殖民化的辩论为继续改进实践规范和水资源教育提供了机会。
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引用次数: 0
Thickness and Structure of Permafrost in Oil and Gas Fields of the Yamal Peninsula: Evidence from Shallow Transient Electromagnetic (sTEM) Survey 亚马尔半岛油气田冻土层的厚度和结构:浅层瞬态电磁 (sTEM) 勘测提供的证据
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.3390/w16182633
Natalya Misyurkeeva, Igor Buddo, Ivan Shelokhov, Alexander Smirnov, Alexey Nezhdanov, Yuri Agafonov
The Yamal-Nenets Autonomous District, especially the Yamal Peninsula located in the permafrost zone, stores Russia’s largest oil and gas resources. However, development in the area is challenging because of its harsh climate and engineering–geological features. Drilling in oil and gas fields in permafrost faces problems that are fraught with serious accident risks: soil heaving leading to the collapse of wellheads and hole walls, deformation and breakage of casing strings, gas seeps or explosive emissions, etc. In this respect, knowledge of the permafrost’s structure is indispensable to ensure safe geological exploration and petroleum production in high-latitude regions. The extent and structure of permafrost in West Siberia, especially in its northern part (Yamal and Gydan Peninsulas), remain poorly studied. More insights into the permafrost’s structure have been obtained by a precise sTEM survey in the northern Yamal Peninsula. The sTEM soundings were performed in a large oil and gas field where permafrost is subject to natural and anthropogenic impacts, and its degradation, with freezing–thawing fluctuations and frost deformation, poses risks to exploration and development operations, as well as to production infrastructure. The results show that permafrost in the western part of the Yamal geocryological province is continuous laterally but encloses subriver and sublake unfrozen zones (taliks) and lenses of saline liquid material (cryopegs). The total thickness of perennially frozen rocks is 200 m. The rocks below 200 m have negative temperatures but are free from pore ice. Conductive features (<10 Ohm﮲m) traceable to the permafrost base may represent faults that act as pathways for water and gas fluids and, thus, can cause a geohazard in the oil and gas fields (explosion of frost mounds, gas blow during shallow drilling, etc.).
亚马尔-涅涅茨自治区,尤其是位于永久冻土带的亚马尔半岛,蕴藏着俄罗斯最大的石油和天然气资源。然而,由于其恶劣的气候和工程地质特征,该地区的开发面临着挑战。在永冻土区钻探油气田面临着充满严重事故风险的问题:土壤隆起导致井口和井壁坍塌、套管变形和断裂、气体渗漏或爆炸物排放等。因此,要确保高纬度地区的地质勘探和石油生产安全,就必须了解永久冻土的结构。对西西伯利亚,特别是其北部(亚马尔半岛和吉丹半岛)的永久冻土范围和结构的研究仍然很少。通过在亚马尔半岛北部进行精确的 sTEM 勘测,对永久冻土的结构有了更深入的了解。sTEM 勘探是在一个大型油气田进行的,该油气田的永久冻土层受到自然和人为的影响,其退化、冻融波动和霜冻变形给勘探和开发作业以及生产基础设施带来了风险。研究结果表明,亚马尔地貌区西部的永久冻土在横向上是连续的,但在其周围存在着河下和湖下不冻带(taliks)和含盐液态物质透镜体(cryopegs)。常年冰冻的岩石总厚度为 200 米。200 米以下的岩石为负温度,但没有孔隙冰。可追溯到永久冻土层底部的导电特征(小于 10 欧姆﮲m)可能代表断层,是水和气体流体的通道,因此可能对油气田造成地质灾害(霜丘爆炸、浅层钻探时的气体喷发等)。
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引用次数: 0
Influence of Organic Loading Rates on the Treatment Performance of Membrane Bioreactors Treating Saline Industrial Wastewater 有机物负载率对处理含盐工业废水的膜生物反应器处理性能的影响
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.3390/w16182629
Majeb Alotaibi, Ashraf Refaat, Faris Munshi, Mohamed Ali El-Said, Saber A. El-Shafai
