Artificial Intelligence in Water Resources Sector

A.RADHA KRISHNA M Tech (IIT Madras), MIE, DIM (IGNOU) Deputy Director, ISWR, WRD ARTIFICIAL INTELLEGENCE IN APWRD WELCOME

APHRDI, Bapatla 27 FEB 2019 ARTIFICIAL INTELLEGENCE IN APWRD My Mentors ARTIFICIAL INTELLEGENCE IN APWRD

Contents

Water Resources of AP – Existing Scenario Major Processes in the Department Advent of Artificial Intellegence Allied Subjects : Bigdata, Block Chain Areas of Implementation ARTIFICIAL INTELLEGENCE IN APWRD

Beas Floods - 2014 Location of Larji On Beas river

Maximum flow, caution boards, alarm system ARTIFICIAL INTELLEGENCE IN APWRD

Beas Floods - 2014

Thalaut : place of incident

21 Km down stream of larji dam ARTIFICIAL INTELLEGENCE IN APWRD

My Latest Treasures ARTIFICIAL INTELLEGENCE IN APWRD

Artificial Intelligence is a way of making a computer, or a robot, or a text software think intelligently, in the similar manner the intelligent humans think  Reasoning Problem solving  Perception Learning  Planning, Ability to manipulate and move objects ARTIFICIAL INTELLEGENCE IN APWRD ARTIFICIAL INTELLEGENCE IN APWRD

BLOCK CHAIN

The Internet of Things (IoT) is the network of physical devices embedded with electronics, software, sensors, actuators, and connectivity which enables these objects to connect and exchange data ARTIFICIAL INTELLEGENCE IN APWRD ARTIFICIAL INTELLEGENCE IN APWRD e-Pragati

AP Government Initiative towards Digital Governance ARTIFICIAL INTELLEGENCE IN APWRD 1 One Government

2 Single Entry, Multiple Use

Disintermediation and e- e-Pragati 3 Manifesto Intermediation 4 Derive Insight, Deliver Foresight

5 Citizen at the Core ARTIFICIAL INTELLEGENCE IN APWRD 20% of High Existing Scenario (2019) Irrigated area rainfall

WATER STORAGE ZONE 50% of Irrigated area Total Geographical Normal to Area high 402.70 Lakh Ac Rainfall (south west) Total Cultivable Area 199.04 Lakh Ac

Total command Normal to Less Rainfall (NE Monsoons) Area 103.11 Lakh 30% of Irrigated area Ac

Reservoirs ARTIFICIAL INTELLEGENCE IN APWRD Evolution of Water Resources

Major & Lift Barrages Tanks Medium systems (40000) (4 N0) Reservoirs (115) (350) Inter linking and Intra linking ARTIFICIAL INTELLEGENCE IN APWRD Almatti Project Constructed:2005 Krishna Basin Capacity: 123 TMC TELANAGANA Projects

Narayanapur Dam Constructed: 1982 Constructed:1981 Capcity:37.965 TMC Capacity: 11.20 TMC

NSP Constructed: 1967 Pulichintala Project Capacity: 408 TMC Constructed: 2014 Capacity: 45.77 TMC Constructed: 1980 Capacity: 216 TMC

Prakasam Barrage Constructed:1852/1957 Capacity:3.07 TMC TOTAL LENGTH OF : 1400KM ARTIFICIAL INTELLEGENCE IN APWRD

Pochampad Project (Sri Ram Sagar) Godavari Basin Constructed:1975 Jaikwadi Project Capacity: 90.3 TMC Constructed:1976 Projects Capacity: 102.7 TMC

MAHARASHTRA ANDHRA PRADESH

Dowlaiswaram Barrage (SACB) Constructed:1850/ Rebuilt in :1970 Capacity: 2.93 TMC

TOTAL LENGTH OF : 1465KM ARTIFICIAL INTELLEGENCE IN APWRD Krishna Delta System – Evolution (1791-2019) ARTIFICIAL INTELLEGENCE IN APWRD Basins and 52.50 TMC Availability Vamsadhara of Water Godavari basin 860.00 TMC

WATER AVAILABILTY Krishna basin 532.04 TMC Others (16%) Basin Availability Pennar % 98.65 TMC (TMC) Pennar(5%) Krishna 532.04 29 % Godavari 860.00 47 % Godavari Basin (47%) Pennar 98.65 5 % Vamsadhara 52.50 3 % Others 289.90 16 % Krishna Godavari Pennar Vamsadhara Others Total 1833.09 ARTIFICIAL INTELLEGENCE IN APWRD

Krishna delta 180 TMC

Nagarjuna Sagar Project 164 TMC

Kurnool-Kadapa Canal 40 TMC

TBP HLC 32.50 TMC Polavaram 200 TMC TBP LLC 24 TMC

HNSS 40 TMC Bhairavanitippa 4.90 TMC

GNSS 40 TMC Guntur Channel 4.00 TMC

Vaikuntapuram 2.60 TMC TGP 30 TMC Gajuladinne 2.00 TMC Veligonda 40 TMC Godavari delta System 250 TMC

Vamsadhara 50 TMC ARTIFICIAL INTELLEGENCE IN APWRD

Area Irrigated in 2017 kharif Ground Water Major & (28%) Source Type of irrigation Ayacut Ayacut Irrigated Medium Proposed (Lakh Ac) Minor (53%) (Lakh Ac) & lift Surface Water Major and Medium 66.88 43.41 (19%) irrigation Minor irrigation 25.38 15.09 including lift Surface Irrigation 92.26 58.50 Groundwater 23.44 23.22 Total 115.70 81.72 ARTIFICIAL INTELLEGENCE IN APWRD Food Grain Productivity ARTIFICIAL INTELLEGENCE IN APWRD Water Resources Sector activities in Vogue

Achieving Water Use Efficiency in Driving Philosophy 1 existing Projects Is 2 “WATER SECURITY” TO ALL Water Conservation/harvesting STAKE HOLDERS 3

Transfer of Water from Surplus to deficit regions through Inter and Intra linking ARTIFICIAL INTELLEGENCE IN APWRD APWRD Organogram

EXTERNAL STATE AIDED (APILIP, APIAAT PROJECTS P)

CENTRAL NATIONAL SPONSORED PROJECTS (POLAVARAM) (PMKSY)

NHP O&M ARTIFICIAL INTELLEGENCE IN APWRD Entities of APWRD (18 ) Farmers Organisations Technical

State Project Committee (PC) Reservoirs & CE/ENC office 53 Major canals 20 13 District Distributory Committees (DC) Branch canal Circle (SE) 245 90

Division (EE) Mandal Water Users Association (WUA) Minor canal 300 670 6138

Sub Minor SubDivision (DEE) 900 36000 18000 Territorial Constituency Field channel Section (AEE) Village 3500

Cadastral (survey Numbers) 35 lakhs AP GWD APSIDC ARTIFICIAL INTELLEGENCE IN APWRD Processes What is Digital Governance ? Data Acquisition

Analysis Why Digital Governance AI Decision Making Accountability Communication Transparency

