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Numerical recreation of rainfall and runoff in Namakkal District of Tamil Nadu State, India
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Numerical recreation of rainfall and runoff in Namakkal District of Tamil Nadu State, India
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 58 Numerical recreation of rainfall and runoff in Namakkal District of Tamil Nadu State, India. Dr.M.Devi1, Dr.C.G.Deepanraj2, D.Mathiarasu3, P.Easwaran4 1Professor, Department of Civil Engineering 2Associate Professor, Department of Civil Engineering 3,4 Assistant Professor, Department of Civil Engineering Vivekanandha College of Technology for Women, Tamil Nadu ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Rainfall is a natural resource in geo that fulfills the basic human need – universal solution, ‘thewater’. Rainfall in India is seasonal, even during theseason; Indiareceivesonly a fair amount of precipitation. Hence, agriculturist, farmers are in need of predicting the rainfall for their irrigation and ground recharge purposes. In this article, a simulated equation is suggested based on the previous data that was collected from the meteorological department of India. Using the equation, the rainfall and runoffcan bepredicted. With the known results, it is an easier job for an agriculturistto planfor irrigation and water recharge. Five places in Namakkal district – Namakkal, Tiruchengode, Sendamangalam, Erumapatti and Rasipuram, were selected for the study. Equations were framed based on the essential dataforrainfall and runoff. The strength of the equations is high whichimplies accuracy in results. Key Words: Rainfall, Runoff, Wind velocity, Wind pressure, Simulation 1. INTRODUCTION Rainfall is liquid precipitation produced by clouds. The rainfall has numerous implications with life on the planet. Life on the planet depends on the precipitation – the rain from clouds. Human life sustenance, Plants and animal sustenance, Human hydraulic inventions, etc., are the major factors that depend on rain. Lag of rain will promote unexpected and severe damages insociety.Takingnecessary steps such as tree plantings andpreservingwaterbodieswill promote the high intensity of precipitation. Sometimes, rainfall will cause ironic situations such as modifying the water quality, dangerous mud slides, flooding, downpours, etc. Forecasting the rainfall and runoff will help much in planning and preparation to face the risk as well as the credits. Generally, Rainfall in a particular area is measured using rain gauges. There are three types of rain gauges that are available: Standard rain gauge, tipping bucketraingauge and weighing rain gauge. Rain gauges work under the principles of mechanical systems. This article describes the need for forecasting and its application. Forecasting is considered most technique for avoiding such natural disasters. 1.1. Rain Gauges Rain gauges are the instruments that are used to measure the rainfall intensity. The instrument was placed at themost suitable place which represents the entire area. The rainfall will be collected in the gauge which reads the quantity of rainfall. 1.1.1. Standard Rain gauge Standard Rain gauge is also known as funnel rain gauge, which collects the rainfall in the funnel shape and discharge to the measuring tube. 1.1.2. Tipping Bucket Rain gauge Tipping Bucket rain gauge collects water through the funnel assembly and discharges to small buckets which are then channelized to tipping of the liquid into the outer shell ofthe gauge. This gauge is widely used in wireless weather stations. 1.1.3. Weighing Rain Gauge Weighing rain gauge is also known as universal weighing rain gauge. This gauge is found to be more precise in measuring rainfall. This gauge measures the depth and time of collection simultaneously. 1.2. Area Area in gauge can be measured as depth that occurs over a unit area. Unit area in gauge represents one meter square and the rainfall amount. One millimeter of measure precipitation represents one liter of rainfall per square meter. Rain gauges are generally placed in the placewhich is free from obstacles and high enough to avoid splashes. 2. DATA STUDY In this simulation, some of the data are considered to be the major rainfall and runoff determining factors. a. Average rainfall b. Time c. Runoff coefficient
