Groundwater models are simplified representation of large and real hydrogeologic systems like river basins or watersheds. GWM is attempted to analyse the mechanisms which control the occurrence and movement of groundwater and to evaluate the policies, actions and designs which may affect the systems. These models are less complex prototypes of complex hydrogeologic systems developed using spatially varying aquifer parameters, hydrologic properties, geologic boundary conditions and positions of withdrawal wells or recharging structures. These are designed to compute how pumping or recharge might affect the local or regional groundwater levels.
Groundwater models are simplified representation of large and real hydrogeologic systems like river basins or watersheds. GWM is attempted to analyse the mechanisms which control the occurrence and movement of groundwater and to evaluate the policies, actions and designs which may affect the systems. These models are less complex prototypes of complex hydrogeologic systems developed using spatially varying aquifer parameters, hydrologic properties, geologic boundary conditions and positions of withdrawal wells or recharging structures. These are designed to compute how pumping or recharge might affect the local or regional groundwater levels.
The river Bharathapuzha is the lifeline of three districts in Central Kerala namely Palakkad, Malappuram and Thrissur and also parts of Coimbatore district of Tamil Nadu. This region gets an increase in population during the recent years. Water is unevenly distributed as surface and groundwater resources. An integrated hydrogeological study in the whole basin has not been attempted so far. This is the result of our investigation.
It includes the definition, properties, classification of groundwater with appropriate examples and figures in details. It also deals about the formation of groundwater. The properties of aquifers (all of 7) are described here in details with figures and mathematical terms.
This module gives an overview of general applications of current hydrogeological aspects. It is for the basic understanding of students and research scholars.
The river Bharathapuzha is the lifeline of three districts in Central Kerala namely Palakkad, Malappuram and Thrissur and also parts of Coimbatore district of Tamil Nadu. This region gets an increase in population during the recent years. Water is unevenly distributed as surface and groundwater resources. An integrated hydrogeological study in the whole basin has not been attempted so far. This is the result of our investigation.
It includes the definition, properties, classification of groundwater with appropriate examples and figures in details. It also deals about the formation of groundwater. The properties of aquifers (all of 7) are described here in details with figures and mathematical terms.
This module gives an overview of general applications of current hydrogeological aspects. It is for the basic understanding of students and research scholars.
This study explains the use of remote sensing data for spatially distributed hydrological modeling using the MIKE-SHE software used in Tarim River Basin CHINA
Unsteady state series CSTR modeling of removal of ammonia nitrogen from domes...IJECEIAES
This work shows simulation results for subsurface vertical flow constructed wetland (VFCW) using a series CSTR model. The VFCW considered received the outflow from a domestic wastewater treatment plant. In addition, it was planted with Cyperus sp. and filter media was unsaturated. The model was based on an unsteady state mass balance for ammonia, nitrites, and nitrates, using one to three series CSTRs. Nitrogen transformation mechanisms considered were ammonification, nitrification, plant uptake and denitrification. The following effects were evaluated: the number of reacting CSTRs from one to three; the occurrence of the reaction in second and third CSTRs for the case that three CSTRs hold; the use of either equal or different values of reaction rate parameters between CSTRs; and the discretization of the reaction rate parameters. The inflow and outflow measurements of ammonium, nitrites, and nitrates were used for model calibration. The estimated parameters included the reaction rate coefficients and reactor water volume. The coefficient of determination (R ) evidenced a satisfactory capability of simulating outlet pollutant concentrations. Two and three reacting CSTRs achieved similar R value (0.54-0.55), whereas one reacting CSTR achieved an R 2 of 0.39, and three CSTRs with reaction only in the first tank achieved an R of 0.42. Discretization of the nitrification rate for the case of two reacting CSTRs led to an R 2 of 0.94. The parameter sensitivity analysis revealed a significant effect of model parameters on the R 2 value. 2 2 2
DSD-SEA 2023 3D hydrodynamic modelling of the Hong Kong waters - GroenenboomDeltares
Presentation by Julien Groenenboom (Deltares) at the Seminar Models and decision-making in the wake of climate uncertainties, during the Deltares Software Days South-East Asia 2023. Wednesday, 22 February 2023, Singapore.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
Welcome to WIPAC Monthly the magazine brought to you by the LinkedIn Group Water Industry Process Automation & Control.
In this month's edition, along with this month's industry news to celebrate the 13 years since the group was created we have articles including
A case study of the used of Advanced Process Control at the Wastewater Treatment works at Lleida in Spain
A look back on an article on smart wastewater networks in order to see how the industry has measured up in the interim around the adoption of Digital Transformation in the Water Industry.
Gen AI Study Jams _ For the GDSC Leads in India.pdf
GROUNDWATER MODELING SYSTEM
1. Groundwater Modeling System
Presented by
Chandra Vanshi Thakur(17WM60R07)
Shyam Mohan Chaudhary(17AG62R13)
Visuto Khatso(17AG62R14)
Rajnish Singh(17AG62R18)
2. UTILITY OF THE MODEL
• Comprehensive graphical user environment for
performing groundwater simulations.
• provides tools for every phase of a simulation
– site characterization,
– model development,
– calibration,
– post-processing and
– visualization.
