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Water, Volume 15, Issue 3

2023 February-1 - 235 articles

Cover Story: The environmental, physical and chemical factors controlling the abundance and biodiversity of zooplankton in permafrost-affected lakes are poorly understood, yet they determine the response of aquatic ecosystems to on-going climate change and water warming. Here, we assess the current status of zooplankton communities in lakes of permafrost peatlands of NE Europe, including the composition and structure of zooplankton. The structure of zooplankton communities is influenced by the morphometric features of lakes and the degree of lake overgrowth by macrophytes, the pH and water mineralization. These new insights improve our knowledge of factors controlling the zooplankton spatial dynamics in thermokarst lakes of the NE European tundra subjected to warming. View this paper
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Articles (235)

  • Article
  • Open Access
70 Citations
5,965 Views
15 Pages

3 February 2023

Increasing the evaporation zone inside the solar distiller (SD) is a pivotal method for augmenting its freshwater production. Hence, in this work, a newly designed prismatic absorber basin covered by linen wicks was utilized instead of the convention...

  • Article
  • Open Access
21 Citations
4,180 Views
13 Pages

Effect of Rotational Speed on Pressure Pulsation Characteristics of Variable-Speed Pump Turbine Unit in Turbine Mode

  • Linmin Shang,
  • Jingwei Cao,
  • Xin Jia,
  • Shengrui Yang,
  • Sainan Li,
  • Lei Wang,
  • Zhengwei Wang and
  • Xiaobing Liu

3 February 2023

The pumped storage power station plays a vital role in modern power systems, where the key component is the pump turbine. Variable-speed operation can improve the operating efficiency of the pump turbine and increase the operating efficiency under tu...

  • Article
  • Open Access
7 Citations
3,242 Views
13 Pages

3 February 2023

Fluorine pollution of wastewater is a global environmental problem. Capacitive deionization has unique advantages in the defluorination of fluorine-containing wastewater; however, the low electrosorption capacity significantly restricts its further d...

  • Article
  • Open Access
5 Citations
3,177 Views
19 Pages

Data Integration for Investigating Drivers of Water Quality Variability in the Banja Reservoir Watershed

  • Erica Matta,
  • Mariano Bresciani,
  • Giulio Tellina,
  • Karin Schenk,
  • Philipp Bauer,
  • Fabian Von Trentini,
  • Nils Ruther and
  • Alena Bartosova

3 February 2023

It is increasingly important to know the water quality of a reservoir, given the prospect of an environment poor in water reserves, which are based on intense and short-lived precipitation events. In this work, vegetation indices (NDVI, EVI) and bio-...

  • Article
  • Open Access
88 Citations
12,316 Views
26 Pages

Climate Change Impacts on Water Resources in Arid and Semi-Arid Regions: A Case Study in Saudi Arabia

  • Mustafa El-Rawy,
  • Okke Batelaan,
  • Nassir Al-Arifi,
  • Ali Alotaibi,
  • Fathy Abdalla and
  • Mohamed Elsayed Gabr

3 February 2023

In the coming years, climate change is predicted to impact irrigation water demand considerably, particularly in semi-arid regions. The aim of this research is to investigate the expected adverse impacts of climate change on water irrigation manageme...

  • Article
  • Open Access
8 Citations
3,983 Views
23 Pages

Credal-Decision-Tree-Based Ensembles for Spatial Prediction of Landslides

  • Jingyun Gui,
  • Ignacio Pérez-Rey,
  • Miao Yao,
  • Fasuo Zhao and
  • Wei Chen

3 February 2023

Spatial landslide susceptibility assessment is a fundamental part of landslide risk management and land-use planning. The main objective of this study is to apply the Credal Decision Tree (CDT), adaptive boosting Credal Decision Tree (AdaCDT), and ra...

  • Feature Paper
  • Article
  • Open Access
4 Citations
4,211 Views
29 Pages

Investigation of Data-Driven Rating Curve (DDRC) Approach

  • Biplov Bhandari,
  • Kel Markert,
  • Vikalp Mishra,
  • Amanda Markert and
  • Robert Griffin

3 February 2023

Flooding is a recurring natural disaster worldwide; developing countries are particularly affected due to poor mitigation and management strategies. Often discharge is used to inform the flood forecast. The discharge is usually inferred from the wate...

