Energy Savings through Water Conservation in Municipal Water Distribution Systems

Size: px
Start display at page:

Download "Energy Savings through Water Conservation in Municipal Water Distribution Systems"

Transcription

1 Energy Savings through Water Conservation in Municipal Water Distribution Systems Santosh Ghimire PhD Candidate Civil & Environmental Engineering Department, Michigan Tech University, Houghton, MI Advisor: Dr. Brian Barkdoll Tuesday, October 30,

2 Agenda 1. Introduction 2. Objectives/New Contribution 3. Procedures 4. System Description 5. Results and Discussion 6. Conclusions 7. References 2

3 1. Introduction Municipal Drinking Water Distribution Systems (MDWDS) are major water suppliers to the public. 87% of US public water (Vickers 2001) is supplied by MDWDS. The growing population will pressurize the MDWDSs to reduce water consumption and reduce the energy utilization. Approximately 80% of municipal water processing and distribution costs are for electricity (EPRI 2006). Energy minimization has become a growing g interest for research. The energy minimization by water conservation might help to reduce green house gas emissions. The minimization of pumping costs is one of the techniques to reduce the energy cost. Some of the research related to the energy cost for pumping are: Optimization of pump scheduling for their performance and reliability (Farmani et al. 2004, Pezeshk and Helweg 1996), high-peak usage times (Dandy and Gibbs 2003), pump efficiency (Korn and Stratulat 2001), initial design (Alperovits and Shamir 1977) 3

4 1. Introduction Contd. Water conservation is another factor that may help reduce the energy consumption. There is a growing interest for water conservation. For example, Albuquerque, New Mexico successfully attempted to reduce per capita water consumption by 20% in 9 years ( ) (Vickers 2001). However, the quantification of demand is stochastic in nature (Alcocer et al. 2004, Sasikumar et al. 2003, Barkdoll and Didigam 2003) Seven realistic municipal water distribution systems were analyzed here for the effect of water conservation on energy use. 4

5 2. Objectives/ New Contribution The sensitivity of pumping energy to the system-wide demand reduction for seven realistic systems was analyzed. The current research produced a relationship between water demand and energy utilization. The stochastic nature of the demand was addressed by use of a daily demand pattern. A freely-available network modeling software called EPANET 2.0 was used to model the systems. In contrast to traditional method of analyzing water systems independently due to their complexity, an inter-system approach was used here in which a common rule was sought for many systems. Demand reduction is chosen for the analysis because it is somewhat controllable through education of the users. 5

6 3. Procedures EPANET 2.0 network solver was used to simulate the seven real systems. The seven systems were simulated for the demand reduction for two cases: 1. Wide range of normal demand 2. 20% reduction of normal demand Both energy and demand were normalized using the following equations: E*=E/E o (1) Q D *=Q D /Q Do (2) where E* = the normalized system-wide energy usage, E = the modeled system-wide energy usage, E o = the current (unaltered) system-wide energy usage, Q D * = the normalized global demand, Q D = the modeled global demand, and Q Do = the current (unaltered) global demand. 6

7 1. Case of a Wide Range of Demand Values The global demand of the systems were changed to determine the corresponding energy consumption. For some of the systems, the pumps were modified for the demand greater than 1.0x the normal demand in order to ensure the adequate pressure greater than 138 kpa (20 psi). 7

8 3. Procedures Contd. 2. Case of a 20% Reduction of Demand Values The global demands were reduced by 20% and corresponding energy utilized was determined. Both the energy and water demand were normalized as shown in Case 1. 8

9 4. System Description There were seven systems of varying characteristics analyzed System Junctions Pipes Pumps Reservoirs Tanks Valves z max F (#) (#) (#) (#) (#) (#) m (ft) m/m 4.87 (ft/ft 4.87 ) S (130) (108,767.7) S (110.5) 2,695.3 (649,894.3) S (712.1) (60,953.3) S (305) 7,602.1 (1,833,024.0) S (329) 16,354.9 (3,943,504.6) S (90) 79,291.4 (19,118,852.9) S7 12,525 14, (241.7) 1,928,561.4 (465,017,213.8) The Right hand side of the equation below is the system wide friction factor (F) obtained from Hazen-Williams Equation (Haestad Methods 2004). Where, h L = head loss due to friction (m,ft), Q= Flow (cfs,cms), C f = Conversion factor = 4.73: English, 7.3 :SI, C= Pipe Roughness, D= Pipe diameter ( m,ft) h L C L Q C D f = = F 9