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 59 d. Rainfall intensity e. Wind velocity f. Wind pressure 2.1. Average rainfall The quantity of water that is precipitated and recorded in the rain gauge is referred as average rainfall. Precipitations are in the form of snow and rain. Average rainfall is estimated as total amount of precipitationrecordedduringa calendar or month. 2.2. Time Time is the deciding factor of the annual rainfall and other factors. Generally, in all the rainfall related equations time are measured in seconds. 2.3. Runoff coefficient Runoff coefficient is a dimensionless coefficient relating the amount of runoff to the amount of precipitation received. The value of runoff coefficient will be higher for the places where the infiltration is lower and runoff is higher. 2.4. Rainfall intensity Rainfall intensity is defined as theratioofthetotal amountof rain falling during a given period to the duration of the period. It is generally expressed in depth units per unit time. Rainfall intensity is considered to be one of the desirable factor in simulator. 2.5. Wind velocity Wind velocity is the velocity that is measured at pedestrian level which is 2m above the ground level. Wind speed along with wind directions defines the weather patterns and climatic fluctuations in the earth. 2.6. Wind pressure Wind pressure relatedtheweather,highpressureindicatesa fair weather and low pressure indicates the rain. Wind blow towards the los pressure area and air rises to the atmosphere. When the air rises it met with water vapour further condenses and make precipitation. 3. SIMULATIION Simulation is a practice which reflects or predictstheresults with the past observed data. Simulation analysis are performed based on the statistical distributionof inputdata. Predicting rainfall and runoff is an essential waytoavoidthe losses and can take preventive measures to meet out the disaster. Simulation analysis shall be framed on the sensitivity and scenario concepts. Mathematical modelling of extremely hydrological events such as droughts or floods, also for evaluating surface and subsurface water sources and the quality. 3.1. Steps in Simulation Analysis Step 1 - General Procedure Step 2 - Planning the Study Step 3 - System definition Step 4 - Model building Step 5 - Experimentation Step 6 - Analysing Step 7 - Reporting 3.2. Concept Simulation can be stated as the imitation of real world process over time. It requires use of models, which represents key characteristics or behaviour of system over time. Basic elements of a model are the state – describes the properties of system, along with set of rules – strings. Simulation can be treated as the valuable tools for statistical research, evaluation of methods and comparison of alternative methods. 3.3. Advantages Simulation allows us to explore the question of ‘what if’ without undergoing any experiments. It helps in identifying the best answer for the question that can be askedinthe real time world. It gives an insight about the advantages and disadvantages of a particular problem. 3.4. Regression Regression is form of simulating analysis which creates a relationship between targets and predictors. It ensures the strength of the relation. It rounds off the variation that takes in target relation in selecting predators. 3.5. Types of regression Regression can be classified into 1. Linear regression 2. Logistic regression 3. Lasso regression 4. Polynomial regression 5. Ride regression
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 60 3.6. Linear regression The basic regression analysis that a beginner can doislinear regression. It has a predictor and dependent variable which is related to each linearly. 3.7. Logistic regression Discrete values are taken as the dependent variable then logistic regression is the best way to model a function. Logistic regressionusessigmoidcurveforpredictingmodels. 3.8. Lasso regression It is a regular technique which is used to minimize the complexity of the model. Lasso regression is usedforfeature selection 3.9. Ridge regression Ridge regression is highly used in a place where high correlation is expected between the predictor andvariables. This regression reduces the complexity of the model 3.10. Benefits of regression analysis 1. Identification of errors 2. Increase in operational efficiency 3. Better forecasting 4. Data informed decision making 5. Fresh perspectives 4. RESULTS Following are the values taken and results forecasted from the simulated model, Equations for Runoff Tiruchengode Y = 0.0667x + 25.1 Namakkal Y = 0.074x + 24.285 Sendamangalam Y = 0.0825x + 3.445 Erumaipatty Y = 0.0731x + 13.729 Rasipuram Y = 0.0674x + 22.127 Table-1: Rainfall intensity at Tiruchengode S. No. Year Rainfall (mm) Time (hours) Rainfall Intensity 1 2009 698.8 3.0 232.93 2 2010 717.8 4.0 179.45 3 2011 632.2 3.0 210.73 4 2012 314.9 3.0 104.97 5 2013 209.9 2.0 104.95 6 2014 348.7 3.0 116.23 7 2015 232.9 2.0 116.45 8 2016 237.5 2.5 95.00 9 2017 554.9 4.0 138.73 10 2018 668.6 4.0 167.15 Chart – 1: Rainfall intensity at Tiruchengode Chart - 2: Runoff at Tiruchengode