  • Review
  • Open Access
1 Citations
4,430 Views
20 Pages

Back to Basics: Revision of Coccolithophore Species List in the Adriatic Sea

  • Jelena Godrijan,
  • Jasna Arapov,
  • Sanda Skejić and
  • Mia Bužančić

3 February 2023

Coccolithophores are unicellular marine algae belonging to the haptophyte group, characterized by the production of intricate calcium carbonate plates that adorn their cells and exhibit species-specific morphology. The Adriatic Sea has historically b...

  • Article
  • Open Access
13 Citations
4,663 Views
16 Pages

An Integrated Model of Pluvial Flood Risk and Adaptation Measure Evaluation in Shanghai City

  • Hengzhi Hu,
  • Hanwei Yang,
  • Jiahong Wen,
  • Min Zhang and
  • Yanjuan Wu

3 February 2023

Under climate warming, the frequency and intensity of extreme rainstorms-induced urban pluvial floods are significantly increasing, leading to severe flooding risks in megacities. An integrated model that incorporates rainfall processing, waterloggin...

  • Article
  • Open Access
48 Citations
7,676 Views
20 Pages

Quality and Health Risk Assessment of Groundwater for Drinking and Irrigation Purpose in Semi-Arid Region of India Using Entropy Water Quality and Statistical Techniques

  • Balamurugan Panneerselvam,
  • Nagavinothini Ravichandran,
  • Shunmuga Priya Kaliyappan,
  • Shankar Karuppannan and
  • Butsawan Bidorn

3 February 2023

The continuous intake of contaminated drinking water causes serious issues for human health. In order to estimate the suitability of groundwater for drinking and irrigation, and also conduct human risk assessments of various groups of people, a total...

  • Article
  • Open Access
4 Citations
4,095 Views
23 Pages

3 February 2023

The Ogallala Aquifer is one of the most productive agricultural regions and is referred to as the “breadbasket of the world”. It covers approximately 225,000 square miles beneath the Great Plains region spanning the states of Texas, New M...

  • Article
  • Open Access
9 Citations
4,377 Views
18 Pages

3 February 2023

Liquids prepared by sequential multiple dilutions with mechanical action (highly diluted or HD solutions) are able to influence certain properties of adjacent solutions without direct contact, which is mediated by their emission in the infrared (IR)...

  • Feature Paper
  • Article
  • Open Access
15 Citations
5,246 Views
22 Pages

Removal of Contaminants of Emerging Concern from Wastewater Using an Integrated Column System Containing Zero Valent Iron Nanoparticles

  • Evridiki Barka,
  • Constantinos Noutsopoulos,
  • Andriani Galani,
  • Iliana Panagou,
  • Maria Kalli,
  • Elena Koumaki,
  • Simos Malamis and
  • Daniel Mamais

3 February 2023

Non-steroidal anti-inflammatory drugs (NSAIDs) and endocrine disruptors (EDCs) are among the most important categories of contaminants of emerging concern (CECs), and many advanced technologies have been developed for their elimination from water and...

  • Article
  • Open Access
8 Citations
3,376 Views
20 Pages

2 February 2023

The proper characteristics of the catchment area of dammed reservoirs is of great importance when managing their capacity in the context of enabling proper functioning, including retention of the planned amount of water and counteracting the effects...

  • Article
  • Open Access
6 Citations
3,427 Views
29 Pages

Integration of Hydrate-Based Desalination (HBD) into Multistage Flash (MSF) Desalination as a Precursor: An Alternative Solution to Enhance MSF Performance and Distillate Production

  • Pranav Thoutam,
  • Parvin Ahmadi Sefiddashti,
  • Faizan Ahmad,
  • Hani Abulkhair,
  • Iqbal Ahmed,
  • Abdulmohsen Al-saiari,
  • Eydhah Almatrafi,
  • Omar Bamaga and
  • Sina Rezaei Gomari

2 February 2023

This study considers the integration of multistage flash (MSF) desalination with hydrate-based desalination (HBD) precursor to improve MSF performance in terms of distillate production, longevity, and operational conditions. This is accomplished by a...

  • Review
  • Open Access
11 Citations
5,557 Views
13 Pages

2 February 2023

In the past decade, the numerical modelling of braided river morphodynamics has experienced a significant advance due to the increasing computer power and the development of numerical techniques. Numerical models are quite efficient in exploring scen...

