Managing sewer flood risk

Size: px
Start display at page:

Download "Managing sewer flood risk"

Transcription

1 Managing sewer flood risk J. Ryu 1 *, D. Butler 2 1 Environmental and Water Resource Engineering, Department of Civil and Environmental Engineering, Imperial College, London, SW7 2AZ, UK 2 Centre for Water Systems, School of Engineering, Computing and Mathematics, University of Exeter, North Park Road, Exeter, EX4 4QF, UK *Corresponding author, [email protected] ABSTRACT As recent UK floods have shown, serious inundation can still occur even if river discharge has not exceeded the functional flood plain capacity due to pluvial or sewer flooding. This has further highlighted the issue of apportionment of responsibility of individual stakeholders in the urban environment, and the need for a robust risk management method to assist in setting a consistent and transparent management plan. This study aims to develop a methodology to support effective sewer flood risk management. Flood stage at property boundaries has been determined by coupling a long term flow time series generated from an urban drainage model and a flood catchment delineation method applied on a digital elevation model. Flood consequence was obtained from the relationship between the flood stage and the corresponding damage cost. Annual average flood risk for the property was identified by linking flood probability, stage and damage. Within a cost benefit framework in sewerage rehabilitation and management, setting up different scenarios gave various outcomes for the risk alleviation. The tool developed allows a rational comparison of alternatives, thereby assisting stakeholders make more informed and robust decisions. KEYWORDS Decision support; flood risk assessment; flood risk management; sewer flooding INTRODUCTION Sewer flooding is arguably the second most serious issue facing UK water companies after drinking water quality (OFWAT, 2002) an estimated investment requirement of 970 million by 2010 (OFWAT, 2005). Data indicates that some 11,600 properties, in England and Wales, were at risk of sewer flooding at least once in ten years (NAO, 2004), and the risk would increase over time with climate change, likewise shown in the 2007 summer flooding that was partially attributed to the unprecedented heavy rainfall (EA, 2007). The increasing reality of frequent urban flooding requires a robust risk assessment method that can essentially assist water companies, policy makers and other stakeholders in setting a consistent and transparent plan. A method is needed that allows flood risk (rather than merely frequency) to be reduced, over time and in a cost-effective manner. This requires tools to assess flood location, frequency and severity coupled with a means to estimate the associated costs and predicted benefits of options to reduce comprehensive flood risk. Such a framework and its associated tools are demonstrated in this paper. Ryu and Butler. 1

2 RISK ASSESSMENT Frequency of flooding can be determined either by a statistical analysis of historical flood discharge where available, or a model simulation can be used to generate flood discharge. Certainly, no historic flood data is available for every site of interest and hence in a number of cases, the estimation of flood discharges must rely on the outputs of a model simulation, either event based or continuous. In this work, we argue continuous simulation is more appropriate for the drainage model simulation due to the advantages in achieving reliable flood discharges consequently leading to a more inclusive risk graph creation. Several statistical distributions could be utilised to analyse the flood discharges, and the one with the best fit would be applied for analysing the discharge data to obtain the flood probability. Flood consequence is quantified using depth-damage curves that represent the flood cost against the percentage damage of total value of the flooded property, depending on property type. Flood risk can be quantified from a risk curve which combines the flood stage, probability and damage relationship (Penning-Rowsell and Chatterton, 1977). COST BENEFIT ANALYSIS When deciding measures to reduce flood risk, there is no one solution that can be applied to all problems and situations. Whilst several decision criteria based on many types of information are available, cost benefit analysis (CBA) is a widely used technique already is used in intervention justification for flood risk management. For flood risk alleviation, the objective is, in general, to reduce the probability and extent of damage resulting from flooding. Therefore benefits arising from the project are the net difference between the total present value of damage with and without the proposed works. The greatest benefit for sewer flood risk management is hence associated with a reduction of the highest risk and the cost for option implementation. Once a certain option is taken, a reduced flood stage and damage will be achieved (grey lines in Figure 1). flood stage flood stage probability probability damage damage Figure 1 (a) Figure 1 (b) Figure 1 (c) Figure 1. Interrelation of flood probability, flood stage and flood damage The initial flood risk before implementing a certain option (R i ) will be the area below the black line, and the flood risk after implementing a certain option (R a ) is the area below the grey line. The level of the risk reduction is the difference between the initial risk and the alleviated risk and translated into a sum of monetary value. Therefore the benefits expected to be maximised are the lowest sum of the difference between the alleviated risk and the initial risk (R i -R a ). Although it certainly will be reduced, the flood risk in most cases will still exist (R a, Figure 1(c), area below the grey line) after implementing the scheme selected. The associated cost for reducing the risk, and the option cost (C o ), should also be counted. Hence the sum of the alleviated flood risk and the options implementation cost (R a +C o ) is the total cost to be minimized in the CBA. 2 Managing sewer flood risk

3 RISK ASSESSMENT MODEL A tool has been developed, which serves as the underlying structure for the management of risk by providing the assessment of annual average flood risk. A schematic of this is in Figure 2. Figure 2. Model structure of sewer flood risk assessment A brief illustration of the modules is given and more details of the model flows are explored in the following sections with a description of the case study: Ryu and Butler. 3