Efficiency

Speed DIGITAL GOVERNANCE IN APWRD

Probable SCADA (Supervisory Control and Data Acquisition System) Areas to (Rivers, Canals, Reservoirs, Command area) Apply COMMAND AREA MONITORING STUDIES AI (115 Reservoirs & 40000 Minor Tanks ) WATER USE EFFICIENCY (WUE) STUDIES (Performance study of 6000 WUA) BASIN STUDIES (Basin wise yield, utilisation and surplus/deficit Analysis) TANK SECTION PROCESS FOR RENOVATION (40,000 tanks memoirs)

SEDIMENTATION ANALYSIS (Major Reservoirs) 10 Modules FLOODS MONITORING (Major Rivers, Urban & Mandals) ARTIFICIAL INTELLEGENCE IN APWRD SCADA (SUPERVISORY CONTROL AND DATA ACQUISITION )

Equitable Water Distribution For Irrigation, Drinking, Industries Etc ARTIFICIAL INTELLEGENCE IN APWRD ARTIFICIAL INTELLEGENCE IN APWRD Data Collection & Compilation

Unit of Analysis = Unit of Data Collection

Entities, GIS MIS Database Database Database Activities, Connectivity, Decisions Historical and Real Time ARTIFICIAL INTELLEGENCE IN APWRD Hierarchical Data (GMIS)

DC 4 WAZEERABAD NSLC

BORRIAPALEM WUA (WUA23) NSLC

WUAS OF DC-4 OF NSLC ARTIFICIAL INTELLEGENCE IN APWRD ARTIFICIAL INTELLEGENCE IN APWRD

GIS DATABASE WHAT IS A GIS MAP ?

A MAP HAVING COORDINATES i.e EITHER LATITUDE, LONGITUDE OR IN METERS IS CALLED GIS MAP

THE GLOBAL COORDINATES ARE, IN GENERAL, MEASURED IN DEGREES, MINUTES AND SECONDS.

ACCORDING TO THE POSITION OF THE PLACE ON THE EARTH AND AS PER THE PROJECTION PARAMETERS, THE DIMENSIONS ARE CONVERTED INTO METERS. ARTIFICIAL INTELLEGENCE IN APWRD

GIS Database and Google compatibility

Any map can have three types of measurements

(2.32,2.79) (3.35,2.79) (78.50,19.30 (84.50,19.30) (234235,434786) (469823,434786)

(2.32,1.12) (3.35,1.12) (78.50,16.30 (84.50,16.30) (234235,253476) (469823,253476)

In digitiser or In degree, minutes In meters scanned units and seconds ARTIFICIAL INTELLEGENCE IN APWRD

GIS Map GOOGLE MAPS Ordinary map of GIS map of three adjacent villages three adjacent villages MAP Availability 3 1 3 2

1 2

In digitiser or In degree, minutes and seconds scanned units Or In meters Point Features Points have a single geographic coordinate such as: Trees Bench marks

NAGARJUNASAGAR control points Wells Mandal head quarters Bridges Culverts Structures Mile stones ARTIFICIAL INTELLEGENCE IN APWRD Line Features Lines (Arcs) are a series of geographic coordinates joined to form a linear feature like

Road Stream Railway line ROAD State Boundary Shore lines Pipe lines Canals

CANAL ARTIFICIAL INTELLEGENCE IN APWRD

Areas (Polygons) are a series of geographic coordinates joined together to form a boundary such as: Area Features Reservoirs Soil types Geology units Urban extents Rivers Cadastral boundaries Village boundaries Command boundaries ARTIFICIAL INTELLEGENCE IN APWRD Data Types

Topo sheet Satellite Imagery District maps Cadastral

drainage pattern, rivers, Hills, Forest, Rail and Road Geology, Landuse, State, District, Mandal, Country network, canals, Soils (thematic) Reservoirs, tanks, ARTIFICIAL INTELLEGENCE IN APWRD Marking of TC boundaries

TC1

TC2 TC3

172 KAVURU WUA ARTIFICIAL INTELLEGENCE IN APWRD Rainfall Data The Sources are • Sub Basin wise Rainfall Information for 24 subbasins : (Daily for a Week)  Meteorological Department – (IMD , IMD Bangalore, IMD Chennai and IMD Bhuvaneshwar) Varuna – Andhra Pradesh Weather Forecast (ISRO/Vassar Labs Varuna)

• AP State Rainfall Information: (Hourly / Daily / Weekly) India Meteorological Department. Central Water Commission CM Office Real Time Executive Dashboard (CORE Dashboard). Water Resources Department, Government of Andhra Pradesh Andhra Pradesh State Development Planning Society, Planning Department, Government of Andhra Pradesh Varuna – Andhra Pradesh Weather Forecast (ISRO/Vassar Labs Varuna.) Telangana State Development Planning Society, Planning Department, ARTIFICIAL INTELLEGENCE IN APWRD Stream Gauge Data The Sources are Central Water Commission Andhra Pradesh Weather Resources Information and Management System (ISRO/Vassar Labs Varuna) Water Resources Department, Government of Andhra Pradesh.

Canal Releases Data The canal releases data from Releases from Pattiseema Releases from (KE Main canal, KW Main canal & Guntur Channel) Releases from Pulichintala project are been sent by the concerned Field Officer on hourly basis ARTIFICIAL INTELLEGENCE IN APWRD Data Analysis

Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision-making. 31 JAN 2019 Role of AI in Flood and Cyclone Forecast and Monitoring ARTIFICIAL INTELLEGENCE IN APWRD

Role of Flood Forecasting in Flood Mitigation

Prerequisite for successful mitigation of flood damage. Flood Forecasting Plays vital role in flood management Evacuation of Vulnerable Groups And Moving of Assets ARTIFICIAL INTELLEGENCE IN APWRD

Data Requirements

Hydrological data (Catchment, Rainfall, Runoff, Gauges, canal Flows ) Meteorological data (cyclone track, Rainfall, Intensity, forecast) Topographic data (contours, Elevations, DEM, Land use ) Real time rainfall and stream gauges data ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009

Occurred on 4th of October 2009 In a single day the reservoir had received over 25 lakh cusecs of water in 12 hours, whereas it is designed to get not more than 13.6 lakh cusecs This is the probable maximum flood predicted once in 10,000 years ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Eight districts are affected due to heavy rainfall and the resultant flood waters of Krishna and Tungabhadra rivers. Main inflows to Priyadarshini Jurala Dam (located in Mahabubnagar district) are from Narayanpur dam (Karnataka State) Inflows to Srisailam dam is from Krishna ( Priyadarshini Jurala) and Tungabhadra (Sunkesula anicut) rivers ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Impact of catchment size and rainfall

Hundri river catchment ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Normal and Flood affected zones

Krishna River (120 Km)

Normal Spread Srisailam Dam

Flood zone 2009 ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009

Depth water & Stay time ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Drainage congestion on roads