  • Article
  • Open Access
2 Citations
5,449 Views
30 Pages

Community Agricultural Reservoir Construction and Water Supply Network Design in Ubon Ratchathani, Thailand, Using Adjusted Variable Neighborhood Strategy Adaptive Search

  • Rerkchai Srivoramasa,
  • Natthapong Nanthasamroeng,
  • Rapeepan Pitakaso,
  • Thanatkij Srichok,
  • Surajet Khonjun,
  • Worapot Sirirak and
  • Chalermchat Theeraviriya

2 February 2023

Agricultural sectors all over the world are facing water deficiencies as a result of various factors. Countries in the Greater Mekong Subregion (GMS) in particular depend on the production of agricultural products; thus, drought has become a critical...

  • Article
  • Open Access
3 Citations
4,112 Views
12 Pages

2 February 2023

The recharge efficiency during artificial groundwater recharge (AGR) is reduced primarily by clogging that is triggered by suspended particles. However, there are loopholes in the current standards of recharge-water quality for clogging control durin...

  • Article
  • Open Access
1 Citations
2,848 Views
17 Pages

Effects of Graphene on the Transport of Quinolones in Porous Media

  • Zhou Cheng,
  • Cehui Mo,
  • Ming Wu,
  • Huihui Cao,
  • Yanru Hao,
  • Guoping Lu,
  • Qusheng Li,
  • Jianfeng Wu,
  • Jichun Wu and
  • Bill X. Hu

2 February 2023

The effect of graphene (GN) on the transport of CIP and NOR in porous media is investigated by a combination of batch experiments, column experiments and mathematical models. The results obtained by batch experiments show that GN has great adsorption...

  • Article
  • Open Access
32 Citations
16,350 Views
17 Pages

Rainfall Forecast and Drought Analysis for Recent and Forthcoming Years in India

  • S. Poornima,
  • M. Pushpalatha,
  • Raghavendra B. Jana and
  • Laxmi Anusri Patti

2 February 2023

Agriculture is the primary profession in India which relies on several climatic factors such as rainfall, temperature, humidity, etc., for the successful growth of crops. Weather and drought forecasting may help to take preventive measures in an unus...

  • Article
  • Open Access
11 Citations
3,820 Views
16 Pages

PGPR Promotes the Recovery of Submerged Macrophytes via Indigenous Microbiome Modulations under Combined Abiotic Stress

  • Yahua Li,
  • Xiangfen Liu,
  • Qianzheng Li,
  • Yao Guo,
  • Yi Zhang,
  • Chuan Wang,
  • Qiaohong Zhou and
  • Zhenbin Wu

2 February 2023

The restoration of submerged macrophytes is commonly limited by abiotic stress. Here, we isolated PGPR strains from the rhizosphere of submerged macrophytes using ACC deaminase selective medium, and evaluated their growth promoting effects on Vallisn...

  • Article
  • Open Access
9 Citations
3,651 Views
16 Pages

A Unique Approach to Hydrological Behavior along the Bednja River (Croatia) Watercourse

  • Bojan Đurin,
  • Lucija Plantak,
  • Ognjen Bonacci and
  • Fabio Di Nunno

2 February 2023

Forecasting upstream flow amount based on downstream flow values is a new way of managing flood risk. This kind of prediction of the flow, size, and intensity of rivers in the alluvial aquifers is, in most cases, a challenging task due to climate cha...

  • Article
  • Open Access
8 Citations
5,611 Views
23 Pages

2 February 2023

Effective water quality management and reliable environmental modeling depend on the availability, size, and quality of water quality (WQ) data. Observed stream water quality data are usually sparse in both time and space. Reconstruction of water qua...

  • Article
  • Open Access
11 Citations
4,523 Views
14 Pages

Development of Water Level Prediction Improvement Method Using Multivariate Time Series Data by GRU Model

  • Kidoo Park,
  • Yeongjeong Seong,
  • Younghun Jung,
  • Ilro Youn and
  • Cheon Kyu Choi

2 February 2023

The methods for improving the accuracy of water level prediction were proposed in this study by selecting the Gated Recurrent Unit (GRU) model, which is effective for multivariate learning at the Paldang Bridge station in Han River, South Korea, wher...