3. GMS CAN BE DOWNLOADED FROM
https://www.aquaveo.com/downloads
co
Contains all core
components, all tools
of site characterization,
additional models and
ARC-GIS extensions
4. MODEL FRAMEWORK
• Several numerical models are currently supported in
GMS.
• MODFLOW
– MODFLOW is a 3D, cell-centered, finite difference,
saturated flow model developed by the USGS.
– The governing equation (partial-differential flow
equation) can be approximated by replacing the
derivatives with finite differences.
5. continued…
Governing Groundwater flow equation
The saturated flow modeling is based transient on the three-
dimensional Darcy equation
where Kxx, Kyy, Kzz are the hydraulic conductivity along the x, y
and z axes ,
h is the hydraulic head,
Q represents the source/sink terms, and
S is the storage coefficient
9. INPUT DATA REQUIREMENTS
• Base map.
• Boundary conditions.
• Rainfall and evaporation data for the entire study
area.
• Groundwater level to define the initial and boundary
condition and for calibration and validation.
• Aquifer properties.
• Groundwater abstraction data.
10. INPUT DATA REQUIREMENTS
• The input file formats
– ASCII files (.TXT, .ASC, .DAT),
– MS Access Database files (.MDB),
– MS Excel files (.XLS),
– ESRI Point files (.SHP),
– USGS DEM files (.DEM),
– ESRI grid files (.GRD)
– http://india-wris.nrsc.gov.in/
– https://www.ncdc.noaa.gov/cdo-web/
– http://www.indiawaterportal.org/met_data/
11. OUTPUT DATA
• Hydraulic Heads
• Drawdown
• Flow rates
• Mass Balance
• Iteration information.
• The velocity vectors, path lines, water table contours,
concentration contours can be seen in 2D or 3D
according to the selection.
14. EXTRA AVAILABLE DATA
• Vertical anisotropy (Kh/Kv)
– Layer 1 = 10
– Layer 2 = 5
• Grid size : 22860 m x 22860 m.
• Cell size : 1524 m x 1524 m.
• Grid consists of 15 rows and 15 columns.
• Top layer wells: 12 with discharge 12230 m3/day each
• Middle layer wells: 2 with discharge 12230 m3/day each
• Bottom layer well: 1 with discharge 0.15 m3/day
15. EXTRA AVAILABLE DATA
• LAKE : Constant head
boundary on the left.
(first two layers) (30 cells)
• Starting heads will be set
equal to zero
• Steady state solution will
be computed.
DRAIN
16. MODELING WITH GRID APPROACH
• Units
• Creating the Grid
• Creating the MODFLOW simulation
• Assigning IBOUND values directly to cells
• LPF package
• Recharge Package
• Drain Package
• Well Package
• Checking and saving the simulation
• Running MODFLOW
• Viewing the solution
• Zone Budget
• Conclusion
83. PROBLEM STATEMENT
• Since the groundwater there has been severely
contaminated by salinization, most water for agricultural
purposes is drawn from the river.
• Effective strategies for both management and protection
of groundwater resources are required to avoid future
irreversible environmental impacts, such as depletion
and deterioration of groundwater quality.
84. OBJECTIVES
• To employ MODFLOW within the framework of the
GMS to study the groundwater processes of the
hydrogeological system of Bou-Areg unconfined
aquifer
• To perform particle tracking in the aquifer using
MODPATH inside GMS framework .
85. METHODOLOGY
STUDY AREA
• The plain of Bou-Areg is located on the Mediterranean coast
of northeastern Morocco.
• The coastal plain of Bou-Areg covers 160 km2.
• The waters of the lagoon are very salty, with average salinity
levels between 37 g/l and 42 g/l during the past thirty years.
• The climate of the study area is semi-arid to humid. Average
annual precipitation is around 346 mm.
86.
87. Data preparation
• Analysis of pumping tests.
– The Neuman and Theis solutions are applied to obtain
hydraulic conductivity (1.1 × 10−6 to 5 × 10−4 m/s)
storage coefficient (1.30 × 10−4 and 3 × 10−2)
Vertical anisotropy (3 to 15)
The water balance technique is used to estimate the recharge
(9.2 × 106 m3/year)
R=P−Q −RET −ΔW
Mod el s etu p
• finite-difference model grid (500 m x 500 m) 28 rows and 53 columns.
• layer one thickness between 5 and 11 m.
• layers two and three, which are each 25 m thick.
95. CONCLUSIONS
• The results of the model calibration show reasonable
agreement between observed and calculated water
levels for the observation wells.
• The horizontal hydraulic conductivity, obtained from the
model calibration, ranges between 3 × 10−4 and
2 × 10−6 m/s.
• The model aquifer is more sensitive to recharge than to
hydraulic conductivities and storativity.
• The MODPATH results show that migration of pollutants
from the upstream of the aquifer towards the lagoon is
very slow and could attain the Bou-Areg lagoon in 1000
years.
96. FUTURE SCOPE
• Since MODFLOW is based on FORTRAN
programming language which is generally
sophisticated, so attempts should be made to
code the MODFLOW in user friendly language
• Since GMS involves the use of various models
flow, transport and optimization, A DSS should
be generated to assist and help decision makers
in decision making process