This study investigated the efficacy of membrane bioreactor (MBR) technology in treating saline industrial wastewater, focusing on the impact of the organic loading rate (OLR) and the food-to-microorganism (F/M) ratio on treatment performance. This research utilized saline industrial wastewater from Al-Hasa, which had salinity levels ranging from 5000 to 6900 mg/L. It explored treatment processes at varying Chemical Oxygen Demand (COD) concentrations of 800, 1400, and 2000 mg/L, corresponding to an OLR of 0.80 ± 0.05, 1.41 ± 0.07, and 1.98 ± 0.12 g COD/L, respectively. The average F/M ratios used were 0.20, 0.36, and 0.50 g COD/g MLSS·d, maintaining a constant Sludge Residence Time (SRT) of 12 days, a hydraulic retention time (HRT) of 24 h (hrs.), and a flux of 10 L/m2·h. The MBR system demonstrated high COD removal efficiencies, averaging 95.7 ± 1.6%, 95.5 ± 0.4%, and 96.1 ± 0.3%, alongside Biochemical Oxygen Demand (BOD) removal rates of 98.3 ± 0.2%, 99.8 ± 0.1%, and 98.5 ± 0.1%, respectively. However, an increased OLR led to elevated residual COD and BOD levels in the treated effluent, with COD concentrations reaching 34.2 ± 12.8, 63.3 ± 5.9, and 76.5 ± 5.4 mg/L, respectively. This study also reveals a significant decline in ammonia and Total Kjeldahl Nitrogen (TKN) removal efficiencies as OLR increases, dropping from 96.1 ± 0.5% to 80.2 ± 0.9% for ammonia and from 83.8 ± 3.4% to 65.8 ± 2.3% for TKN. Furthermore, higher OLRs significantly contribute to membrane fouling and elevate the transmembrane pressure (TMP), indicating a direct correlation between OLRs and operational challenges in MBR systems. The findings suggest that for optimal performance within the Saudi disposal limits for industrial wastewater, the MBR system should operate at an F/M ratio of ≤0.33 g COD/g of Mixed Liquor Suspended Solid (MLSS)·d. This study underscores the critical role of the OLR and F/M ratio in treating saline industrial wastewater using MBR technology, providing valuable insights for enhancing treatment efficiency and compliance with environmental standards.
本研究调查了膜生物反应器(MBR)技术在处理含盐工业废水方面的功效,重点研究了有机负荷率(OLR)和食物微生物比(F/M)对处理效果的影响。这项研究利用了来自 Al-Hasa 的含盐工业废水,其盐度范围为 5000 至 6900 毫克/升。研究探讨了在不同化学需氧量(COD)浓度(800、1400 和 2000 mg/L)下的处理工艺,对应的 OLR 分别为 0.80 ± 0.05、1.41 ± 0.07 和 1.98 ± 0.12 g COD/L。使用的平均 F/M 比率分别为 0.20、0.36 和 0.50 g COD/g MLSS-d,污泥停留时间 (SRT) 保持不变,为 12 天,水力停留时间 (HRT) 为 24 小时,通量为 10 升/平方米-小时。MBR 系统的 COD 去除率很高,平均分别为 95.7 ± 1.6%、95.5 ± 0.4% 和 96.1 ± 0.3%,生化需氧量 (BOD) 去除率分别为 98.3 ± 0.2%、99.8 ± 0.1% 和 98.5 ± 0.1%。然而,OLR 的增加导致处理后出水的残余 COD 和 BOD 水平升高,COD 浓度分别达到 34.2 ± 12.8、63.3 ± 5.9 和 76.5 ± 5.4 mg/L。这项研究还显示,随着 OLR 的增加,氨氮和凯氏总氮(TKN)的去除率也显著下降,氨氮的去除率从 96.1 ± 0.5% 降至 80.2 ± 0.9%,凯氏总氮的去除率从 83.8 ± 3.4% 降至 65.8 ± 2.3%。此外,较高的 OLRs 会明显导致膜堵塞并提高跨膜压力 (TMP),这表明 OLRs 与 MBR 系统的运行挑战之间存在直接关联。研究结果表明,为了在沙特工业废水处理限制范围内实现最佳性能,MBR 系统应在 F/M 比率≤0.33 g COD/g 混合液悬浮固体(MLSS)-d 的条件下运行。这项研究强调了 OLR 和 F/M 比率在使用 MBR 技术处理含盐工业废水中的关键作用,为提高处理效率和遵守环境标准提供了宝贵的见解。
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引用次数: 0
Research on Glacier Changes and Their Influencing Factors in the Yigong Zangbo River Basin of the Tibetan Plateau, China, Based on ICESat-2 Data 基于 ICESat-2 数据的中国青藏高原易贡藏布江流域冰川变化及其影响因素研究
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/w16182617
Wei Nie, Qiqi Du, Xuepeng Zhang, Kunxin Wang, Yang Liu, Yongjie Wang, Peng Gou, Qi Luo, Tianyu Zhou