4 Network module : to generate flood volume time series from a continuous simulation GIS module : to produce a raster map of a catchment area from GIS model with DEM (Digital Elevation Model) FC module : to recognise flood extents and property locations by collating information after the two above modules and estimate flood stages Risk module : to assess flood risk at each property. The study area is a part of Leiston, situated in south east of England. Every node in the network has its contribution area assuming to contain 4 subcatchments which cover in total ha with 73 residential properties. All four subcatchments have 75 % imperviousness, with pervious retained. The sewer system includes 5 manholes including 1 outfall connected by 255 mm circular concrete pipes of combined types. Network A hydraulic/hydrologic simulation has been performed using InfoWorks so as to produce surcharging and surface flooding on the area. A 10 year historical times series rainfall data, measured at 5 minute intervals, was used. A time series of flood volumes recorded over the 10 year simulation for each node and X and Y coordinates of the nodes were exported. GIS The address points of properties were available from Digimap and used to assign the properties into a synthetically generated DEM. The DEM has changed into a raster grid file format in the GIS module and exported to a matrix array of Matlab as it is an ideal platform for analysing ground elevation data incorporating into other datasets. The generated array has been the base array for the remaining steps of the modelling work. Flood Catchment Whilst there are four geographical catchments in the area, this is not the physical extent to which the flooded water could spread (i.e. Flood Catchment, FC). Hence a realistic flood catchment, where the exceedance flow would actually spread, has to be defined. FC delineation. The FC module firstly imports the ground elevation database created from the GIS module and generates a raster array which covers the whole catchment area, for storing the elevation data. The array is assigned the same grid and height scale to that of the raster map in the GIS module. Based on the ground elevations, FCs are recognised by applying several developed algorithms: (1) Finding flow direction, (2) Recognising lowest cells, (3) Assigning cells into the lowest cells and (4) Delineating catchments, mainly adopting a conventional catchment delineation method. The nodes are located in the raster array following the coordinates exported from the drainage model network. The time series flood volume produced after the continuous simulation is distributed throughout the FCs. The number of flood cell is counted depending on pre-defined unit levels of the Z axis. After the catchment delineation method developed by Jenson and Domingue (1988), every cell in the FC raster array apart from the lowest cells has flow directions assigned. In total, 6 groups of lowest cells were identified and the address of the lowest cell was converted into the raster array scale alike, then other cells are assigned to the lowest cells following encoded direction values. After the catchment delineation, 6 FCs were recognised. 5 nodes were in the case study area but the outfall node has been excluded in the delineation. The addresses of nodes exported from the Network module were assigned to the FC raster array (Figure 3). 4 Managing sewer flood risk

5 FC 5 FC FC 3 Level (m) FC 4 FC 2 FC Figure 3. 3-Dimensional view of FC raster map Property assigning. The point source database exported from the GIS module facilitates properties to be assigned into the raster array according to the coordinates. Among 73 properties, 10, 9, 2, 25, 15 and 12 properties were allocated to the FC 1, 2, 3, 4, 5 and 6 respectively. Flood depth generation. The distributed flood volume data is converted into the flood depths for each property by incorporating the flood cell information and storage volumes of the FCs. Any flood catchment recognised from the FC delineation procedure can be recognised as a kind of flood storage. Since every cell in any flood catchment has the same square grid, the volume inside the FC can be filled with a number of flood cells, if the same height axis is assigned. Risk The calculated depths were statistically analysed to identify the flood stage and probability relationship. The relationships, developed by Penning-Rowsell et al. (2003), were chosen for flood damage estimation due to its reliability. The estimated baseline flood risk for all 73 properties is mapped in Figure 4. Among the 73 properties, 2 and 6 properties in the FC 3 and 4 respectively have experienced flooding more than once in 10 years with no flooding for the remained properties. The risk estimated in total was 90,312. Ryu and Butler. 5

6 Node Property FC Boundary Ground Elevation (m) Flood Risk ( ) - 10,000 10,000-15,000 15,000-20,000 FC 4 FC 5 FC FC 3 37 FC 2 FC 1 Figure 4. Flood risk map RISK MANAGEMENT Options Four options have been proposed to potentially improve the hydraulic performance of the prevailing circumstance: reduce inflow, maximise use of existing sewer system capacity, attenuate peak flows and enhance existing system capacity. HYD 1 models a reduction of hydraulic inputs by diverting them to other catchments. FC 3, where the majority of frequently flooded houses are, has the runoff from two catchments. Hence node sealing is tested for node HYD 2 applies cleaning of all pipes as a part of regular maintenance work and the effects of flow attenuation due to provision of additional storage volume is modelled in HYD 3. An increase in the storage volume by about 30 m 3 is examined at node HYD 4 models a replacement of sewers from 225 mm to 450 mm in diameter. After HYD 1, the number of flooding events occurring at properties 37 and 50 in FC 3 almost halved and the flood risks were reduced by 400 % at each property. However, the total flood risk for all properties has only reduced from 90,312 to 79,072. This is because two other properties located in FC 5, where no flooding occurred in the baseline case, experienced inundation due to the diverted runoff. Although the number of flooding events for the 8 properties experiencing flooding events in the baseline case was reduced after HYD 2, the flood risks for each house suggested a slight increase for 3 properties with a small reduction for the remaining 5 properties. The total flood risk was reduced by just 3% to 90,058. The number of flooding events for the 6 properties in FC 4, where the storage volume was examined, was considerably reduced after HYD 3. However, the total risk was only modestly reduced to 88,427. The reason is that the estimation of annual average flood risk does not entirely depend on the number of flooding events. Even though the total number of flooding events decreases, the probability and damage graph could increase as the frequencies of flooding events which generated the same stages could increase. Hence the risk could be higher than the baseline case. After HYD 4 no above ground flooding occurred as all pipes 6 Managing sewer flood risk

7 were sized to be large enough to accommodate the maximum flow rate found under the baseline model condition. Therefore the flood risk estimated was zero. Decision making According to the CBA procedure adopted, the objective is to maximise the benefits from the risk management and to minimise the flood costs. The flood risk before and after implementing any option and the options cost is considered in a single term and hence is used to compare alternative solutions to define the preferred option in a convenient way. The associated costs for implementing options are summarised in Table 1. Table 1. List of costs for options implementation Options Details Costs HYD 1 Sealing node 164 HYD 2 Cleaning pipe 12.76/m HYD 3 Additional storage 7,021 for 30 m 3 HYD 4 Enhancing pipe diameter 59.08/m for 450 mm diameter The annual average flood risks for the four options are shown in Figure 5 with the baseline flood risk and Figure 6 shows the estimated benefits and Benefit-Cost Ratio (BC Ratio) for each option. 120x x10 3 Flood Cost Option Cost 100x x10 3 BC Ratio Benefits 8 6 Flood Risk ( ) 80x x x10 3 Baseline Benefits ( ) 60x x Benefit-Cost Ratio 20x x HYD 1 HYD 2 HYD 3 HYD 4 0 HYD 1 HYD 2 HYD 3 HYD 4-2 Figure 5. Flood risk Figure 6. Benefit Cost Ratio The black and white bars in Figure 5 show estimated flood costs and the capital costs respectively after the various options have been implemented. The flood cost before any option is implemented (baseline) is the horizontal dashed line. All four options are reasonable management candidates as the flood costs assessed after the options are lower than the baseline, with HYD 4 giving the highest benefits due to the zero flood cost. With regard to the option cost, HYD 1 is the lowest, but there was a large associated flood cost. Total costs are the summed amounts of the black and white bars in Figure 5. When compared, HYD 4 is Ryu and Butler. 7