Depth water & Stay time ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009

High Rainfall area Flood Flow Time

For

System of Reservoirs ARTIFICIAL INTELLEGENCE IN APWRD

Flood Flow Time

For

System of Reservoirs Flood Management Planning & Flood Forecast Monitoring

Kurnool Floods - 2009 All Reservoir Inflow & outflow

2,500,000 400

SRISAILAM INFLOW 350 2,000,000 300

250 1,500,000

200

1,000,000 150 INFLOW IN CUSECS IN INFLOW

100 500,000 50

0 0 Almatti Outflow (cusecs) Narayanpur Outflow (cusecs) 1 2 3 4 5 6 7 8Jurala9 Outflow10 11 (cusecs)12 13 14 15 16 17 18 19 20 Tungabhadra21 22 23 24 Outflow25 26 (cusecs)27 28 29 30 31 Srisailam Inflow (cusecs)OCTOBER 2009 MONTH Almatti Capacity(TMC) Narayanpur Capacity(TMC) Jurala Capacity(TMC) Tungabhadra Capacity(TMC) Srisailam Capacity(TMC) ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Almatti Reservoir Inflow & outflow

350000.00 135

300000.00 Almatti Reservoir 130

250000.00 125

200000.00 120

150000.00 115

100000.00 110

50000.00 105

0.00 100

Almatti Level(Ft) Almatti Inflow (cusecs) Almatti Outflow (cusecs) Almatti Capacity(TMC) ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Narayanpur Reservoir Inflow & outflow

500000.00 Narayanpur Reservoir 40.00 450000.00 35.00 400000.00 30.00 350000.00 300000.00 25.00 250000.00 20.00

200000.00 15.00 150000.00 10.00 100000.00 50000.00 5.00 0.00 0.00

Narayanpur Level(Ft) Narayanpur Inflow (cusecs) Narayanpur Outflow (cusecs) Narayanpur Capacity(TMC) ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Jurala Reservoir Inflow & outflow

1200000.00 12.00 Jurala Reservoir 1000000.00 10.00

800000.00 8.00

600000.00 6.00

400000.00 4.00

200000.00 2.00

0.00 0.00

Jurala Level(Ft) Jurala Inflow (cusecs) Jurala Outflow (cusecs) Jurala Capacity(TMC) ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Inflow & outflow

250000.00 105.00

Tungabhadra 104.00

200000.00 103.00

102.00 150000.00 101.00

100.00 100000.00 99.00

50000.00 98.00 97.00

0.00 96.00

Tungabhadra Level(Ft) Tungabhadra Inflow (cusecs) Tungabhadra Outflow (cusecs) Tungabhadra Capacity(TMC) ARTIFICIAL INTELLEGENCE IN APWRD

Kurnool Floods - 2009 Srisailam Reservoir Inflow & outflow

2499980 Srisailam Reservoir 380 330 1999980 280

1499980 230

180

999980 130

80 499980 30

-20 -20

Srisailam Level(Ft) Srisailam Inflow (cusecs) Srisailam Outflow (cusecs) Srisailam Capacity(TMC) ARTIFICIAL INTELLEGENCE IN APWRD

Uttarakhand Floods - 2013 Structures affected

River Basins

Places affected ARTIFICIAL INTELLEGENCE IN APWRD Srinagar Floods - 2014

Indus River Basin

Jhelum basin Satellite view of NIT Srinagar Srinagar Flood affected areas ARTIFICIAL INTELLEGENCE IN APWRD Srinagar Floods - 2014

Spread & Stagnation of rain water

Depth of Water Transport Network affected by floods ARTIFICIAL INTELLEGENCE IN APWRD

Beas Floods - 2014 Location of Larji Dam On Beas river

Maximum flow, caution boards, alarm system ARTIFICIAL INTELLEGENCE IN APWRD

Beas Floods - 2014

Thalaut : place of incident

21 Km down stream of larji dam ARTIFICIAL INTELLEGENCE IN APWRD

Hudhud Cyclone - Oct 2014

Damaged Airport Uprooted trees Uprooted hoardings Uprooted towers ARTIFICIAL INTELLEGENCE IN APWRD

Further Cyclones 2018 A system of winds rotating inwards to an area of low barometric pressure, with an anticlockwise (northern hemisphere) or clockwise (southern hemisphere) circulation, a depression.

Recently major cyclones effected in Andhra Pradesh are Titli Gaja Phethai ARTIFICIAL INTELLEGENCE IN APWRD India - 2018 cyclones ARTIFICIAL INTELLEGENCE IN APWRD Titli cyclone Graded as “Very Severe Cyclonic Storm”. Titli made landfall near Palasa, Andhra Pradesh on Oct-11-2018. Duration from October 8 – October 12 Peak 150 km/h (90 mph)  Intensity 970 hPa (mbar) ARTIFICIAL INTELLEGENCE IN APWRD Titli cyclone ARTIFICIAL INTELLEGENCE IN APWRD Titli cyclone ARTIFICIAL INTELLEGENCE IN APWRD GAJA CYCLONE Graded as “Severe Cyclonic Storm” Gaja made landfall near Tamil Nadu and Puducherry on 11- Nov-2018. Duration November 10 – November 20 Peak 110 km/h (70 mph) Intensity 992 hPa (mbar) GAJA ARTIFICIAL INTELLEGENCE IN APWRD Pethai cyclone Graded as “Severe Cyclonic Storm” Pethai cyclone made landfall at Katrenikona, East Godavari on December 17, Duration December 13 – December 18 Peak 100 km/h (65 mph) Intensity 993 hPa (mbar) Pethai cyclone ARTIFICIAL INTELLEGENCE IN APWRD Artificial Intelligence Data Analysis

Data analysis is a process of inspecting, cleansing, tr ansforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision- making. Historical & Realtime ARTIFICIAL INTELLEGENCE IN APWRD

ADVISORY ON RAINFALL, INFLOWS AND UTILIZATIONS AT PRAKASAM BARRAGE (KDS) DURING 2017-18 Case Study ARTIFICIAL INTELLEGENCE IN APWRD

Legend Catchment Area details Budameru Edda Vagu (subbasins,mandals) of Kondaveeti Vagu Prakasam Barrage Munneru S. Sub Catchment Maximum Date of Cumulative Pedda Vagu N area in and Discharg Rainfall (mm) o Basin Sq.Kms Minimum e (01/06 to 13/12) Discharge in Cusecs Actual Normal 1 Munneru 10418 12360 19/07 40 25/12 699 802 2 Paleru 3025 1528 07/09 70 06/12

Paleru Munneru 3 RMC 7977 26/07 1600 01/12

4 Edda Vagu 726 100 05/08 0 25/10

5 Kondaveeti 452 200 05/08 Vagu 0 22/11

6 Pedda 350 100 05/08 Vagu 0 15/11 PULICHINTALA PROJECT Budameru Distance in Travel Time S.No Description Kms in Hrs NAGARJUN A SAGAR PRAKASAM 1 NSP to Pulichintala 105 12-14 PROJECT BARRAGE Edda Kondaveeti Pedda Pulichintala to Vagu Vagu Vagu 2 85 10-12 Prakasam Barrage KW Main Canal ARTIFICIAL INTELLEGENCE IN APWRD

Advisory • The Forecast Advisory of Krishna Delta system has been developed in different table formats • The First table includes the Inflows towards Prakasam Barrage from following sources Inflows to Prakasam Barrage Source Discharges (C/s) Pulichintala dam Pulichinthala 0 Munneru (Keesara Gauge reading) Local Catchment 200 RMC at Budameru Regulator Munneru (keesara) 3,000 Paleru Bridge Budameru 0 Discharges from the Local Catchments like Paleru 200 Kondaveeti vagu, Peeda vagu & Edda vagu. Godavari @Budameru HR 7600 TOTAL 11000 ARTIFICIAL INTELLEGENCE IN APWRD Table 1 Inflows to Prakasam Barrage in a month