4.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 61 Chart 1 and Chart 2 represents the recorded and forecasted values of rainfall intensity and runoff at Tiruchengode area. The study on the chart infers that from 2012 to 2016 the rainfall was found to be minimal when compared to the other years. The forecasted values were found very similar to that of the recorded observations. After 2018 the same equation was imposed for the preceeding years, for which the values are found to similar to that of the recorded values. The equation Y = 0.0667x+25.1 holds a r square value of 95.6%, which is considered to be a strengthened equation. Table-2: Rainfall intensity at Namakkal S. No. Year Rainfall (mm) Time (hours) Rainfall Intensity 1 2009 537.0 4.0 134.3 2 2010 982.5 3.0 327.5 3 2011 835.5 2.0 417.8 4 2012 502.0 3.0 167.3 5 2013 514.5 4.0 128.7 6 2014 654.8 3.0 218.3 7 2015 731.0 2.0 365.5 8 2016 324.0 4.0 81.0 9 2017 911.0 3.0 303.7 10 2018 581.3 3.0 193.8 Chart-3: Rainfall Intensity at Namakkal Chart-4: Runoff at Namakkal Table-3: Rainfall intensity at Sendamangalam S. No. Year Rainfall (mm) Time (hours) Rainfall Intensity 1 2009 776.5 4.0 194.1 2 2010 1161.2 3.0 387.1 3 2011 909.8 4.0 227.5 4 2012 1491.8 3.0 497.3 5 2013 88.9 3.0 269.6 6 2014 616.8 4.0 154.2 7 2015 1002.6 2.0 501.3 8 2016 450.0 3.0 150.0 9 2017 709.6 4.0 177.4 10 2018 715.8 2.0 357.9 Chart-5: Rainfall Intensity at Sendamangalam
5.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 62 Chart-6: Runoff at Sendamangalam Table-4: Rainfall Intensity at Erumapatti. S. No. Year Rainfall (mm) Time (hours) Rainfall Intensity 1 2009 458.4 3.0 152.8 2 2010 498.0 3.0 166.0 3 2011 651.7 4.0 162.9 4 2012 720.6 3.0 240.2 5 2013 433.1 2.0 216.5 6 2014 416.8 4.0 104.2 7 2015 356.6 3.0 118.8 8 2016 392.0 4.0 98.0 9 2017 545.2 3.0 181.73 10 2018 697.0 3.0 232.3 Chart-7: Rainfall Intensity at Erumapatti Chart-8: Runoff at Erumapatti Table-5: Rainfall Intensity at Rasipuram S. No. Year Rainfall (mm) Time (hours) Rainfall Intensity 1 2009 627.8 4.0 156.9 2 2010 968.4 3.0 322.8 3 2011 714.2 3.0 238.1 4 2012 588.5 2.0 294.3 5 2013 385.5 3.0 128.5 6 2014 579.6 4.0 144.9 7 2015 755.9 3.0 251.2 8 2016 621.3 3.0 207.1 9 2017 640.2 2.0 320.1 10 2018 544.4 3.0 181.5 Chart-9: Rainfall Intensity at Erumapatti
6.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 63 Chart-10: Runoff at Rasipuram Table-6: Rainfall Intensity at Kumarapalayam S. No. Year Rainfall (mm) Time (hours) Rainfall Intensity 1 2009 627.8 4.0 156.9 2 2010 968.4 3.0 322.8 3 2011 714.2 3.0 238.1 4 2012 588.5 2.0 294.3 5 2013 385.5 3.0 128.5 6 2014 579.6 4.0 144.9 7 2015 755.9 3.0 251.2 8 2016 621.3 3.0 207.1 9 2017 640.2 2.0 320.1 10 2018 544.4 3.0 181.5 Chart-11: Rainfall Intensity at Kumarapalayam Chart-12: Runoff at Kumarapalayam Chart 3 and Chart 4 represents the rainfall intensity and runoff at Namakkal. Namakkal beingthecentreofthedistrict found to have low precipitation from 2012to2014.Butfrom 2015 the precipitation found to be sufficient in meeting the demands. The forecast equation for Namakkal districtfound to be fit with the observed results. For the equationitholdsa r square value of 94%, which defines the strength of the equation. Chart 5 and Chart 6 represents the rainfall intensity and runoff at Sendamangalam. Sendamangalam being located 12kilometers from Namakkal found to have the maximum precipitation in Namakkal district. Since near to Sendamangalam Kolli Hills is situated, maximum precipitation in a year can be expected at Sendamangalam. The forecast equation provides suitable results to that of observed one. The r square value of the equation was found to be 90%. Chart 7 and Chart 8 represents the rainfall intensity and runoff at Erumapatti. Erumapatti is located 18kilometers from Namakkal in Thuraiyur road. The precipitation generally in Erumapatti found to be low when compared to other areas of Namakkal District. The suggested equation produced good results to that of observed one. The r square value found to be 88%. Chart 9 and Chart 10 indicates the rainfall intensity and runoff at Rasipuram. Rasipuram is located 30kilometers from Namakkal. The fair precipitation was observed to that of other receiver points. The suggested equation holds a r square value of 90% which produce a good result when compared to that of observed one. Chart 11 and Chart 12 indicates the rainfall intensity and runoff at Kumarapalayam. The receiver point Kumarapalayam is located at 38kilometers from Namakkal at river banks of river Cauvery. The precipitation was found to be good enough for the year. The r square value found to be 93% which indicates that it producedthebestfitrelations between the observed and the forecasted observations.