8 substantially lower than the other 3 options and HYD 2 and 3 can be eliminated as being poorer than a do nothing option. The BC Ratio is generally accepted to provide a means of selecting the most cost effective measures overall (Snell, 1997). It is determined by dividing the annual benefit by the annual cost. Options with a BC Ratio lower than one can therefore be regarded as uneconomic (the grey dashed line in Figure 6). Hence HYD 4 is clearly identified as having the highest BC ratio, and in fact, the only one above unity. Therefore, the HYD 4 option is recommended in this case as the most economically worthwhile scheme. Of course, although HYD 4 has the highest BC Ratio, it has to be stressed that the costs and benefits are effectively accrued by different stakeholders. CONCLUSIONS This study has presented a methodology and a tool developed for sewer flood risk management with a case study. The main achievement can be summarised as follows: The use of continuous simulation (rather than design storms) analysis provides reliable flood probability assessments. The algorithms developed for the flood stage generation by coupling the flood discharge and the DEM do not explicitly replicate all the natural surface flow phenomena, but are an improvement on conventional urban drainage model methods (e.g. a virtual reservoir) and avoid the computational burden of more complex methods (e.g. 2-D surface flow models). The results have demonstrated how the quantification of annual average flood risk by combining the probability and consequence into the single monetary term can be used to identify effective and cost-beneficial flood management solutions. The framework developed could of course be used to evaluate many more options for risk alleviation, allowing more robust and comprehensive decisions to be supported. The method could be extended to allocate risk costs and benefits to different stakeholders. REFERENCES EA (2007). Review of 2007 summer floods, Environment Agency, Bristol, UK. Jenson S.K. and Domingue J.O. (1988). Extracting topographic structure from Digital Elevation Data for Geographic Information System analysis. Photogrammetric Engineering and Remote Sensing, 54, NAO (2004). Out of sight- not out of mind: Ofwat and the public sewer network in England and Wales, The National Audit Office, London, UK. OFWAT (2002). Flooding from sewers, a way forward: consultation, Report 18/20, Office of Science and Technology, London, UK. OFWAT (2005). Levels of service for the water industry in England and Wales, report, Office of Science and Technology, London, UK. Penning-Rowsell E., Johnson C., Tunstall S., Tapsell S., Morris J., Chatterton J., Coker A. and Green C. (2003). The benefits of flood and coastal defence: techniques and data for Flood Hazard Research Centre, Middlesex University. Penning-Rowsell E.C. and Chatterton J.B. (1977). The benefits of flood alleviation: a manual of assessment techniques, Saxon House, Farnborough. Snell M. (1997). Cost-benefit analysis, for engineers and planners. Thomas Telford, London, UK. 8 Managing sewer flood risk

06 - NATIONAL PLUVIAL FLOOD MAPPING FOR ALL IRELAND THE MODELLING APPROACH

06 - NATIONAL PLUVIAL FLOOD MAPPING FOR ALL IRELAND THE MODELLING APPROACH 06 - NATIONAL PLUVIAL FLOOD MAPPING FOR ALL IRELAND THE MODELLING APPROACH Richard Kellagher 1, Mike Panzeri 1, Julien L Homme 1, Yannick Cesses 1, Ben Gouldby 1 John Martin 2, Oliver Nicholson 2, Mark

More information

Appendix C - Risk Assessment: Technical Details. Appendix C - Risk Assessment: Technical Details

Appendix C - Risk Assessment: Technical Details. Appendix C - Risk Assessment: Technical Details Appendix C - Risk Assessment: Technical Details Page C1 C1 Surface Water Modelling 1. Introduction 1.1 BACKGROUND URS Scott Wilson has constructed 13 TUFLOW hydraulic models across the London Boroughs

More information

Action plans for hotspot locations - Ash Study

Action plans for hotspot locations - Ash Study Appendix 9 Action plans for hotspot locations - Ash Study Ash Vale North 1. Local evidence indicates the culvert could not discharge during December 2013 because the outlet was blocked on the western side

More information

Interactive comment on A simple 2-D inundation model for incorporating flood damage in urban drainage planning by A. Pathirana et al.

Interactive comment on A simple 2-D inundation model for incorporating flood damage in urban drainage planning by A. Pathirana et al. Hydrol. Earth Syst. Sci. Discuss., 5, C2756 C2764, 2010 www.hydrol-earth-syst-sci-discuss.net/5/c2756/2010/ Author(s) 2010. This work is distributed under the Creative Commons Attribute 3.0 License. Hydrology

More information

Assessing the benefits of reducing the risk of flooding from sewers

Assessing the benefits of reducing the risk of flooding from sewers Middlesex University Flood Hazard Research Centre Assessing the benefits of reducing the risk of flooding from sewers Colin Green and Theresa Wilson 1 Table of contents Executive Summary 2 1. Introduction

More information

Creating the environment for business

Creating the environment for business 1. Introduction 1.1 Introduction to Water Cycle Strategies (WCS) 1.1.1 Background The water cycle describes the pathways and processes through which water moves through the natural and built environment,

More information

Environment Agency 2014 All rights reserved. This document may be reproduced with prior permission of the Environment Agency.

Environment Agency 2014 All rights reserved. This document may be reproduced with prior permission of the Environment Agency. Flood and coastal erosion risk management Long-term investment scenarios (LTIS) 2014 We are the Environment Agency. We protect and improve the environment and make it a better place for people and wildlife.