  • Article
  • Open Access
19 Citations
8,409 Views
19 Pages

Comparative Analysis of Natural and Synthetic Zeolite Filter Performance in the Purification of Groundwater

  • Kulyash Meiramkulova,
  • Aliya Kydyrbekova,
  • Davud Devrishov,
  • Ubaidulayeva Nurbala,
  • Akmaral Tuyakbayeva,
  • Sayan Zhangazin,
  • Rimma Ualiyeva,
  • Valentina Kolpakova,
  • Yuliya Yeremeyeva and
  • Timoth Mkilima

2 February 2023

Zeolite materials are among the relatively cheap and readily available materials for wastewater treatment. However, the performance of zeolite-based systems can be highly affected by the material properties. In this study, the treatment system based...

  • Article
  • Open Access
24 Citations
4,019 Views
15 Pages

Biochemical and Pathophysiological Responses in Capoeta capoeta under Lethal and Sub-Lethal Exposures of Silver Nanoparticles

  • Dariush Azadikhah,
  • Ahmad Mohamadi Yalsuyi,
  • Shubhajit Saha,
  • Nimai Chandra Saha and
  • Caterina Faggio

2 February 2023

The increasing use of nano-based products raises concerns regarding potential risks related to their manufacturing, transportation, waste disposal, and management operations. We used the riverine carp, Capoeta capoeta, as an aquatic animal model to d...

  • Article
  • Open Access
4 Citations
3,344 Views
20 Pages

2 February 2023

There is currently much discussion as to whether probabilistic (top–down) or possibilistic (bottom–up) approaches are the most appropriate to estimate potential future climate impacts. In a context of deep uncertainty, such as future clim...

  • Article
  • Open Access
4 Citations
3,028 Views
16 Pages

2 February 2023

Human activities have profoundly changed the hydrological regime and trends of rivers and lakes, which, in turn, has affected the utilization of their navigable conditions. However, few studies have focused on the effects of changes in hydrological r...

  • Review
  • Open Access
2 Citations
5,073 Views
19 Pages

The Quantification of Non-Action Costs as an Incentive to Address Water Pollution Problems

  • Águeda Bellver-Domingo,
  • Lledó Castellet-Viciano,
  • Vicent Hernández-Chover and
  • Francesc Hernández-Sancho

2 February 2023

Diffuse pollution is one type of pollution generated by agricultural, livestock, and urban runoff that is responsible for surface and groundwater pollution. As a result, the exposed population develops different diseases that affect their short, medi...

  • Article
  • Open Access
13 Citations
4,995 Views
23 Pages

Simultaneous Removal of Cyanide and Heavy Metals Using Photoelectrocoagulation

  • Ahmad Shahedi,
  • Ahmad Khodadadi Darban,
  • Ahmad Jamshidi-Zanjani,
  • Fariborz Taghipour and
  • Mehdi Homaee

1 February 2023

One of the new methods used to remove the contaminants from effluent is the electrocoagulation method, which is sometimes combined with other methods to increase the removal efficiency of contaminants. To simultaneously remove nickel, cyanide, zinc,...

  • Feature Paper
  • Article
  • Open Access
24 Citations
4,479 Views
16 Pages

KDE-Based Rainfall Event Separation and Characterization

  • Shengle Cao,
  • Yijiao Diao,
  • Jiachang Wang,
  • Yang Liu,
  • Anita Raimondi and
  • Jun Wang

1 February 2023

Rainfall event separation is mainly based on the selection of the minimum inter-event time (MIET). The traditional approach to determining a suitable MIET for estimating the probability density functions is often using the frequency histograms. Howev...

  • Review
  • Open Access
10 Citations
5,558 Views
32 Pages

Modeling and Validation of Residential Water Demand in Agent-Based Models: A Systematic Literature Review

  • Bernhard Jonathan Sattler,
  • John Friesen,
  • Andrea Tundis and
  • Peter F. Pelz

1 February 2023

Current challenges, such as climate change or military conflicts, show the great importance of urban supply infrastructures. In this context, an open question is how different scenarios and crises can be studied in silico to assess the interaction be...