KDS KDS Canal Pulichintala Local Munniyeru Godavari TOTAL COMMNAD Date Budameru Paleru Releases O/F Catchment (Keesara) @Budameru INFLOWS AREA AVG RAINFALL 20000 18000 1-8-2017 7557 0 300 80 0 80 6946 7406 2.05 2-8-2017 7102 0 100 46 0 161 6946 7253 0.49 18000 17478 C/s 16000 3-8-2017 7557 0 100 40 0 115 7283 7538 0.02 4-8-2017 7660 0 100 40 0 80 7113 7333 0.81 16000 14000 5-8-2017 7629 0 400 210 0 110 7113 7833 0.57 6-8-2017 7529 4663 100 115 0 0 6946 11824 0.91 14000 7-8-2017 7629 4863 100 60 0 70 6780 11873 2.38 12000 8-8-2017 8255 1083 200 50 0 100 6780 8213 4.34 9-8-2017 8323 1080 200 50 0 100 6780 8210 4.76 12000 10-8-2017 8323 1083 300 32 0 130 6780 8325 1.26 10000 11-8-2017 8323 0 300 1580 0 135 7113 9128 4.42 10000 12-8-2017 8244 0 0 1758 0 115 7113 8986 0.08 8000 13-8-2017 8244 0 0 1758 0 115 7113 8986 3.70 8000 14-8-2017 8244 0 0 2658 0 76 6946 9680 0.13 15-8-2017 8244 0 0 2309 0 146 6946 9401 0.68 6000 16-8-2017 8545 0 0 4994 0 112 6946 12052 0.63 6000 17-8-2017 8935 0 0 2491 0 112 6946 9549 3.01 4000 18-8-2017 9041 0 0 1355 0 108 6946 8409 3.12 4000 19-8-2017 9145 0 100 3566 0 478 6615 10759 1.59 20-8-2017 11638 0 0 8336 0 465 6615 15416 0.04 2000 2000 21-8-2017 13510 0 0 10605 0 258 6615 17478 0.56 22-8-2017 15463 0 0 8336 0 150 6615 15101 5.66 23-8-2017 13395 0 400 5500 0 80 6650 12630 2.84 0 0 24-8-2017 11611 0 0 3000 0 150 6650 9800 7.51 25-8-2017 10685 0 500 1600 0 150 6500 8750 3.85 26-8-2017 9553 0 600 2600 0 150 6500 9850 0.81 27-8-2017 10469 0 600 5000 0 150 6452 12202 5.45 Pulichintala O/F Local Catchment Munniyeru (Keesara) Budameru 28-8-2017 11192 0 600 3100 0 160 6452 10312 9.38 Paleru Godavari @Budameru KDS Canal Releases 29-8-2017 12308 0 600 2800 0 115 7658 11173 1.59 30-8-2017 11998 0 300 3565 0 460 7454 11779 0.71 31-8-2017 13381 0 0 3600 0 1100 7400 12100 0.04 ARTIFICIAL INTELLEGENCE IN APWRD Table 2 Canal Releases from Prakasam Barrage

INFLOWS_ OUTFLOWS_ EXPECTED Date Level KE_Main KW_main GNT_CHL Total_canal Surplus Canal Releases (C/s) @ 6 AM CORE DB CORE DB INFOWS

1-8-2017 9.8 4350 3007 200 7557 0 7378 7557 8120 Krishna Eastern Main 7142 2-8-2017 9.7 4001 2901 200 7102 0 7400 7102 7520 3-8-2017 9.3 4350 3007 200 7557 0 7099 7557 7220 Krishna Western Delta 5009 4-8-2017 9.3 4453 3007 200 7660 0 7837 7660 7520 5-8-2017 9 4422 3007 200 7629 0 12567 7629 7650 6-8-2017 9.4 4422 3007 100 7529 0 12368 7529 10820 Guntur Channel 315 7-8-2017 10.2 4422 3007 200 7629 0 12474 7629 11650 8-8-2017 10.5 4633 3422 200 8255 0 7573 8255 9500 9-8-2017 10.3 4501 3622 200 8323 0 7151 8323 9600 TOTAL 12466 10-8-2017 9.9 4501 3622 200 8323 0 7137 8323 8300 11-8-2017 9.8 4501 3622 200 8323 0 6964 8323 9700 Barrage Surplus 0 12-8-2017 9.7 4422 3622 200 8244 0 8884 8244 9550 13-8-2017 9.9 4422 3622 200 8244 0 9113 8244 9115 TOTAL 12466 14-8-2017 9.9 4422 3622 200 8244 0 8740 8244 8920 15-8-2017 10.3 4422 3622 200 8244 0 10410 8244 9900 18000 20000 16-8-2017 10.6 4723 3622 200 8545 0 10017 8545 10050 16000 18000 17-8-2017 10.9 4723 4012 200 8935 0 10483 8935 11920 18-8-2017 10.8 4829 4012 200 9041 0 9414 9041 9020 16000 14000 19-8-2017 10.7 4933 4012 200 9145 0 8744 9145 9350 14000 12000 20-8-2017 10.5 6429 5009 200 11638 0 12650 11638 12050 12000 21-8-2017 11.3 7226 6034 250 13510 0 17255 13510 17250 10000 10000 22-8-2017 11.8 8187 7026 250 15463 0 18206 15463 15460 8000 23-8-2017 11.7 7111 6034 250 13395 0 13592 13395 13620 8000 6000 24-8-2017 11 6044 5317 250 11611 0 10207 11611 11400 6000 25-8-2017 10.5 6113 4322 250 10685 0 8583 10685 9100 4000 4000 26-8-2017 10.8 6296 3007 250 9553 0 8692 9553 9700 2000 2000 27-8-2017 11.3 7212 3007 250 10469 0 10036 10469 10900 28-8-2017 11.2 7142 3800 250 11192 0 10408 11192 12200 0 0 29-8-2017 11.2 7250 4808 250 12308 0 9516 12308 11000 30-8-2017 11.1 6940 4808 250 11998 0 11043 11998 12100 31-8-2017 11.6 7432 5634 315 13381 0 11835 13381 11750

KE_Main KW_main GNT_CHL #REF! EXPECTED INFOWS ARTIFICIAL INTELLEGENCE IN APWRD Table 3 Sub Basin wise Rainfall

Sub Basin wise Rainfall data (Observed daily and Forecast for week) is collected from sources like India Meteorological Department and Varuna – Andhra Pradesh Weather Forecast (ISRO) which influences the Prakasam Barrage inflows.