More information

Appendix F Benefit-Cost Analysis of Flood Protection Measures

Appendix F Benefit-Cost Analysis of Flood Protection Measures Appendix F Benefit-Cost Analysis of Flood Protection Measures Acronyms used in Appendix F: AA B AA C AA D BC BFE EAD FEMA NED O&M PV RED USACE Average Annual Benefits Average Annual Cost Average Annual

More information

CHAPTER 2 HYDRAULICS OF SEWERS

CHAPTER 2 HYDRAULICS OF SEWERS CHAPTER 2 HYDRAULICS OF SEWERS SANITARY SEWERS The hydraulic design procedure for sewers requires: 1. Determination of Sewer System Type 2. Determination of Design Flow 3. Selection of Pipe Size 4. Determination

More information

Flood risk assessment through a detailed 1D/2D coupled model

Flood risk assessment through a detailed 1D/2D coupled model CORFU Project Barcelona Case Study Final Workshop 19 th of May 2014 Flood risk assessment through a detailed 1D/2D coupled model Beniamino Russo Aqualogy Urban Drainage Direction Introduction and general

More information

Modelling of Urban Flooding in Dhaka City

Modelling of Urban Flooding in Dhaka City Modelling of Urban Flooding in Dhaka City Chusit Apirumanekul*, Ole Mark* *Water Engineering & Management, Asian Inst. of Technology, PO Box 4, Klong Luang, Pathumthani 12120, Thailand Abstract Flooding

More information

1 in 30 year 1 in 75 year 1 in 100 year 1 in 100 year plus climate change (+30%) 1 in 200 year

1 in 30 year 1 in 75 year 1 in 100 year 1 in 100 year plus climate change (+30%) 1 in 200 year Appendix C1 Surface Water Modelling 1 Overview 1.1 The Drain London modelling was designed to analyse the impact of heavy rainfall events across each London borough by assessing flow paths, velocities

More information

Bolton s Flood Risk Management Strategy

Bolton s Flood Risk Management Strategy Bolton s Flood Risk Management Strategy www.bolton.gov.uk Public Summary Bolton s Flood Risk Management Strategy Public Summary Introduction Over 5.5 million properties in England and Wales are at risk

More information

The development of a flood damage assessment tool for urban areas

The development of a flood damage assessment tool for urban areas The development of a flood damage assessment tool for urban areas Michael J. Hammond 1, Albert S. Chen 2, Slobodan Djordjević 3, David Butler 4, David M. Khan 5, S. M. M. Rahman 6, A.K. E. Haque 7, O.

More information

Urban Flood Modelling

Urban Flood Modelling Urban Flood Modelling Adrian J Saul Pennine Water Group Department of Civil and Structural Engineering University of Sheffield [email protected] 1 Need for Integrated Urban Drainage within an integrated

More information

A NEW METHOD FOR DEVELOPING THE MOST COST- EFFECTIVE REHABILITATION PROGRAMS FOR OUR AGEING SEWER NETWORKS

A NEW METHOD FOR DEVELOPING THE MOST COST- EFFECTIVE REHABILITATION PROGRAMS FOR OUR AGEING SEWER NETWORKS A NEW METHOD FOR DEVELOPING THE MOST COST- EFFECTIVE REHABILITATION PROGRAMS FOR OUR AGEING SEWER NETWORKS Introduction Toby Bourke (MWHSoft), Graham McGonigal (MWH) There is currently widespread concern

More information

Modelling and mapping of urban storm water flooding Using simple approaches in a process of Triage.

Modelling and mapping of urban storm water flooding Using simple approaches in a process of Triage. Modelling and mapping of urban storm water flooding Using simple approaches in a process of Triage. Blanksby J.* Kluck J.**, Boogaard F.C. *+ ***, Simpson S.****, Shepherd W.* and Doncaster S.* * Pennine

More information

Thames Water key Messages for London Borough of Ealing 25 th October 2005

Thames Water key Messages for London Borough of Ealing 25 th October 2005 Thames Water key Messages for London Borough of Ealing 25 th October 2005 Item 1: Drainage & ownership The area of drainage is complex. Thames Water, the Local Authority, the Environment Agency and property

More information

Geoprocessing Tools for Surface and Basement Flooding Analysis in SWMM

Geoprocessing Tools for Surface and Basement Flooding Analysis in SWMM 3 Geoprocessing Tools for Surface and Basement Flooding Analysis in SWMM Eric White, James Knighton, Gary Martens, Matthew Plourde and Rajesh Rajan A geoprocessing routine was used for the development

More information

Enhanced DEM-based flow path delineation algorithms for urban drainage modelling

Enhanced DEM-based flow path delineation algorithms for urban drainage modelling Enhanced DEM-based flow path delineation algorithms for urban drainage modelling João Paulo Leitão, S. Boonya-aroonnet, D. Prodanović and Č. Maksimović Belo Horizonte, Brasil October, 2009 Outline Urban

More information

London Borough of Croydon Local Flood Risk Management Strategy

London Borough of Croydon Local Flood Risk Management Strategy London Borough of Croydon Local Flood Risk Management Strategy Summary 2014-2020 Introduction In response to the severe flooding across large parts of England and Wales in summer 2007, the Government has

More information

Report Relating to Incidents of Flooding within the Dollar Catchment

Report Relating to Incidents of Flooding within the Dollar Catchment Joint Position Statement Report Relating to Incidents of Flooding within the Dollar Catchment October 2012 Eric McQuarrie, Scottish Water Stuart Cullen, Clackmannanshire Council TABLE OF CONTENTS 1. INTRODUCTION...

More information

Irish National Hydrology Conference 2008

Irish National Hydrology Conference 2008 A SPATIAL UNDERSTANDING OF SIGNIFICANT FLOOD RISK IN NORTHERN IRELAND USING SOCIAL, ECONOMIC AND ENVIRONMENTAL FLOOD RISK METRICS BASED ON FLUVIAL, COASTAL, PLUVIAL AND HISTORICAL FLOODING Barry Hankin,

More information

London Borough of Merton Local Flood Risk Management Strategy

London Borough of Merton Local Flood Risk Management Strategy Local Flood Risk Management Strategy Summary 2014-2020 Introduction In response to the severe flooding across large parts of England and Wales in summer 2007, the Government has recently enacted the Flood

More information

Guidance on the use of sustainable drainage systems (SUDS) and an overview of the adoption policy introduced by

Guidance on the use of sustainable drainage systems (SUDS) and an overview of the adoption policy introduced by Guidance on the use of sustainable drainage systems (SUDS) and an overview of the adoption policy introduced by Easy guide to Sustainable drainage systems 02 Contents Page Introduction 05 Purpose of this

More information

London Borough of Waltham Forest LOCAL FLOOD RISK MANAGEMENT STRATEGY. Summary Document

London Borough of Waltham Forest LOCAL FLOOD RISK MANAGEMENT STRATEGY. Summary Document LOCAL FLOOD RISK MANAGEMENT STRATEGY Summary Document October 2013 Local Flood Risk Management Strategy Summary 1 Introduction 2 Partner responsibilities 3 What do we know about flooding in the borough?