  • Article
  • Open Access
2 Citations
2,873 Views
14 Pages

Research on Sustainable Scheduling of Cascade Reservoirs Based on Improved Crow Search Algorithm

  • Xiaoshan Liu,
  • Jinyou Lu,
  • Chaowang Zou,
  • Bo Deng,
  • Lina Liu and
  • Shaofeng Yan

1 February 2023

As an important tool for the development and utilization of river water conservancy and hydropower resources, cascade reservoirs will directly affect human life and ecological environment. Therefore, how to sustainably and rationally dispatch the wat...

  • Article
  • Open Access
15 Citations
3,986 Views
16 Pages

Effect of Magnetized Brackish Water Drip Irrigation on Water and Salt Transport Characteristics of Sandy Soil in Southern Xinjiang, China

  • Dongwang Wang,
  • Liang Zhang,
  • Jinzhu Zhang,
  • Wenhao Li,
  • Haiqiang Li,
  • Yonghui Liang,
  • Yue Han,
  • Pengcheng Luo and
  • Zhenhua Wang

1 February 2023

Xinjiang is short on freshwater resources and rich in ones. The unregulated use of brackish water for agriculture leads to the aggravation of secondary salinization in soil; however, magnetization can improve the quality of brackish water. To evaluat...

  • Article
  • Open Access
47 Citations
6,173 Views
17 Pages

Transformer Based Water Level Prediction in Poyang Lake, China

  • Jiaxing Xu,
  • Hongxiang Fan,
  • Minghan Luo,
  • Piji Li,
  • Taeseop Jeong and
  • Ligang Xu

1 February 2023

Water level is an important indicator of lake hydrology characteristics, and its fluctuation significantly affects lake ecosystems. In recent years, deep learning models have shown their superiority in the long-time range prediction of hydrology proc...

  • Article
  • Open Access
1 Citations
2,147 Views
16 Pages

1 February 2023

Accurate estimation of precipitation is critically important for a variety of fields, such as climatology, meteorology, and water resources. However, the availability of precipitation measurements has proved to be spatially inadequate for many applic...

  • Article
  • Open Access
22 Citations
4,385 Views
11 Pages

1 February 2023

Coastal environments need continuous environmental risk assessment, especially with increasing coastal development and human activities. The present work evaluates the distribution, contamination, and environmental risk of potentially toxic elements...

  • Article
  • Open Access
10 Citations
5,210 Views
24 Pages

Evolution of Water–Sediment Situation and Attribution Analysis in the Upper Yangtze River, China

  • Hongxiang Wang,
  • Yinchu Ma,
  • Fengtian Hong,
  • Huan Yang,
  • Lintong Huang,
  • Xuyang Jiao and
  • Wenxian Guo

1 February 2023

River water and sand conditions are important factors affecting river morphology, biogeochemical processes and ecosystems. However, climate change and long-term human activities have changed the water–sediment conditions of rivers. This study c...

  • Article
  • Open Access
11 Citations
3,222 Views
17 Pages

Combined Analysis of Net Groundwater Recharge Using Water Budget and Climate Change Scenarios

  • Sul-Min Yun,
  • Hang-Tak Jeon,
  • Jae-Yeol Cheong,
  • Jinsoo Kim and
  • Se-Yeong Hamm

1 February 2023

Estimating the groundwater recharge rate is essential in all groundwater-related fields, including groundwater development, use, management, modeling, and contamination analysis. In this study, we proposed a combined method of water budget and climat...

  • Article
  • Open Access
19 Citations
6,996 Views
16 Pages

Investigating Climate Change Effects on Evapotranspiration and Groundwater Recharge of the Nile Delta Aquifer, Egypt

  • Mohamed Galal Eltarabily,
  • Ismail Abd-Elaty,
  • Ahmed Elbeltagi,
  • Martina Zeleňáková and
  • Ismail Fathy

1 February 2023

Climate change (CC) directly affects crops’ growth stages or level of maturity, solar radiation, humidity, temperature, and wind speed, and thus crop evapotranspiration (ETc). Increased crop ETc shifts the fraction of discharge from groundwater...

  • Article
  • Open Access
3 Citations
2,976 Views
18 Pages

Simulation Study for Hydraulic Fracture Monitoring Based on Electromagnetic Detection Technology

  • Liming Zhang,
  • Xingyu Zhou,
  • Jijia Sun,
  • Peiyin Jiang,
  • Zhihao Lu and
  • Cheng Cheng

1 February 2023

The stimulated reservoir volume (SRV) technology extends conventional fracturing technology. Understanding how to effectively and accurately determine modified fracture shape and volume is the key point to evaluating the stimulation effect. Using ele...