Sub Basinwise Wise Observed & Rainfall Forecast (IMD) in Krishna River Basin influencing Prakasam barrage flows

CUMM RAINFALL(mm) Observed RAINFALL FORECAST IN mm rainfall on S.NO SUB BASINS 01/09/17 in Source ACTUAL NORMAL mm 2-Sep-17 3-Sep-17 4-Sep-17 5-Sep-17 6-Sep-17 7-Sep-17 8-Sep-17

IMD 1.00 1.00 8.00 12.00 5.00 7.00 13.00 1 Paleru ISRO/Vassar 2.13 11.11 9.44 4.36 14.00 7.01

IMD 1.00 3.00 5.00 10.00 4.00 2.00 8.00 2 Munneru 476.00 489.60 0.10 ISRO/Vassar 1.44 11.41 7.97 6.61 13.23 8.94

IMD 0.00 2.00 2.00 9.00 5.00 8.00 13.00 3 Lower Krishna ISRO/Vassar 1.50 7.21 7.40 4.09 9.50 4.76 ARTIFICIAL INTELLEGENCE IN APWRD

Observed Expected % Date Expected Inflows in Table 6 Expected Inflows Vs Observed Inflows Inflows Inflows Accuracy 12-8-2017 8884 9550 93 Cusecs 13-8-2017 9113 9115 100 Date 3-Sep-17 14-8-2017 8740 8920 98 15-8-2017 10410 9900 95 Left Side Inflows - 16-8-2017 10017 10050 100 Pulichintala 0 17-8-2017 10483 11920 87 20000 18-8-2017 9414 9020 95 Local Streams 200 18000 19-8-2017 8744 9350 94 16000 20-8-2017 12650 12050 95 Paleru 200 21-8-2017 17255 17250 99 14000 16/08/2017 – 100% 12000 Munneru 2200 10000 Budameru (BDC) 0 8000 6000 Godavari water (RMC) 7800 4000 2000 Right Side Inflows - Guntur District 0 Eddulavagu 0

Kondaveetivagu 0

TOTAL EXPECTED INFOWS TOTAL INFLOWS 10400

The expected Inflows to Prakasam Barrage are assessed based on release information of upstream projects and rainfall forecast of various mandals in catchment area ARTIFICIAL INTELLEGENCE IN APWRD Canal Releases Vs Command Area Average Rainfall

KDS Canal Releases KDS COMMNAD AREA AVG RAINFALL

18000 16.00

16000 14.00

14000 12.00 12000 10.00 10000 8.00 8000 6.00 6000 4000 4.00 2000 2.00 0 0.00

Canal Releases (Cumulative-111.82 TMC). vs Cumulative Rainfall (230.36 mm) 18000 250 16000 14000 200 12000 150 10000 8000 100 6000 4000 50 2000 0 0 ARTIFICIAL INTELLEGENCE IN APWRD Almatti Project Constructed:2005 Krishna Basin Capacity: 123 TMC TELANAGANA Projects

Narayanapur Dam Jurala Project Constructed: 1982 Constructed:1981 Capcity:37.965 TMC Capacity: 11.20 TMC ANDHRA PRADESH

NSP Constructed: 1967 Pulichintala Project KARNATAKA Capacity: 408 TMC Constructed: 2014 Capacity: 45.77 TMC Srisailam Dam Constructed: 1980 Capacity: 216 TMC

Prakasam Barrage TOTAL LENGTH OF KRISHNA RIVER: 1400KM Constructed:1852/1957 Capacity:3.07 TMC ARTIFICIAL INTELLEGENCE IN APWRD ALMATTI NARAYANPUR JURALA INFLOW INFLOW OUTFLOW OUTFLOW INFLOW INFLOW OUTFLOW OUTFLOW INFLOW INFLOW OUTFLOW OUTFLOW TMC TMC TMC TMC TMC TMC DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) 2007-08 25-06-2007 30934 35.85 01-07-2007 82209 61.02 2007-08 23-06-2007 19648 23.04 01-07-2007 57815 28.43 2007-08 23-06-2007 14576 9.6 24-06-2007 101422 7.97 2008-09 18-06-2008 27740 31.3 09-08-2008 25474 112.97 2008-09 02-08-2008 18589 28.51 11-08-2008 104104 34.1 2008-09 12-08-2008 79696 6.92 13-08-2008 328620 6.92 2009-10 11-07-2009 24081 25.2 21-07-2009 35000 94.2 2009-10 21-07-2009 55017 25.05 23-07-2009 30912 32.2 2009-10 24-07-2009 40517 8.64 24-07-2009 44068 8.64 2010-11 18-06-2010 20814 37.27 30-07-2010 101985 116.74 2010-11 30-07-2010 90301 29.72 31-07-2010 172446 29.65 2010-11 29-07-2010 18898 10.223 29-07-2010 24835 10.223 2011-12 16-06-2011 23937 34.23 20-07-2011 60795 117.92 2011-12 20-07-2011 57031 25.5 21-07-2011 123220 28.41 2011-12 22-07-2011 55544 6.93 23-07-2011 207109 7.36 2012-13 08-07-2012 28367 19.37 08-08-2012 30313 112.58 2012-13 03-08-2012 23303 32.13 09-08-2012 27925 35.82 2012-13 11-08-2012 12374 6.26 12-08-2012 41060 9.34 2013-14 20-06-2013 25130 22.8 20-07-2013 38849 106.2 2013-14 10-07-2013 23805 22.13 20-07-2013 41569 35.09 2013-14 22-07-2013 78952 9.84 22-07-2013 25178 9.84 2014-15 17-07-2014 39359 23.11 27-07-2014 42000 101.33 2014-15 27-07-2014 44466 24.74 29-07-2014 36478 31.43 2014-15 31-07-2014 45775 10.14 01-08-2014 97047 10.24 2015-16 23-06-2015 23228 20.83 21-07-2017 15675 54.33 2015-16 21-07-2015 17882 25.06 23-07-2015 9746 26.57 2015-16 09-09-2015 10448 9.44 11-09-2015 14210 11.79 2016-17 05-07-2016 22986 17.05 17-07-2016 101524 112.59 2016-17 16-07-2016 23059 17.75 19-07-2016 77655 34.87 2016-17 21-07-2016 58495 7.84 23-07-2016 31089 9.23 2017-18 01-07-2017 27430 16.62 20-07-2017 27720 58.06 2017-18 20-07-2017 10735 16.87 29-07-2017 23395 36.28 2017-18 19-06-2017 6365 3.78 31-07-2017 3669 5.88