The intense changes in glaciers in the southeastern Tibetan Plateau (SETP) have essential impacts on regional water resource management. In order to study the seasonal fluctuations of glaciers in this region and their relationship with climate change, we focus on the Yigong Zangbo River Basin in the SETP, extract the annual and seasonal variations of glaciers in the basin during 2018–2023, and analyze their spatio-temporal characteristics through the seasonal-trend decomposition using the LOESS (STL) method. Finally, combining the Extreme Gradient Boosting (XGBoost) model and the Shapley additive explanations (SHAP) model, we assess the comprehensive impact of meteorological factors such as temperature and snowfall on glacier changes. The results indicate that glaciers in the Yigong Zangbo River Basin experienced remarkable mass loss during 2018–2023, with an average annual melting rate of −0.83 ± 0.12 m w.e.∙yr−1. The glacier mass exhibits marked seasonal fluctuations, with increases in January–March (JFM) and April–June (AMJ) and noticeable melting in July–September (JAS) and October–December (OND). The changes over these four periods are 2.12 ± 0.04 m w.e., 0.93 ± 0.15 m w.e., −1.58 ± 0.19 m w.e., and −1.32 ± 0.17 m w.e., respectively. Temperature has been identified as the primary meteorological driver of glacier changes in the study area, surpassing the impact of snowfall. This study uses advanced altimetry data and meteorological data to monitor and analyze glacier changes, which provides valuable data for cryosphere research and also validates a set of replicable research methods, which provides support for future research in related fields.
青藏高原东南部(SETP)冰川的剧烈变化对区域水资源管理有着至关重要的影响。为了研究该地区冰川的季节波动及其与气候变化的关系,我们以东南高原易贡藏布江流域为研究对象,提取该流域2018-2023年冰川的年变化和季节变化,并利用LOESS(STL)方法通过季节-趋势分解分析其时空特征。最后,结合极端梯度提升(XGBoost)模型和夏普利加性解释(SHAP)模型,评估气温、降雪等气象因素对冰川变化的综合影响。结果表明,2018-2023年期间,易贡藏布江流域冰川质量损失显著,年平均融化速率为-0.83±0.12 m w.e.∙yr-1。冰川质量表现出明显的季节性波动,1-3月(JFM)和4-6月(AMJ)冰川质量增加,7-9月(JAS)和10-12月(OND)冰川质量明显消融。这四个时期的变化分别为 2.12 ± 0.04 米(湿重)、0.93 ± 0.15 米(湿重)、-1.58 ± 0.19 米(湿重)和-1.32 ± 0.17 米(湿重)。温度被认为是研究区域冰川变化的主要气象驱动因素,其影响超过降雪。该研究利用先进的测高数据和气象数据对冰川变化进行监测和分析,为冰冻圈研究提供了宝贵的数据,同时也验证了一套可复制的研究方法,为今后相关领域的研究提供了支持。
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引用次数: 0
Investigating the Energy Dissipation Mechanism of Piano Key Weir: An Integrated Approach Using Physical and Numerical Modeling 研究琴键堰的能量耗散机制:利用物理和数值建模的综合方法
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/w16182620
Zixiang Li, Fan Yang, Changhai Han, Ziwu Fan, Kaiwen Yu, Kang Han, Jingxiu Wu
The enormous energy carried by discharged water poses a serious threat to the Piano Key Weir (PKW) and its downstream hydraulic structures. However, previous research on energy dissipation in PKWs has mainly focused downstream effects, and the research methods have been largely limited to physical model experiments. To deeply investigate the discharge capacity and hydraulic characteristics of PKW, this study established a PKW model with universally applicable geometric parameters. By combining physical model experiments and numerical simulations, the flow pattern of the PKW, the discharge at the overflow edges, and the variation in the energy dissipation were revealed for different water heads. The results showed that the discharge of the side wall