10 The smallest system of 7 junctions (EPA 2000) 10

11 The largest system of 12,525 junctions (Ostfeld et al. 2006). 11

12 5. Results and Discussion Non-normalized energy vs. normalized demand The pattern of energy usage of seven systems for the corresponding normalized demand variation is shown above. 12

13 Normalized energy usage All of the plots fall onto the same line after normalizing both energy and demand. 13

14 1. Wide range of demand values Linear relationship of average normalized energy, E*, for variation of normalized demand, Q D *, (error bars denote ± one standard deviation) along with the standard deviation and Coefficient of Variation. 14

15 2. 20% reduction of demand values Normalized energy for variation of normalized demand for up to a 20% water demand reduction, Q D *=0.8 to

16 Linear relationship of average normalized energy for variation of normalized demand for up to a 20% water demand reduction, Q D *=0.8 to 1.0 (error bars denote ± one standard deviation) 16

17 6. Conclusions The inter-system approach applied in this study might be applicable to any other pump-dominated systems. The relationship between average energy utilized and water demand is linear for the analyzed seven systems. The energy saving equation for 20% demand reduction for the seven systems was determined as: E* =07Q 0.7 D * , withtheenergythe e ergy Elasticity coefficient = The 20% water conservation for the seven systems may save approximately 14% average energy utilized. The above equation and coefficient might be similar to other pumpdominated water distribution systems. 17

18 7. References Alcocer, V.H.Y.; Tzatchkov, V.G.; Buchberger, S.G.; Arreguin, F.I.C.; Feliciano, D.G. (2004) Stochastic residential water demand characterization ASCE, Proceedings of the 2004 World Water and Environmental Resources Congress: Critical Transitions in Water and Environmental Resources Management, Jun 27-Jul , Salt Lake City, UT, p Alperovits, E.; Shamir, U. (1977) Design Of Optimal Water Distribution Systems. Water Resources Research, v 13, n 6, Dec, 1977, p Barkdoll, B.D.; Didigam, H. (2003) Effect of User Demand on Water Quality and Hydraulics of Distribution Systems ASCE World Water and Environmental Resources Congress, 2003, Jun , Philadelphia, PA, United States, p Dandy, G.; Gibbs, M. (2003) Optimizing i i System Operations and Water Quality Proceedings of ASCE World Water and Environmental Resources Congress, 2003, Jun , Philadelphia, PA, United States, p EPA (2000), EPANET 2, Users Manual, by Lewis A. Rossman, Water Supply and Water Resources Division National Risk Management Research Laboratory Cincinnati, OH EPRI (2006) Electric Power Research Institute, Water and Sustainability (volume 4): U.S. Electricity Consumption for Water Supply and Treatment The Next Half Century. Technical Report 18

19 7. References Farmani, R.; Savic, D.A.; Walters, G.A. (2004) The simultaneous multi-objective optimization of anytown pipe rehabilitation, tank sizing, tank siting and pump operation schedules Proceedings of the 2004 World Water and Environmetal Resources Congress: Critical Transitions in Water and Environmetal Resources Management, 2004, Jun 27-Jul , Salt Lake City, UT, p Haestad Methods (2004) Advanced Water Distribution Modeling and Management, Haestad Press, Waterbury, CT Korn, D.L.; Stratulat, A. (2001) Energy efficiency improvements to a water distribution system, Galati, Romania Proceedings ACEEE Summer Study on Energy Efficiency in Industry, v 2, 2001, 5th Biennial ACEEE Conference on Energy Efficiency in Industry, Jul , Tarrytown, NY, p Ostfeld A., Uber J., and Salomons E. (2006). "Battle of the Water Sensor Networks (BWSN): A Design Challe llenge for Engineers a nd Algorithms. " Proceedings of 8th Annu ual Water Distribution System Analysis Symposium, Cincinnati, Ohio, USA, published on CD. Pezeshk, S.; Helweg, O.J. (1996) Adaptive search optimization in reducing pump operating costs ASCE Journal of Water Resources Planning and Management, v 122, n 1, Jan-Feb, 1996, p Sasikumar, M.S.; Sheikh, M. Ayaz; Gupta, A. (2003) A new methodology for nodal water demand estimation in water distribution system using Geographical Information System (GIS) Institution of Engineers (India), Journal of Indian Water Works Association, v 35, n 1, January/March, 2003, p Vickers, Amy (2001), Handbook of Water Use and Conservation, Water Plow Press, Amherst, Massachusetts, USA, First Edition, ISBN

20 Acknowledgement The authors gratefully acknowledge support from the Sustainable Futures IGERT project sponsored by the National Science Foundation (under Grant No. DGE ). Dr. Brian Barkdoll, Assoc. Professor CEE Department, MTU Dr. Neil Hutzler, Prof. CEE Department, MTU Dr. David Hand, Prof. CEE Department, MTU Dr. Leonard Bohmann, Assoc. Prof. ECE Department, MTU 20