TUNGABHADRA SRISAILAM NAGARJUNA SAGAR INFLOW INFLOW OUTFLOW OUTFLOW INFLOW INFLOW OUTFLOW OUTFLOW INFLOW INFLOW OUTFLOW OUTFLOW TMC TMC TMC TMC TMC TMC DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) 2007-08 27-06-2007 36,616 10.89 16-07-2007 27438 102.17 2007-08 24-06-2007 277248 127.58 27-06-2007 28538 164.42 2007-08 23-06-2007 40080 239.29 13-07-2007 31404 350.52 2008-09 19-06-2008 13959 20.21 14-07-2008 8212 40.47 2008-09 12-08-2008 83674 56.73 15-08-2008 70467 128.24 2008-09 13-08-2008 23764 258.67 03-09-2008 26060 369.73 2009-10 07-07-2009 18108 9.7 22-07-2009 79036 99.58 2009-10 24-07-2009 108038 44.98 29-07-2009 21487 114.06 2009-10 03-08-2009 15755 192.2 29-08-2009 23356 199.95 2010-11 22-06-2010 14024 7.63 12-08-2010 16442 97.6 2010-11 22-07-2010 23986 86.01 03-08-2010 19493 166.27 2010-11 03-08-2010 23545 299.33 29-08-2010 31193 353.47 2011-12 17-06-2011 9282 10.32 27-07-2011 5237 90.44 2011-12 23-07-2011 223926 56.18 02-08-2011 23598 163.81 2011-12 24-07-2011 14800 305.05 24-07-2011 21269 305.05 2012-13 06-07-2012 10052 6.34 08-08-2012 7109 50.24 2012-13 13-08-2012 34667 50.3 09-09-2012 19855 158.68 2012-13 09-09-2012 10892 133.89 11-09-2012 4102 134.76 2013-14 19-06-2013 9703 5.71 17-07-2013 5135 78.09 2013-14 22-07-2013 25158 32.33 27-07-2013 24667 99.98 2013-14 26-07-2013 30018 150.92 03-08-2013 18983 229.37 2014-15 26-06-2014 13117 10.64 02-08-2014 29035 98.66 2014-15 31-07-2014 22433 51.35 03-08-2014 21037 74.15 2014-15 03-08-2014 13807 136.82 08-08-2014 21025 148.91 2015-16 24-06-2015 12508 7.87 28-07-2015 5542 63.24 2015-16 09-09-2015 47184 28.57 27-10-2015 14871 74.81 2015-16 29-08-2015 3690 131.33 31-08-2015 2792 131.5 2016-17 02-07-2016 17444 5.33 25-07-2016 4954 40.62 2016-17 24-07-2016 20905 25.56 10-08-2016 19931 125.43 2016-17 04-08-2016 12257 122.52 10-08-2016 18213 124.49 2017-18 30-06-2017 14275 2.8 02-09-2017 5835 70 2017-18 04-09-2017 20993 27.07 21-09-2017 54410 112.97 2017-18 21-09-2017 32022 119.61 02-11-2017 5716 274.09 PULICHINTHALA PRAKASAM BARRAGE VAMSADARA INFLOW INFLOW OUTFLOW OUTFLOW INFLOW INFLOW OUTFLOW OUTFLOW INFLOW INFLOW OUTFLOW OUTFLOW TMC TMC TMC TMC TMC TMC DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) DATE (C/S) 2007-08 ------2007-08 09-07-2007 9863 3.048 09-07-2007 9853 3.048 2007-08 04-07-2007 4828 0.62 04-07-2007 4828 0.62 2008-09 ------2008-09 13-07-2008 9710 3 13-07-2008 9710 3 2008-09 13-06-2008 2525 0 13-06-2008 2525 0 2009-10 ------2009-10 01-07-2009 2645 3 01-07-2009 3047 3 2009-10 12-06-2009 823 0 12-06-2009 823 0 2010-11 ------2010-11 09-07-2010 21789 3.05 09-07-2010 21789 3.05 2010-11 07-06-2010 215 98.72 07-06-2010 215 98.72 2011-12 ------2011-12 06-07-2011 3510 2.649 06-07-2011 3788 2.649 2011-12 02-06-2011 601 0 02-06-2011 601 0 2012-13 ------2012-13 10-07-2012 4824 3.071 10-07-2012 4824 3.071 2012-13 04-08-2012 20395 0.2 04-08-2012 20395 0.2 2013-14 ------2013-14 20-07-2013 4162 3.05 20-07-2013 4162 3.05 2013-14 25-10-2013 76860 1.191 25-10-2013 76860 1.191 2014-15 16-08-2014 15070 4.136 16-08-2014 14349 4.136 2014-15 03-07-2014 4355 2.75 03-07-2014 4355 2.75 2014-15 06-09-2014 77759 2.266 08-09-2014 86987 5.779 2015-16 19-06-2015 4525 3.84 10-07-2015 2994 5.49 2015-16 19-06-2015 6661 3.07 19-06-2015 6661 3.07 2015-16 17-09-2015 55353 0.779 18-09-2015 42016 3.224 2016-17 11-08-2016 12708 1.18 12-08-2016 9375 1.25 2016-17 19-07-2016 2717 1.71 19-07-2016 2717 1.71 2016-17 07-08-2016 15951 1.389 07-08-2016 15951 0.654 Almatti inflow and outflow narayanpur inflow and outflow 200000 140 200000 40.00 180000 180000 120 35.00 160000 160000 30.00 140000 100 140000 25.00 120000 80 120000 100000 100000 20.00 60 80000 80000 15.00 60000 60000 40 10.00 40000 40000 20 20000 20000 5.00 0 0 0 0.00

CAPACITY(TMC) INFLOW OUTFLOW CAPACITY(TMC) INFLOW OUTFLOW

jurala inflow and outflow Thungabadhra inflow and outflow 200000 12.00 90000 120.00 180000 80000 10.00 100.00 160000 70000 140000 8.00 60000 80.00 120000 50000 100000 6.00 60.00 40000 80000 30000 40.00 60000 4.00 20000 40000 2.00 20.00 20000 10000 0 0.00 0 0.00

CAPACITY(TMC) INFLOW OUTFLOW capacity inflow (c/s) outflow(c/s) Combined inflows to Srisailam

Almatti O/F –Narayanpur O/F – Jurala O/F-Tungabhadra O/F- 300000 Srisailam(I/F AND O/F) – NSP (I/F)

250000

200000

150000

100000

50000

0

almatti O/F narayanpur o/F jurala o/F thungabadra o/F SRISALMAM I/F SRISAILAM O/F NSP I/F ALMATTI- MONTH WISE INFLOWS AND OUTFLOWS FOR LAST 10 YEARS (GROSS STORAGE : 129.72 TMC) June July August September Cumulative Net Inflow in Cumulative Net Outflow Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Year Cumulative Inflow (TMC) TMC Outflow (TMC) in TMC TMC Outflow in TMC Inflow (TMC) TMC Outflow in TMC Inflow (TMC) TMC Outflow in TMC Inflow (TMC) (TMC) (TMC) (TMC) 2007-08 39.951 39.951 0.907 0.907 366.182 326.231 276.222 275.315 594.218 228.036 484.656 208.434 710.386 116.168 599.462 114.806 2008-09 16.152 16.152 0.000 0.000 56.718 40.566 7.719 7.719 324.213 267.495 232.909 225.190 436.480 112.267 343.319 110.410 2009-10 2.155 2.155 0.000 0.000 159.811 157.656 62.875 62.875 215.552 55.741 111.132 48.257 265.739 50.187 159.323 48.191 2010-11 18.513 18.513 0.000 0.000 91.597 73.084 8.818 8.818 254.731 163.134 156.019 147.201 347.547 92.816 249.627 93.608 2011-12 28.325 28.325 0.745 0.745 190.411 162.086 121.014 120.269 326.875 136.464 244.658 123.644 561.495 234.620 458.688 214.030 2012-13 0.000 0.000 0.000 0.000 51.483 51.483 3.482 3.482 175.990 124.507 67.957 64.475 265.052 89.062 156.115 88.158 2013-14 15.008 15.008 0.173 0.173 246.955 231.947 179.738 179.565 473.593 226.638 371.150 191.412 511.221 37.628 408.306 37.156 2014-15 0.200 0.200 0.000 0.000 112.869 112.669 24.200 24.200 292.981 180.112 185.469 161.269 399.863 106.882 297.094 111.625 2015-16 41.470 41.470 1.216 1.216 63.754 22.284 15.461 14.245 96.971 33.217 44.029 28.568 111.603 14.632 53.737 9.708 2016-17 0.588 0.588 0.339 0.339 153.439 152.851 42.899 42.560 359.823 206.384 249.381 206.482 408.868 49.045 298.765 49.384 2017-18 2.171 2.171 0 0 134.105 130.179 25.361 25.361 163.884 25.847 52.98 26.68 250.214 83.352 137.919 82.458 2018-19 1.928 1.928 0 0 236.379 232.296 145.757 145.757 444.464 204.45 350.166 202.791 473.385 18.268 378.316 16.456 AVERAGE 13.872 13.872 0.282 0.282 155.309 141.111 76.129 75.847 310.275 154.335 212.542 136.200 395.154 83.744 295.056 81.333