7.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 10 Issue: 12 | Dec 2023 www.irjet.net p-ISSN: 2395-0072 © 2023, IRJET | Impact Factor value: 8.226 | ISO 9001:2008 Certified Journal | Page 64 5. CONCLUSIONS Following are the conclusions arrived from the present study, Precipitations at different receiverstationsfoundto be drastically changing in relevance with the topography of the place. 2012 to 2016 in all the receiver unit low or varying precipitation was observed due to high change in the climatic conditions. The suggested runoff equation in stations such as Tiruchengode, Namakkal, Sendamangalam, Erumapatti, Rasipuram, Kumarapalayam – suggested the best fit results from the observed data. The forecast equation can be used to found out the precipitation for the upcoming years which shall facilitate various fields such as agriculture,farming, etc., to take good decision. The forecasted results and observed results found to be similar in most of the receiver units. Overall Precipitation in Namakkal district in Tamil Nadu state was found to be insufficient for the peoples, so the total water demand of the district is depending on the river Cauvery. Runoff ratio when compared totherainfall intensity found to be very high. Which infers that ground water recharge found to be low in Namakkal District. REFERENCES [1] A Madhulatha, M Rajeevan, “Impact of different parameterization schemes on simulation of mesoscale convective system over south-east India”,Meterological Atmospheric Physics, 2018, Vol.130, pp.49-65. [2] A L Kondowe, “Impact of convective parameterization schemes on the quality of rainfall forecastoverTanzania Using WRF Model”, Natural Science, 2014, Vol. 6. pp.661-669. [3] C Li, G Tang, Y Hong, “Cross evaluation of ground based, Multi satellite and reanalysis precipitation products: Applicability of the triple collocation method across Mainland China”, Hydrology, 2018, Vol.562, pp. 71-83. [4] C G Deepanraj, V Rajkumar, “Behaviour of fibre based polymer concrete subjectedto ambientandheatcuring”, Materiali and Technologie, 2020, Vol.465, pp.472 -480. [5] C G Deepanraj, M Devi,”Predictingedge bearingstrength in polymer cylinders”, Gorteria,2021,Vol.34,pp.95-107. [6] C Rensheng, “Precipitation measurement intercomparison in the Qilian Mountains, north eastern Tibetan Plateau”, Cryospere, Vol.9, pp. 2201-2230. [7] R Jayakumar, S Ramasamy, “Ground water Yield Prediction in Hard Rock Aquifer System, Attur Valley, Salem, Tamil nadu, India, Journal of Applied Hydrology, 2018, vol.8, no.1-4, pp. 83-85. [8] R Chen, Y Song, E Kang, C Han, W Qing, “A Cryosphere hydrology observation system in a small alpine watershed in the Qilian mountains of China and its meteorological gradient”, Architecture Antartica, 2014, Vol.46, pp.505-523. [9] S Kavipriya, D Dhavasankaran, “Strength assessmenton geopolymer concrete using ceramic waste powder and M-sand”, International Journal ofInnovativeTechnology and Exploring Engineering, 2020, Vol.10, pp.95-100. [10] T Zhang, X Zhong, “Classification and regionalization of the seasonal snow cover across theEurasianContinent”, 2014, Journal of Galciol Geocryol, Vol.36, pp.481-490.
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