21 Questions? Thank you! 21

The effect of demand, tank parameters, and pumping stations on energy use in municipal drinking water distribution systems

The effect of demand, tank parameters, and pumping stations on energy use in municipal drinking water distribution systems Michigan Technological University Digital Commons @ Michigan Tech Dissertations, Master's Theses and Master's Reports - Open Dissertations, Master's Theses and Master's Reports 2008 The effect of demand,

More information

STUDY OF WATER DISTRIBUTION NETWORK USING EPANET

STUDY OF WATER DISTRIBUTION NETWORK USING EPANET STUDY OF WATER DISTRIBUTION NETWORK USING EPANET Darshan Mehta 1, Krunal Lakhani 2, Divy Patel 3, Govind Patel 4 Assistant Professor, Civil Engg. Dept., S.S.A.S.I.T, Surat, Gujarat, India 1 UG Student,

More information

Hydraulic Analysis Comparing Efficiency of One and Two Zone Pressure Water Systems

Hydraulic Analysis Comparing Efficiency of One and Two Zone Pressure Water Systems Hydraulic Analysis Comparing Efficiency of One and Two Zone Pressure Water Systems 1 Agenda: - Background - Objectives - Water Distribution System Overview - GIS and Hydraulic Modeling Relationship - Hydraulic

More information

RELIABILITY BASED OPTIMAL DESIGN OF A WATER DISTRIBUTION NETWORK FOR MUNICIPAL WATER SUPPLY

RELIABILITY BASED OPTIMAL DESIGN OF A WATER DISTRIBUTION NETWORK FOR MUNICIPAL WATER SUPPLY RELIABILITY BASED OPTIMAL DESIGN OF A WATER DISTRIBUTION NETWORK FOR MUNICIPAL WATER SUPPLY S.Chandramouli 1 and P.Malleswararao 2 1.Associate Professor, Department of Civil Engineering, GMRIT, Rajam,

More information

Simulation of Existing Water Distribution Network by using EPANET: A Case Study of Surat City

Simulation of Existing Water Distribution Network by using EPANET: A Case Study of Surat City GRD Journals Global Research and Development Journal for Engineering Recent Advances in Civil Engineering for Global Sustainability March 2016 e-issn: 2455-5703 Simulation of Existing Water Distribution

More information

ScienceDirect. Network analysis of water distribution system in rural areas using EPANET

ScienceDirect. Network analysis of water distribution system in rural areas using EPANET Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 119 (2015 ) 496 505 13th Computer Control for Water Industry Conference, CCWI 2015 Network analysis of water distribution system

More information

Available online at ScienceDirect. Procedia Engineering 186 (2017 )

Available online at   ScienceDirect. Procedia Engineering 186 (2017 ) Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 186 (2017 ) 193 201 XVIII International Conference on Water Distribution Systems Analysis, WDSA2016 Demand Estimation In Water

More information

Optimal Tank Design And Operation Strategy To Enhance Water Quality In Distribution Systems

Optimal Tank Design And Operation Strategy To Enhance Water Quality In Distribution Systems City University of New York (CUNY) CUNY Academic Works International Conference on Hydroinformatics 8-1-2014 Optimal Tank Design And Operation Strategy To Enhance Water Quality In Distribution Systems

More information

ACCEPTED VERSION American Society of Civil Engineers.

ACCEPTED VERSION American Society of Civil Engineers. ACCEPTED VERSION Wu, Wenyan; Maier, Holger R.; Simpson, Angus Ross Surplus power factor as a resilience measure for assessing hydraulic reliability in water transmission system optimization Journal of

More information

About Me. Overview. Seattle Regional Water System. Seattle Regional Water System. Water System Analysis and Design at Seattle Public Utilities

About Me. Overview. Seattle Regional Water System. Seattle Regional Water System. Water System Analysis and Design at Seattle Public Utilities About Me Water System Analysis and Design at Seattle Public Utilities Jon C. Ford, P.E. CEE 481 October 1, 8 Senior Civil Engineer, Seattle Public Utilities BSCE, Seattle University MSCE, University of

More information

ENGINEERING REPORT WATER SUPPLY

ENGINEERING REPORT WATER SUPPLY PROPOSED RESIDENTIAL DEVELOPMENT, CORAL SPRINGS TRELAWNY FCS #: 1124/76/C ENGINEERING REPORT WATER SUPPLY PREPARED FOR Gore Developments Limited 2c Braemar Ave, Kingston 10 FEBRUARY 2012 1 TABLE OF CONTENTS