ALMATTI- MONTH WISE INFLOWS AND OUTFLOWS FOR LAST 10 YEARS October November December January(28-01-2019) Year Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Inflow (TMC) TMC Outflow (TMC) in TMC Inflow (TMC) TMC Outflow in TMC Inflow (TMC) TMC Outflow in TMC Inflow (TMC) TMC Outflow in TMC (TMC) (TMC) (TMC) 2007-08 739.037 28.651 632.611 33.149 740.120 1.083 650.528 17.917 740.120 0.000 659.213 8.685 740.120 0.000 686.328 27.115 2008-09 458.911 22.431 368.926 25.607 458.911 0.000 388.954 20.028 458.911 0.000 405.956 17.002 458.911 0.000 426.249 20.293 2009-10 415.961 150.222 314.576 155.253 437.913 21.952 331.008 16.432 441.661 3.748 345.989 14.981 441.661 0.000 359.575 13.586 2010-11 400.726 53.179 301.290 51.663 417.647 16.921 317.749 16.459 419.244 1.597 333.767 16.018 419.244 0.000 353.369 19.602 2011-12 577.045 15.550 479.222 20.534 577.045 0.000 503.528 24.306 577.045 0.000 523.287 19.759 577.045 0.000 542.408 19.121 2012-13 295.545 30.493 191.421 35.306 295.545 0.000 215.484 24.063 295.545 0.000 237.302 21.818 295.545 0.000 259.150 21.848 2013-14 528.924 17.703 433.233 24.927 530.559 1.635 451.832 18.599 530.559 0.000 471.958 20.126 530.559 0.000 495.492 23.534 2014-15 412.349 12.486 318.732 21.638 414.190 1.841 343.031 24.299 414.190 0.000 357.899 14.868 414.190 0.000 376.080 18.181 2015-16 116.195 4.592 73.297 19.560 116.195 0.000 93.917 20.620 116.195 0.000 95.230 1.313 116.195 0.000 95.230 0.000 2016-17 417.847 8.979 320.188 21.423 417.847 0.000 339.057 18.869 417.847 0.000 362.485 23.428 417.847 0.000 379.567 17.082 2017-18 325.757 71.879 213.463 71.879 326.779 0.606 232.167 18.288 326.779 0 246.889 14.708 326.779 0 260.575 13.656 2018-19 491.368 17.983 445.003 66.687 491.368 0 455.888 10.885 491.368 0 462.061 6.173 491.368 0 467.748 5.687 AVERAGE 431.639 36.179 340.997 45.636 435.343 3.670 360.262 19.230 435.789 0.445 375.170 14.907 435.789 0.000 391.814 16.642 ALMATTI- MONTH WISE INFLOWS AND OUTFLOWS FOR LAST 10 YEARS (GROSS STORAGE : 129.72 TMC) June July August September Cumulative Net Inflow in Cumulative Net Outflow Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Year Cumulative Inflow (TMC) TMC Outflow (TMC) in TMC TMC Outflow (TMC) in TMC Inflow (TMC) TMC Outflow (TMC) in TMC Inflow (TMC) TMC Outflow (TMC) in TMC Inflow (TMC) 2007-08 39.951 39.951 0.907 0.907 366.182 326.231 276.222 275.315 594.218 228.036 484.656 208.434 710.386 116.168 599.462 114.806 2008-09 16.152 16.152 0.000 0.000 56.718 40.566 7.719 7.719 324.213 267.495 232.909 225.190 436.480 112.267 343.319 110.410 2009-10 2.155 2.155 0.000 0.000 159.811 157.656 62.875 62.875 215.552 55.741 111.132 48.257 265.739 50.187 159.323 48.191 2010-11 18.513 18.513 0.000 0.000 91.597 73.084 8.818 8.818 254.731 163.134 156.019 147.201 347.547 92.816 249.627 93.608 2011-12 28.325 28.325 0.745 0.745 190.411 162.086 121.014 120.269 326.875 136.464 244.658 123.644 561.495 234.620 458.688 214.030 2012-13 0.000 0.000 0.000 0.000 51.483 51.483 3.482 3.482 175.990 124.507 67.957 64.475 265.052 89.062 156.115 88.158 2013-14 15.008 15.008 0.173 0.173 246.955 231.947 179.738 179.565 473.593 226.638 371.150 191.412 511.221 37.628 408.306 37.156 2014-15 0.200 0.200 0.000 0.000 112.869 112.669 24.200 24.200 292.981 180.112 185.469 161.269 399.863 106.882 297.094 111.625 2015-16 41.470 41.470 1.216 1.216 63.754 22.284 15.461 14.245 96.971 33.217 44.029 28.568 111.603 14.632 53.737 9.708 2016-17 0.588 0.588 0.339 0.339 153.439 152.851 42.899 42.560 359.823 206.384 249.381 206.482 408.868 49.045 298.765 49.384 2017-18 2.171 2.171 0 0 134.105 130.179 25.361 25.361 163.884 25.847 52.98 26.68 250.214 83.352 137.919 82.458 2018-19 1.928 1.928 0 0 236.379 232.296 145.757 145.757 444.464 204.45 350.166 202.791 473.385 18.268 378.316 16.456 AVERAGE 13.872 13.872 0.282 0.282 155.309 141.111 76.129 75.847 310.275 154.335 212.542 136.200 395.154 83.744 295.056 81.333

ALMATTI- MONTH WISE INFLOWS AND OUTFLOWS FOR LAST 10 YEARS October November December January(28-01-2019) Year Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Inflow (TMC) TMC Outflow (TMC) in TMC Inflow (TMC) TMC Outflow (TMC) in TMC Inflow (TMC) TMC Outflow (TMC) in TMC Inflow (TMC) TMC Outflow (TMC) in TMC