More information

AZ EGER-PATAK HIDROLÓGIAI VIZSGÁLATA, A FELSZÍNI VÍZKÉSZLETEK VÁRHATÓ VÁLTOZÁSÁBÓL ADÓDÓ MÓDOSULÁSOK AZ ÉGHAJLATVÁLTOZÁS HATÁSÁRA

AZ EGER-PATAK HIDROLÓGIAI VIZSGÁLATA, A FELSZÍNI VÍZKÉSZLETEK VÁRHATÓ VÁLTOZÁSÁBÓL ADÓDÓ MÓDOSULÁSOK AZ ÉGHAJLATVÁLTOZÁS HATÁSÁRA AZ EGER-PATAK HIDROLÓGIAI VIZSGÁLATA, A FELSZÍNI VÍZKÉSZLETEK VÁRHATÓ VÁLTOZÁSÁBÓL ADÓDÓ MÓDOSULÁSOK AZ ÉGHAJLATVÁLTOZÁS HATÁSÁRA GÁBOR KEVE 1, GÉZA HAJNAL 2, KATALIN BENE 3, PÉTER TORMA 4 EXTRAPOLATING

More information

FLOOD RISK RECENT TRENDS AND POLICY RESPONSES

FLOOD RISK RECENT TRENDS AND POLICY RESPONSES FLOOD RISK RECENT TRENDS AND POLICY RESPONSES DEVELOPING WESTMINSTER S LOCAL PLAN Booklet No. 2 LDF Consultation - CMP Revision November 2013 INTRODUCTION CLLR ROBERT DAVIS Westminster is at risk of flooding

More information

City of London Climate Change Adaptation Strategy Dealing with Extreme Rainfall Events

City of London Climate Change Adaptation Strategy Dealing with Extreme Rainfall Events City of London Climate Change Adaptation Strategy Dealing with Extreme Rainfall Events May 29, 2014 Presented by: Berta Krichker M.Eng., FEC, P.Eng. Manager of Stormwater Unit Environmental and Engineering

More information

FLOOD RISK ASSESSMENT AND DRAINAGE STRATEGY

FLOOD RISK ASSESSMENT AND DRAINAGE STRATEGY FLOOD RISK ASSESSMENT AND DRAINAGE STRATEGY London Rd. WATERLOOVILE FOR McCarthy & Stone Ltd. July 2010 Such Salinger Peters Ltd 30558-1- Flood Risk Assessment & Drainage Strategy Contents Paragraph Page

More information

Impact of water harvesting dam on the Wadi s morphology using digital elevation model Study case: Wadi Al-kanger, Sudan

Impact of water harvesting dam on the Wadi s morphology using digital elevation model Study case: Wadi Al-kanger, Sudan Impact of water harvesting dam on the Wadi s morphology using digital elevation model Study case: Wadi Al-kanger, Sudan H. S. M. Hilmi 1, M.Y. Mohamed 2, E. S. Ganawa 3 1 Faculty of agriculture, Alzaiem

More information

CSO Modelling Considering Moving Storms and Tipping Bucket Gauge Failures M. Hochedlinger 1 *, W. Sprung 2,3, H. Kainz 3 and K.

CSO Modelling Considering Moving Storms and Tipping Bucket Gauge Failures M. Hochedlinger 1 *, W. Sprung 2,3, H. Kainz 3 and K. CSO Modelling Considering Moving Storms and Tipping Bucket Gauge Failures M. Hochedlinger 1 *, W. Sprung,, H. Kainz and K. König 1 Linz AG Wastewater, Wiener Straße 151, A-41 Linz, Austria Municipality

More information

MIKE 21 FLOW MODEL HINTS AND RECOMMENDATIONS IN APPLICATIONS WITH SIGNIFICANT FLOODING AND DRYING

MIKE 21 FLOW MODEL HINTS AND RECOMMENDATIONS IN APPLICATIONS WITH SIGNIFICANT FLOODING AND DRYING 1 MIKE 21 FLOW MODEL HINTS AND RECOMMENDATIONS IN APPLICATIONS WITH SIGNIFICANT FLOODING AND DRYING This note is intended as a general guideline to setting up a standard MIKE 21 model for applications

More information

Flood Modelling for Cities using Cloud Computing FINAL REPORT. Vassilis Glenis, Vedrana Kutija, Stephen McGough, Simon Woodman, Chris Kilsby

Flood Modelling for Cities using Cloud Computing FINAL REPORT. Vassilis Glenis, Vedrana Kutija, Stephen McGough, Simon Woodman, Chris Kilsby Summary Flood Modelling for Cities using Cloud Computing FINAL REPORT Vassilis Glenis, Vedrana Kutija, Stephen McGough, Simon Woodman, Chris Kilsby Assessment of pluvial flood risk is particularly difficult

More information

LONDON INFRASTRUCTURE PLAN 2050 BUILDING A BIGGER AND BETTER LONDON

LONDON INFRASTRUCTURE PLAN 2050 BUILDING A BIGGER AND BETTER LONDON LONDON INFRASTRUCTURE PLAN 2050 BUILDING A BIGGER AND BETTER LONDON GROWTH We estimate that London s population became bigger than ever in February 2015. We reached a population of 8.6 million people,

More information

EARS 5 Problem Set #3 Should I invest in flood insurance? Handed out Friday 1 August Due Friday 8 August

EARS 5 Problem Set #3 Should I invest in flood insurance? Handed out Friday 1 August Due Friday 8 August EARS 5 Problem Set #3 Should I invest in flood insurance? Handed out Friday August Due Friday 8 August One of the best strategies for managing floods is through rational land use planning. This requires

More information

Essex County Council Flood Investigation Report

Essex County Council Flood Investigation Report Essex County Council Stock City of Chelmsford Rev Date Details Author Checked and Approved By 01 February 2015 Draft report for stakeholder consultation Ed Clarke Flood Investigation Engineer Lucy Shepherd

More information

Havnepromenade 9, DK-9000 Aalborg, Denmark. Denmark. Sohngaardsholmsvej 57, DK-9000 Aalborg, Denmark

Havnepromenade 9, DK-9000 Aalborg, Denmark. Denmark. Sohngaardsholmsvej 57, DK-9000 Aalborg, Denmark Urban run-off volumes dependency on rainfall measurement method - Scaling properties of precipitation within a 2x2 km radar pixel L. Pedersen 1 *, N. E. Jensen 2, M. R. Rasmussen 3 and M. G. Nicolajsen

More information

FLOOD INFORMATION SERVICE EXPLANATORY NOTES

FLOOD INFORMATION SERVICE EXPLANATORY NOTES FLOOD INFORMATION SERVICE EXPLANATORY NOTES Part 1 About the flood maps Limitations of the mapping What the maps don t show Where to find more information Definitions of words used to describe flooding.