  • Article
  • Open Access
10 Citations
5,767 Views
31 Pages

Contaminant Back Diffusion from Low-Conductivity Matrices: Case Studies of Remedial Strategies

  • Julie Blue,
  • Thomas Boving,
  • Mary Ellen Tuccillo,
  • Jonathan Koplos,
  • Jason Rose,
  • Michael Brooks and
  • David Burden

1 February 2023

Recalcitrant groundwater contamination is a common problem at hazardous waste sites worldwide. Groundwater contamination persists despite decades of remediation efforts at many sites because contaminants sorbed or dissolved within low-conductivity zo...

  • Article
  • Open Access
9 Citations
6,204 Views
13 Pages

Euryhalinity and Geographical Origin Aid Global Alien Crayfish Invasions

  • Aldona Dobrzycka-Krahel and
  • Maria Leonor Fidalgo

1 February 2023

Salinity tolerance is a determinant of a narrow or wide distribution range of organisms. Crayfishes are important key species in many aquatic environments so require a better understanding of their ability to live in different saline regimes. We iden...

  • Review
  • Open Access
23 Citations
45,230 Views
16 Pages

Hydrotropism: Understanding the Impact of Water on Plant Movement and Adaptation

  • Malik Urfa Gul,
  • Anand Paul,
  • Manimurugan S and
  • Abdellah Chehri

1 February 2023

Hydrotropism is the movement or growth of a plant towards water. It is a type of tropism, or directional growth response, that is triggered by water. Plants are able to detect water through various stimuli, including changes in moisture levels and ch...

  • Review
  • Open Access
111 Citations
17,811 Views
21 Pages

A Review of Hydrodynamic and Machine Learning Approaches for Flood Inundation Modeling

  • Fazlul Karim,
  • Mohammed Ali Armin,
  • David Ahmedt-Aristizabal,
  • Lachlan Tychsen-Smith and
  • Lars Petersson

1 February 2023

Machine learning (also called data-driven) methods have become popular in modeling flood inundations across river basins. Among data-driven methods, traditional machine learning (ML) approaches are widely used to model flood events, and recently deep...

  • Article
  • Open Access
10 Citations
3,435 Views
21 Pages

1 February 2023

Wind is generally considered an important factor driving the transport and mixing processes in stratified enclosed systems such as lakes and reservoirs. Lake Abashiri is one of the instances of such a system. For these systems, typically, the tempora...

  • Article
  • Open Access
8 Citations
3,040 Views
13 Pages

1 February 2023

In order to discuss the problems of the transformation of soil nitrogen and nitrogen leaching in saline farmland, this study carried out a split-plot experiment with returning straw and various nitrogen application rates. The main treatment of the ex...

  • Article
  • Open Access
22 Citations
4,578 Views
18 Pages

1 February 2023

Estimating the on-site and off-site impacts of soil erosion as a function of land use and climate conditions in semi-arid basins is key for soil and water conservation strategies. However, a research gap exists in the theme, requiring further investi...

  • Article
  • Open Access
16 Citations
9,388 Views
14 Pages

Flood Mitigation Performance of Permeable Pavements in an Urbanised Catchment in Melbourne, Australia (Elizabeth Street Catchment): Case Study

  • Meenakshi Arora,
  • Ishitha Chopra,
  • Minh Hoang Nguyen,
  • Priyaga Fernando,
  • Matthew J. Burns and
  • Timothy D. Fletcher

31 January 2023

Permeable pavement (PP) systems have been shown to provide onsite stormwater management as well as contaminant removal benefits. Therefore, significant research has taken place in recent years to analyse the performance of these structures in terms o...

  • Article
  • Open Access
2 Citations
3,639 Views
12 Pages

Regionalization of IDF Curves by Interpolating the Intensity and Adjustment Parameters: Application to Boyacá, Colombia, South America

  • Pedro Mauricio Acosta-Castellanos,
  • Yuddy Alejandra Castro Ortegón and
  • Nestor Rafael Perico Granados

31 January 2023

Intensity, duration and frequency (IDF) curves are necessary tools for the design and construction of hydraulic projects. However, the pluviographic records needed to determine the IDF curves do not exist or are scarce. This research presents the reg...

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