2007-08 739.037 28.651 632.611 33.149 740.120 1.083 650.528 17.917 740.120 0.000 659.213 8.685 740.120 0.000 686.328 27.115 2008-09 458.911 22.431 368.926 25.607 458.911 0.000 388.954 20.028 458.911 0.000 405.956 17.002 458.911 0.000 426.249 20.293 2009-10 415.961 150.222 314.576 155.253 437.913 21.952 331.008 16.432 441.661 3.748 345.989 14.981 441.661 0.000 359.575 13.586 2010-11 400.726 53.179 301.290 51.663 417.647 16.921 317.749 16.459 419.244 1.597 333.767 16.018 419.244 0.000 353.369 19.602 2011-12 577.045 15.550 479.222 20.534 577.045 0.000 503.528 24.306 577.045 0.000 523.287 19.759 577.045 0.000 542.408 19.121 2012-13 295.545 30.493 191.421 35.306 295.545 0.000 215.484 24.063 295.545 0.000 237.302 21.818 295.545 0.000 259.150 21.848 2013-14 528.924 17.703 433.233 24.927 530.559 1.635 451.832 18.599 530.559 0.000 471.958 20.126 530.559 0.000 495.492 23.534 2014-15 412.349 12.486 318.732 21.638 414.190 1.841 343.031 24.299 414.190 0.000 357.899 14.868 414.190 0.000 376.080 18.181 2015-16 116.195 4.592 73.297 19.560 116.195 0.000 93.917 20.620 116.195 0.000 95.230 1.313 116.195 0.000 95.230 0.000 2016-17 417.847 8.979 320.188 21.423 417.847 0.000 339.057 18.869 417.847 0.000 362.485 23.428 417.847 0.000 379.567 17.082 2017-18 325.757 71.879 213.463 71.879 326.779 0.606 232.167 18.288 326.779 0 246.889 14.708 326.779 0 260.575 13.656 2018-19 491.368 17.983 445.003 66.687 491.368 0 455.888 10.885 491.368 0 462.061 6.173 491.368 0 467.748 5.687 AVERAGE 431.639 36.179 340.997 45.636 435.343 3.670 360.262 19.230 435.789 0.445 375.170 14.907 435.789 0.000 391.814 16.642 NARAYANPUR- MONTH WISE INFLOWS AND OUTFLOWS FOR LAST 10 YEARS (GROSS STORAGE : 37.65 TMC) June July August September Year Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Inflow TMC Outflow in TMC Inflow TMC Outflow in TMC Inflow TMC Outflow in TMC Inflow TMC Outflow Outflow in (TMC) (TMC) (TMC) (TMC) (TMC) (TMC) (TMC) (TMC) TMC 2007-08 10.007 10.007 0.015 0.015 273.622 263.615 260.040 260.025 503.103 229.481 491.623 231.583 687.413 184.310 644.314 152.691 2008-09 1.305 1.305 0.326 0.326 6.754 5.449 4.204 3.878 236.460 229.706 226.736 222.532 370.762 134.302 357.344 130.608 2009-10 4.848 4.848 0.130 0.130 74.509 69.661 45.046 44.916 124.918 50.409 93.190 48.144 191.777 66.859 164.317 71.127 2010-11 1.624 1.624 0.309 0.309 11.241 9.617 0.309 0.000 173.593 162.352 156.399 156.090 267.682 94.089 256.349 99.950 2011-12 2.422 2.422 0.344 0.344 131.158 128.736 115.345 115.001 256.522 125.364 242.307 126.962 475.593 219.071 459.561 217.254 2012-13 0.000 0.000 0.503 0.503 4.475 4.475 0.946 0.443 71.753 67.278 51.633 50.687 158.690 86.937 138.214 86.581 2013-14 3.034 3.034 0.264 0.264 176.683 173.649 162.527 162.263 377.578 200.895 357.411 194.884 424.577 46.999 402.756 45.345 2014-15 1.344 1.344 0.305 0.305 25.680 24.336 12.779 12.474 189.852 164.172 172.988 160.209 304.083 114.231 288.274 115.286 2015-16 3.314 3.314 0.059 0.059 17.430 14.116 5.838 5.779 45.010 27.580 30.631 24.793 64.403 19.393 51.912 21.281 2016-17 3.412 3.412 0.000 0.000 48.133 44.721 25.213 25.213 250.805 202.672 227.095 201.882 304.313 53.508 278.610 51.515 2017-18 0.95 0.95 0.058 0.058 26.69 25.74 5.846 5.788 52.076 24.488 31.929 25.075 143.405 88.744 120.799 88.42 2018-19 5.285 5.285 1.14 1.14 153.599 148.314 138.136 136.984 359.673 204.406 344.625 204.876 387.909 16.547 371.546 14.436 AVERAGE 3.129 3.129 0.288 0.288 79.165 76.036 64.686 64.397 220.112 140.734 202.214 137.310 315.051 93.749 294.500 91.208

NARAYANPUR- MONTH WISE INFLOWS AND OUTFLOWS FOR LAST 10 YEARS October November December January(28-01-2019) Year Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Outflow Cumulative Net Inflow in Cumulative Net Inflow TMC Outflow in TMC Inflow TMC Outflow in TMC Inflow TMC Outflow in TMC Inflow TMC Outflow Outflow in (TMC) (TMC) (TMC) (TMC) (TMC) (TMC) (TMC) (TMC) TMC 2007-08 736.086 48.673 691.258 46.944 760.293 24.207 717.046 25.788 769.296 9.003 726.953 9.907 796.716 27.420 759.646 32.693 2008-09 404.775 34.013 393.790 36.446 430.466 25.691 419.079 25.289 453.676 23.210 441.434 22.355 479.530 25.854 469.429 27.995 2009-10 422.543 230.766 390.539 226.222 447.546 25.003 412.878 22.339 465.405 17.859 431.363 18.485 485.372 19.967 452.139 20.776 2010-11 323.737 56.055 306.488 50.139 345.937 22.200 330.180 23.692 361.474 15.537 346.200 16.020 379.481 18.007 366.916 20.716 2011-12 497.675 22.082 478.030 18.469 519.400 21.725 499.023 20.993 538.469 19.069 518.386 19.363 555.864 17.395 537.695 19.309 2012-13 195.636 36.946 175.430 37.216 218.241 22.605 197.506 22.076 238.261 20.020 219.730 22.224 258.263 20.002 241.237 21.507 2013-14 452.971 28.394 431.869 29.113 471.574 18.603 453.695 21.826 491.066 19.492 474.069 20.374 513.454 22.388 494.195 20.126 2014-15 324.197 20.114 310.083 21.809 345.446 21.249 330.093 20.010 362.413 16.967 346.949 16.856 381.835 19.422 365.600 18.651 2015-16 87.942 23.539 78.271 26.359 107.369 19.427 97.307 19.036 108.994 1.625 103.151 5.844 109.011 0.017 103.602 0.451 2016-17 324.983 20.670 302.886 24.276 340.724 15.741 322.488 19.602 361.939 21.215 341.069 18.581 376.744 14.805 356.811 15.742 2017-18 235.345 88.045 212.023 87.203 251.884 16.124 232.591 19.821 265.905 13.937 246.165 13.297 275.645 9.74 258.544 12.346 2018-19 443.777 55.868 429.868 58.322 447.693 3.916 450.792 20.924 451.811 4.118 454.036 3.244 454.393 2.582 456.187 2.151 AVERAGE 370.806 55.430 350.045 55.210 390.548 19.708 371.890 21.783 405.726 15.171 387.459 15.546 422.192 16.467 405.167 17.705 DIGITAL GOVERNANCE IN APWRD

Time For Discussion DIGITAL GOVERNANCE IN APWRD