constitutes the majority of the total discharge at low water heads, resulting in a relatively high overall discharge efficiency. As the water head increases, the proportion of discharge from the inlet and outlet keys increases, while the proportion from the side wall decreases. This change results in less discharge from the side wall and a consequent reduction in the overall discharge efficiency. The PKW exhibits superior energy dissipation efficiency under low water heads. However, this efficiency exhibits an inverse relationship with an increasing water head. The overall energy dissipation efficiency can reach 40% to 70%. Additionally, the collision of the water flows inside the outlet chamber and the mixing of the overflow jet play a primary role in energy dissipation. The findings of this study have significant implications for hydraulic engineering construction and PKW operational safety.
排水所携带的巨大能量对琴基堰(PKW)及其下游水工建筑物构成了严重威胁。然而,以往关于 PKW 消能的研究主要集中于下游效应,研究方法也主要局限于物理模型试验。为了深入研究 PKW 的泄洪能力和水力特性,本研究建立了一个几何参数普遍适用的 PKW 模型。通过物理模型试验和数值模拟相结合的方法,揭示了不同水头下 PKW 的流态、溢流边的排泄量以及能量耗散的变化。结果表明,在低水头时,侧壁的排水量占总排水量的大部分,因此总体排水效率相对较高。随着水位的升高,进水口和出水口水键的排水量比例增加,而侧壁的排水量比例减少。这一变化导致侧壁的排水量减少,从而降低了整体排水效率。在低水头情况下,PKW 具有出色的消能效率。然而,这种效率与水头的增加呈反比关系。总体消能效率可达 40% 至 70%。此外,出水腔内水流的碰撞和溢流射流的混合也对消能起到了主要作用。该研究结果对水利工程建设和 PKW 运行安全具有重要意义。
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引用次数: 0
A Geophysical-Drilling-Hydrochemical Coupled Method for Accurate Detection of Concealed Water-Conducting Faults in Coal Mines 精确探测煤矿隐蔽导水断层的地球物理-钻探-水化学耦合方法
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/w16182619
Tuo Lu, Haodong Liu, Hailiang Jia, Bo Wang
The detection of concealed water-conducting structures is essential for preventing water inrush disasters. Aiming to mitigate the limitations inherent in using any single technique, a comprehensive approach that combines integrated mining geophysical exploration, hydrogeological drilling, and hydrochemical exploration (GDH) is proposed for the exploration of concealed water-conducting structures. By conducting a thorough analysis of the background geological data obtained through surface exploration, potentially concealed water-conducting structures can be predicted. Then, a combination of the seismic reflection method (SRM) and mine transient electromagnetic method (MTEM) can be used to detect the location and water-bearing properties of the target structures. Afterwards, the target drilling areas are defined by the anomalies detected by the integrated mine geophysical technique, and the drilling method can directly acquire the hydrogeological information of water-conducting structures and verify the results of the geophysical methods. By means of hydrochemical analysis, inrush water sources and their runoff conditions can be identified, and the spatial relationship betweenof the source aquifers and mining space can be determined; hence, the properties, scale, and configuration of the water-conducting structures can finally be evaluated. Employing a water-conducting fault in a mine as a case study, we verified that the integrated method overcomes the limitations and possible biases of each method, providing a multiple-method solution that can accurately detect concealed water-conducting structures to help prevent water inrush disasters.