More information

How To Calculate Flood Damage Potential In European Landscape

How To Calculate Flood Damage Potential In European Landscape Background/Introduction RISK ANALYSIS MODULE 3, CASE STUDY 2 Flood Damage Potential at European Scale By Dr. Peter Burek There is good reason to be concerned about the growth of flood losses in Europe.

More information

BEST PRACTICE GUIDELINES FOR FLOOD RISK ASSESSMENT IN THE LOWER MEKONG RIVER BASIN

BEST PRACTICE GUIDELINES FOR FLOOD RISK ASSESSMENT IN THE LOWER MEKONG RIVER BASIN Paper 3-4-3 BEST PRACTICE GUIDELINES FOR FLOOD RISK ASSESSMENT IN THE LOWER MEKONG RIVER BASIN GERT SLUIMER 1, HENK OGINK 2, FERDINAND DIERMANSE 2, FRANK KEUKELAAR 1, BAS JONKMAN 1, TRAN KIM THANH 3 AND

More information

2D Modeling of Urban Flood Vulnerable Areas

2D Modeling of Urban Flood Vulnerable Areas 2D Modeling of Urban Flood Vulnerable Areas Sameer Dhalla, P.Eng. Dilnesaw Chekol, Ph.D. A.D. Latornell Conservation Symposium November 22, 2013 Outline 1. Toronto and Region 2. Evolution of Flood Management

More information

Chapter 2 Spatial Portrait

Chapter 2 Spatial Portrait 15 November 2013 Dear Julie Fylde Local Plan to 2030 Part 1 Preferred Options Thank you for the opportunity to meet with you on 9 October in respect of the above mentioned document. As discussed at the

More information

Guidance for Flood Risk Analysis and Mapping. Changes Since Last FIRM

Guidance for Flood Risk Analysis and Mapping. Changes Since Last FIRM Guidance for Flood Risk Analysis and Mapping Changes Since Last FIRM May 2014 This guidance document supports effective and efficient implementation of flood risk analysis and mapping standards codified

More information

6 FLOOD DAMAGES ASSESSMENT

6 FLOOD DAMAGES ASSESSMENT FLOOD DAMAGES ASSESSMENT 6-1 6 FLOOD DAMAGES ASSESSMENT Flood damage assessment is an important component of any floodplain management framework. This type of analysis enables the floodplain manager to

More information

PREDICTIVE AND OPERATIONAL ANALYTICS, WHAT IS IT REALLY ALL ABOUT?

PREDICTIVE AND OPERATIONAL ANALYTICS, WHAT IS IT REALLY ALL ABOUT? PREDICTIVE AND OPERATIONAL ANALYTICS, WHAT IS IT REALLY ALL ABOUT? Derek Vogelsang 1, Alana Duncker 1, Steve McMichael 2 1. MWH Global, Adelaide, SA 2. South Australia Water Corporation, Adelaide, SA ABSTRACT

More information

Flood damage assessment and estimation of flood resilience indexes

Flood damage assessment and estimation of flood resilience indexes Flood damage assessment and estimation of flood resilience indexes Barcelona case study Marc Velasco CETaqua Workshop CORFU Barcelona Flood resilience in urban areas the CORFU project Cornellà de Llobregat,

More information

CHAPTER 3 STORM DRAINAGE SYSTEMS

CHAPTER 3 STORM DRAINAGE SYSTEMS CHAPTER 3 STORM DRAINAGE SYSTEMS 3.7 Storm Drains 3.7.1 Introduction After the tentative locations of inlets, drain pipes, and outfalls with tail-waters have been determined and the inlets sized, the next

More information

Land Disturbance, Erosion Control and Stormwater Management Checklist. Walworth County Land Conservation Department

Land Disturbance, Erosion Control and Stormwater Management Checklist. Walworth County Land Conservation Department Land Disturbance, Erosion Control and Stormwater Management Checklist Walworth County Land Conservation Department The following checklist is designed to assist the applicant in complying with the Walworth

More information

3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension

3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension 3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension R.Queen Suraajini, Department of Civil Engineering, College of Engineering Guindy, Anna University, India, [email protected]

More information

Guide To Bridge Planning Tools

Guide To Bridge Planning Tools Guide To Bridge Planning Tools The following bridge planning and hydrotechnical analysis tools (Excel spreadsheets, some with associated databases and VBA code), and GIS data-sets are available from the

More information

Flood Damage Assessment in Taipei City, Taiwan

Flood Damage Assessment in Taipei City, Taiwan Flood Damage Assessment in Taipei City, Taiwan Ming-Hsi Hsu 1, Meng-Yuan Tsai, Yi-Chieh Lin 3, Albert S. Chen 4, Michael J. Hammond 5, Slobodan Djordjević 6 & David Butler 7 1 National Taiwan University,

More information

Risk and vulnerability assessment of the build environment in a dynamic changing society

Risk and vulnerability assessment of the build environment in a dynamic changing society Risk and vulnerability assessment of the build environment in a dynamic changing society Limnei Nie SINTEF Building and infrastructure, P.O.Box 124 Blindern, NO-0314 Oslo, Norway. [email protected]

More information

How To Understand And Understand The Flood Risk Of Hoang Long River In Phuon Vietnam

How To Understand And Understand The Flood Risk Of Hoang Long River In Phuon Vietnam FLOOD HAZARD AND RISK ASSESSMENT OF HOANG LONG RIVER BASIN, VIETNAM VU Thanh Tu 1, Tawatchai TINGSANCHALI 2 1 Water Resources University, Assistant Professor, 175 Tay Son Street, Dong Da District, Hanoi,

More information

Vital Earth Composting Facility Flood Risk and Drainage Statement

Vital Earth Composting Facility Flood Risk and Drainage Statement Vital Earth Flood Risk and Drainage Statement Final December 2011 Prepared for Vital Earth Ltd Revision Schedule Flood Risk and Drainage Statement December 2011 Rev Date Details Prepared by Reviewed by

More information

Capital Maintenance Planning From a historical and future perspective

Capital Maintenance Planning From a historical and future perspective Capital Maintenance Planning From a historical and future perspective This paper has been written by Anglian Water as a contribution to Water 2020, Ofwat s programme for determining the form of the 2019