探测隐蔽的导水结构对于预防涌水灾害至关重要。为了减少使用任何单一技术所固有的局限性,提出了一种综合采矿地球物理勘探、水文地质钻探和水文化学勘探(GDH)的综合方法,用于隐蔽导水结构的勘探。通过对地表勘探获得的背景地质数据进行全面分析,可以预测潜在的隐蔽导水构造。然后,结合使用地震反射法(SRM)和矿山瞬变电磁法(MTEM)来探测目标结构的位置和含水特性。然后,根据综合矿山地球物理技术探测到的异常确定目标钻探区域,通过钻探方法直接获取导水构造的水文地质信息,验证地球物理方法的结果。通过水化学分析,可以确定涌水水源及其径流条件,确定水源含水层与采空区的空间关系,从而最终评价导水构造的性质、规模和构造。以某矿井导水断层为例,我们验证了综合方法克服了每种方法的局限性和可能存在的偏差,提供了一种多种方法并用的解决方案,能够准确探测隐蔽的导水构造,有助于预防涌水灾害。
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引用次数: 0
Application of Marine Mollusk Shells (Meretrix lusoria) as Low-Cost Biosorbent for Removing Cd2+ and Pb2+ Ions from Aqueous Solution: Kinetic and Equilibrium Study 应用海洋软体动物贝壳(Meretrix lusoria)作为低成本生物吸附剂去除水溶液中的 Cd2+ 和 Pb2+ 离子:动力学和平衡研究
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/w16182615
Bandar A. Al-Mur
The present work aims to evaluate the applicability of mollusk (Meretrix lusoria) shells as a biosorbent for toxic metal ions (Cd2+ and Pb2+) following the batch mode biosorption procedure. Some well-known analytical methods have been used to characterize the biosorbent such as a scanning electron microscope (SEM), an energy dispersive X-ray (EDX), Fourier transform infrared spectroscopy (FTIR), and X-ray diffraction. The mechanism of metal ion biosorption was examined using various analytical techniques. Therefore, an evaluation of operating factors such as contact time, pH, initial concentration of metal ions, biosorbent dose, and temperature was performed. The results obtained in this investigation indicated that the optimum conditions for the biosorption of Cd+2 and Pb+2 ions are as follows: pH = 6; contact times of 90 min; and the 20 mg/L of initial [M2+]. And a biosorbent dosage of 1.0 g/100 mL for each metal ion solution was also determined. The maximum removal efficiency results were 90.6% for Cd+2 and 91.5% for Pb+2 at pH 6.0. The biosorption isotherm was investigated using three forms of linear equilibrium (Freundlich, Langmuir, and Temkin models). Kinetic studies were also conducted to determine the equilibrium time for the biosorption of the studied metals utilizing the pseudo-second-order, pseudo-first-order, and intraparticle diffusion model. The data indicate that the biosorption kinetics of Cd2+ and Pb2+ follow the pseudo-second-order models. According to the present study, it can be identified that the shell of Meretrix lusoria is a suitable biosorbent for Cd2+ and Pb2+ ions and can contribute to their removal from environmentally polluted water.