More information

Application of Google Earth for flood disaster monitoring in 3D-GIS

Application of Google Earth for flood disaster monitoring in 3D-GIS Disaster Management and Human Health Risk II 271 Application of Google Earth for flood disaster monitoring in 3D-GIS M. Mori & Y. L. Chan Department of Information and Computer Science, Kinki University,

More information

Recommendations for future developments

Recommendations for future developments C Recommendations for future developments C.1 Reducing flood risk through site layout and design C.1.1 C.1.2 Flood risk should be considered at an early stage in deciding the layout and design of a site

More information

GIS APPLICATIONS IN URBAN DRAINAGE MASTER PLANNING. Robert J. Muir *

GIS APPLICATIONS IN URBAN DRAINAGE MASTER PLANNING. Robert J. Muir * GIS APPLICATIONS IN URBAN DRAINAGE MASTER PLANNING Robert J. Muir * ABSTRACT: In recent years, GIS applications in water resources management have become widespread and diverse in the Province of Ontario,

More information

Modelling Flood Inundation of Urban Areas in the UK Using 2D / 1D Hydraulic Models

Modelling Flood Inundation of Urban Areas in the UK Using 2D / 1D Hydraulic Models Modelling Flood Inundation of Urban Areas in the UK Using 2D / 1D Hydraulic Models W.J. Syme B.E., M.Eng.Sc. Associate, WBM Pty. Ltd., Australia M.G. Pinnell Bsc Msc MCIWEM Principal Hydrologist, Symonds

More information

Newbiggin House Farm,

Newbiggin House Farm, Newbiggin House Farm, Near Waberthwaite Flood Investigation Report 32 Flood Event 30/8/2012 Cumbria County Council Version Undertaken by Reviewed by Approved by Date Preliminary Colin Parkes Anthony Lane

More information

Master Planning and Hydraulic Modeling

Master Planning and Hydraulic Modeling Master Planning and Hydraulic Modeling Shay Ralls Roalson, PE Saša Tomić, Ph.D., PE, BCEE Collection Systems Webinar WEAT Collections Committee May 15, 2013 Why Prepare a Master Plan? Identify existing

More information

Data access and management

Data access and management B Data access and management CONTENTS B.1 Introduction... B-1 B.2 Data requirements and availability... B-1 B.3 Data access... B-2 B.4 Overall procedures... B-2 B.5 Data tools and management... B-4 Appendix

More information

Using Hydraflow Storm Sewers Extension with AutoCAD Civil 3D 2008: A Recommended Workflow

Using Hydraflow Storm Sewers Extension with AutoCAD Civil 3D 2008: A Recommended Workflow AutoCAD Civil 3D 2008 Using Hydraflow Storm Sewers Extension with AutoCAD Civil 3D 2008: A Recommended Workflow The ability to perform storm water hydrology and hydraulic (H&H) tasks is crucial to civil

More information

STAFF REPORT TO COMMITTEE OF THE WHOLE

STAFF REPORT TO COMMITTEE OF THE WHOLE STAFF REPORT TO COMMITTEE OF THE WHOLE DATE: November 7 2012 TO: FROM: SUBJECT: ATTACHMENT(S): COMMITTEE OF THE WHOLE GINA LAYTE-LISTON, SUPERVISOR, WASTEWATER Stormwater Management Funding Strategy None

More information

Flood Damage Estimation based on Flood Simulation Scenarios and a GIS Platform

Flood Damage Estimation based on Flood Simulation Scenarios and a GIS Platform European Water 30: 3-11, 2010. 2010 E.W. Publications Flood Damage Estimation based on Flood Simulation Scenarios and a GIS Platform A. Pistrika National Technical University of Athens Centre for the Assessment

More information

Proposed Re-development, At 321 London Road, Wyberton. Flood Risk Assessment - Revised

Proposed Re-development, At 321 London Road, Wyberton. Flood Risk Assessment - Revised Proposed Re-development, At 321 London Road, Wyberton Flood Risk Assessment - Revised Prepared By: C Mason C.Eng M.I.C.E May 2015 Contents Page No. 1. Introduction 2 2. Site Description 2 3. Flood Hazard

More information

Stormwater Control Measures for Tokyo

Stormwater Control Measures for Tokyo Stormwater Control Measures for Tokyo M. Sugai* *Planning Section, Planning and Coordination Division, Bureau of Sewerage, Tokyo Metropolitan Government, 2-8-1 Nishi-Shinjuku, Shinjuku-ku, Tokyo 163-8001

More information

Abaya-Chamo Lakes Physical and Water Resources Characteristics, including Scenarios and Impacts

Abaya-Chamo Lakes Physical and Water Resources Characteristics, including Scenarios and Impacts LARS 2007 Catchment and Lake Research Abaya-Chamo Lakes Physical and Water Resources Characteristics, including Scenarios and Impacts Seleshi Bekele Awulachew International Water Management Institute Introduction

More information

Sewer Flooding Alleviation in the Counters Creek Catchment

Sewer Flooding Alleviation in the Counters Creek Catchment Sewer Flooding Alleviation in the Counters Creek Catchment London Borough of Hammersmith and Fulham Monday, 14 November 2011 at 7.00pm The Small Hall, Hammersmith Town Hall, King Street, W6 9JU Agenda

More information

Application of InfoWorks CS Software for the Hydraulic Design of HATS Stage 2 Sewage Conveyance System in Hong Kong, China

Application of InfoWorks CS Software for the Hydraulic Design of HATS Stage 2 Sewage Conveyance System in Hong Kong, China Proceedings of 2013 IAHR World Congress Application of InfoWorks CS Software for the Hydraulic Design of HATS Stage 2 Sewage Conveyance System in Hong Kong, China Anil Kumar Senior Engineer, ARUP, Level

More information

External Review of Sewer Flooding Risk Registers. Report. October 2008

External Review of Sewer Flooding Risk Registers. Report. October 2008 Centre City Tower 7 Hill Street Birmingham B5 4UA External Review of Sewer Flooding Risk Registers Report October 2008 Demeter House Station Road Cambridge CB1 2RS UK Tel : 44 (0)1223 463500 Fax : 44 (0)1223

More information

National Disaster Management Institute

National Disaster Management Institute National Disaster Management Institute CONTENTS one Cause of Urban Flood Disaster two Urban Flood Damage Case three Disaster Prevention Measures for Future Urban Flood four NDMI s Measures & Strategy for