本研究旨在评估软体动物(Meretrix lusoria)贝壳作为生物吸附剂在批量生物吸附过程中对有毒金属离子(Cd2+ 和 Pb2+)的适用性。一些著名的分析方法被用来表征生物吸附剂,如扫描电子显微镜(SEM)、能量色散 X 射线(EDX)、傅立叶变换红外光谱(FTIR)和 X 射线衍射。利用各种分析技术研究了金属离子的生物吸附机理。因此,对接触时间、pH 值、金属离子初始浓度、生物吸附剂剂量和温度等操作因素进行了评估。研究结果表明,生物吸附 Cd+2 和 Pb+2 离子的最佳条件如下:pH=6;接触时间为 90 分钟;初始[M2+]浓度为 20 毫克/升。同时还确定了每种金属离子溶液的生物吸附剂用量为 1.0 g/100 mL。在 pH 值为 6.0 时,Cd+2 和 Pb+2 的最大去除率分别为 90.6%和 91.5%。使用三种线性平衡形式(Freundlich、Langmuir 和 Temkin 模型)对生物吸附等温线进行了研究。此外,还利用伪二阶、伪一阶和颗粒内扩散模型进行了动力学研究,以确定所研究金属的生物吸附平衡时间。数据表明,Cd2+ 和 Pb2+ 的生物吸附动力学遵循伪二阶模型。根据本研究,可以确定鱼腥草壳是 Cd2+ 和 Pb2+ 离子的合适生物吸附剂,有助于从环境污染的水中去除这两种离子。
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引用次数: 0
Optimization Method for Digital Scheduling of Oilfield Sewage System 油田污水系统数字化调度的优化方法
IF 3.4 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.3390/w16182623
Shuangqing Chen, Shun Zhou, Yuchun Li, Minghu Jiang, Bing Guan, Jiahao Xi
Oilfield Sewage System Scheduling is a complicated, large-scale, nonlinear system problem with multiple variables. The complexity of the sewage system pipeline network connection grows along with the ongoing building of oilfield stations, and the shortcomings of the sewage system water quantity scheduling program based on human experience decision-making become increasingly apparent. The key to solving this problem is to realize the digital and intelligent scheduling of sewage systems. Taking the sewage system of an oil production plant in Daqing oilfield as the research object, the water scheduling model of the sewage system is established in this paper. Aiming at the complex nonlinear characteristics of the model, the Levy flight speed updating operator, the adaptive stochastic offset operator, and the Brownian motion selection optimization operator are established by taking advantage of the particle swarm optimization (PSO) and the cuckoo search (CS) algorithm. Based on these operators, a hybrid PSO-CS algorithm is proposed, which jumps out of the local optimum and has a strong global search capability. Comparing PSO-CS with other algorithms on the CEC2022 test set, it was found that the PSO-CS algorithm ranked first in all 12 test functions, proving the excellent solving performance of the PSO-CS algorithm. Finally, the PSO-CS is applied to solve a water scheduling model for the sewage system of an oil production plant in Daqing Oilfield. It is found that the scheduling plan optimized by PSO-CS has a 100% water supply rate to the downstream water injection station, and the total energy consumption of the scheduling plan on the same day is reduced from 879.95 × 106 m5/d to 712.84 × 106 m5/d, which is a 19% reduction in energy consumption. The number of water balance stations in the sewage station increased by 7, which effectively improved the water resource utilization rate of the sewage station.
油田污水系统调度是一个复杂、大规模、多变量的非线性系统问题。随着油田站场的不断建设,污水系统管网连接的复杂性也在不断增加,基于人为经验决策的污水系统水量调度方案的弊端日益显现。解决这一问题的关键是实现污水系统调度的数字化和智能化。本文以大庆油田某采油厂污水系统为研究对象,建立了污水系统水量调度模型。针对该模型复杂的非线性特征,利用粒子群优化(PSO)和布谷鸟搜索(CS)算法,建立了列维飞行速度更新算子、自适应随机偏移算子和布朗运动选择优化算子。在这些算子的基础上,提出了一种 PSO-CS 混合算法,它能跳出局部最优,并具有很强的全局搜索能力。在 CEC2022 测试集上比较了 PSO-CS 和其他算法,发现 PSO-CS 算法在所有 12 个测试函数中都排名第一,证明了 PSO-CS 算法出色的求解性能。最后,PSO-CS 被应用于求解大庆油田某采油厂污水系统的用水调度模型。结果发现,经 PSO-CS 优化的调度方案对下游注水站的供水率达到 100%,调度方案当日总能耗由 879.95×106 m5/d 降至 712.84×106 m5/d,能耗降低了 19%。污水站水量平衡站数量增加了 7 个,有效提高了污水站的水资源利用率。
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引用次数: 0
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