More information

MODELING FLOODING IN THE BOROUGH OF HOUNSLOW

MODELING FLOODING IN THE BOROUGH OF HOUNSLOW MODELING FLOODING IN THE BOROUGH OF HOUNSLOW Interactive Qualifying Project Report completed in partial fulfilment of the Bachelor of Science degree at Worcester Polytechnic Institute, Worcester, MA Submitted

More information

Proposed Residential Development Land off Cody Road Waterbeach Cambridgeshire. Flood Risk Assessment

Proposed Residential Development Land off Cody Road Waterbeach Cambridgeshire. Flood Risk Assessment Land off Cody Road Waterbeach Cambridgeshire Cedar Barn, White Lodge, Walgrave, Northampton, NN6 9PY T: F: E: W: 01604 781811 01604 781999 [email protected] jppuk.net Proposed Residential Development Land

More information

Selection of Drainage Network Using Raster GIS A Case Study

Selection of Drainage Network Using Raster GIS A Case Study International Journal of Engineering Science Invention ISSN (Online): 2319 6734, ISSN (Print): 2319 6726 Volume 2 Issue 8 ǁ August. 2013 ǁ PP.35-40 Selection of Drainage Network Using Raster GIS A Case

More information

The Rational Method. David B. Thompson Civil Engineering Deptartment Texas Tech University. Draft: 20 September 2006

The Rational Method. David B. Thompson Civil Engineering Deptartment Texas Tech University. Draft: 20 September 2006 The David B. Thompson Civil Engineering Deptartment Texas Tech University Draft: 20 September 2006 1. Introduction For hydraulic designs on very small watersheds, a complete hydrograph of runoff is not

More information

Kansas City s Overflow Control Program

Kansas City s Overflow Control Program Kansas City s Overflow Control Program Kansas City Water Services Water Wastewater Stormwater 2 Water Services Department 1000 Positions 835 Employees 3 Utilities FY 13/14 Budget = $307 million Water Wastewater

More information

Training Program on Urban Climate Change Resilience 20-22 April, 2015 Database Management System for coastal cities

Training Program on Urban Climate Change Resilience 20-22 April, 2015 Database Management System for coastal cities Training Program on Urban Climate Change Resilience 20-22 April, 2015 Database Management System for coastal cities Rozita Singh, Research Associate, Sustainable Habitat Division, TERI Why Data? Infrastructure

More information

Planning, Health and Environment Division

Planning, Health and Environment Division 18 Planning, Health and Environment Division A Planning Guide to Sustainable Drainage Systems Introduction Working in co-operation with the Environment Agency, Severn Trent Water Ltd., the Highway Authority

More information

Hydrologic Modeling using HEC-HMS

Hydrologic Modeling using HEC-HMS Hydrologic Modeling using HEC-HMS Prepared by Venkatesh Merwade School of Civil Engineering, Purdue University [email protected] April 2012 Introduction The intent of this exercise is to introduce you

More information

To prevent increased stormwater runoff entering Council s drainage system and causing overloading of the system that in turn might cause flooding.

To prevent increased stormwater runoff entering Council s drainage system and causing overloading of the system that in turn might cause flooding. Background & Issues To provide guidelines and requirements for Developers, the Community and the Shire s Planning and Sustainability officers for connection to the Shire s Stormwater Drainage Disposal

More information

Strategic Flood Risk Assessment

Strategic Flood Risk Assessment local development framework Strategic Flood Risk Assessment LOCAL DEVELOPMENT FRAMEWORK ROYAL BOROUGH OF KINGSTON UPON THAMES Level 1 and 2 April 2011 Contents Executive Summary 5 Part 1 - Aiding Planning

More information

Module 6 : Quantity Estimation of Storm Water. Lecture 6 : Quantity Estimation of Storm Water

Module 6 : Quantity Estimation of Storm Water. Lecture 6 : Quantity Estimation of Storm Water 1 P age Module 6 : Quantity Estimation of Storm Water Lecture 6 : Quantity Estimation of Storm Water 2 P age 6.1 Factors Affecting the Quantity of Stormwater The surface run-off resulting after precipitation

More information

Appendix A Flood Damages Assessment

Appendix A Flood Damages Assessment Appendix A Flood Damages Assessment 106 GHD Report for Bundaberg Regional Council - Floodplain Action Plan, 41/26909 10. Flood Damages Assessment Methodology An important part of assessing flooding impact

More information

Objective 4: Enhanced community education, flood awareness and preparedness

Objective 4: Enhanced community education, flood awareness and preparedness Objective 4: Enhanced community education, flood awareness and preparedness Understanding the extent and full impacts of flooding is essential for planning for potential future pressures on the drainage

More information

River Flooding and the Grid-to-Grid Hydrological Model

River Flooding and the Grid-to-Grid Hydrological Model River Flooding and the Grid-to-Grid Hydrological Model Summary of Impacts Impact Mitigating the annual costs of damage from ordinary river flooding Mitigating the costs of damage from extreme river flooding

More information

How To Write A New Bill On Flood Management In Scotland

How To Write A New Bill On Flood Management In Scotland Scottish Environment LINK is the forum for Scotland's voluntary environment organisations representing a broad spectrum of environmental interests with the common goal of contributing to a more environmentally

More information

Integrated Local Flood Management and Drainage Strategy OVERVIEW

Integrated Local Flood Management and Drainage Strategy OVERVIEW Integrated Local Flood Management and Drainage Strategy OVERVIEW Flooding is a natural phenomenon. In urban areas where drainage relies on pipe networks, open channels and creeks, flooding can cause infrastructure

More information

6 CONSIDERATION OF ALTERNATIVES

6 CONSIDERATION OF ALTERNATIVES 6 CONSIDERATION OF ALTERNATIVES 6.1.1 Schedule 4 of the Town and Country Planning (Environmental Impact Assessment) (Scotland) Regulations 2011 sets out the information for inclusion in Environmental Statements

More information

Student Seminar Building climate resilient cities: Exploring theories, practices and prospects 16-17 Feb 2015

Student Seminar Building climate resilient cities: Exploring theories, practices and prospects 16-17 Feb 2015 Student Seminar Building climate resilient cities: Exploring theories, practices and prospects 16-17 Feb 2015 Database Management System for coastal cities Rozita Singh, Research Associate, Sustainable

More information