More information

Research on pressure optimization effect of high level water tank by drinking water network hydraulic model

Research on pressure optimization effect of high level water tank by drinking water network hydraulic model Available online at www.sciencedirect.com Procedia Engineering 31 (2012) 958 966 International Conference on Advances in Computational Modeling and Simulation Research on pressure optimization effect of

More information

Optimization of the pumping station of the Milano water supply network with Genetic Algorithms

Optimization of the pumping station of the Milano water supply network with Genetic Algorithms Energy and Sustainability III 185 Optimization of the pumping station of the Milano water supply network with Genetic Algorithms S. Mambretti Wessex Institute of Technology, UK Abstract In the paper a

More information

CEE 371 Fall 2009 Design Problem 1 (work in teams of 3) DESIGN OF AMHERST TRANSMISSION MAIN

CEE 371 Fall 2009 Design Problem 1 (work in teams of 3) DESIGN OF AMHERST TRANSMISSION MAIN CEE 371 Fall 2009 Design Problem 1 (work in teams of 3) DESIGN OF AMHERST TRANSMISSION MAIN Background The drinking water sources for the Town of Amherst include two surface water (reservoir) supplies

More information

Multi-objective reliability based design of water distribution system

Multi-objective reliability based design of water distribution system Journal of Civil Engineering (IEB), 39 (1) (2011) 19-31 Multi-objective reliability based design of water distribution system R. Suja, N. Deepthi and J. Letha Department of Civil Engineering, College of

More information

To assess the prevailing Water Distribution Network using EPANET

To assess the prevailing Water Distribution Network using EPANET To assess the prevailing Water Distribution Network using EPANET Vipinkumar G Yadav 1, Darshan Mehta 2 Sahita I Waikhom 3 1 Assistant Professor, Civil Engineering Department, G.E.C, Rajkot, Gujarat, India

More information

Analysis of Continuous Water Distribution in Surat City using EPANET: A Case Study

Analysis of Continuous Water Distribution in Surat City using EPANET: A Case Study GRD Journals Global Research and Development Journal for Engineering Recent Advances in Civil Engineering for Global Sustainability March 2016 e-issn: 2455-5703 Analysis of Continuous Water Distribution

More information

Prof. M. S. Mohan Kumar and Usha Manohar Department of Civil Engineering and CiSTUP Indian Institute of Science - Bangalore

Prof. M. S. Mohan Kumar and Usha Manohar Department of Civil Engineering and CiSTUP Indian Institute of Science - Bangalore Water and Water Distribution Networks in Urban Areas Prof. M. S. Mohan Kumar and Usha Manohar Department of Civil Engineering and CiSTUP Indian Institute of Science - Bangalore Urban Water Supply Water

More information

EFFECTS OF PRESSURE DEPENDENT ANALYSIS ON QUALITY PERFORMANCE ASSESSMENT OF WATER DISTRIBUTION NETWORKS *

EFFECTS OF PRESSURE DEPENDENT ANALYSIS ON QUALITY PERFORMANCE ASSESSMENT OF WATER DISTRIBUTION NETWORKS * Iranian Journal of Science & Technology, Transaction B, Engineering, Vol. 3, No. B Printed in The Islamic Republic of Iran, 26 Shiraz University EFFECTS OF PRESSURE DEPENDENT ANALYSIS ON QUALITY PERFORMANCE

More information

Applying resilience indices for assessing the reliability of water distribution systems

Applying resilience indices for assessing the reliability of water distribution systems Water Utility Journal 3: 19-27, 2012. 2012 E.W. Publications Applying resilience indices for assessing the reliability of water distribution systems G. Tsakiris and M. Spiliotis National Technical University

More information

ScienceDirect. Numerical model of a district water distribution system in Bucharest. A.-M. Georgescu a, *, S. Perju a, S.-C. Georgescu b, A.

ScienceDirect. Numerical model of a district water distribution system in Bucharest. A.-M. Georgescu a, *, S. Perju a, S.-C. Georgescu b, A. Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 70 ( 2014 ) 707 714 12th International Conference on Computing and Control for the Water Industry, CCWI2013 Numerical model

More information

Water System Design by Optimization: Colorado Springs Utilities Case Studies. Istvan Lippai, Ph.D., P.E. 1

Water System Design by Optimization: Colorado Springs Utilities Case Studies. Istvan Lippai, Ph.D., P.E. 1 Water System Design by Optimization: Colorado Springs Utilities Case Studies Abstract Istvan Lippai, Ph.D., P.E. 1 Traditional water system master planning procedures have included designing water distribution

More information

PipelineNet: A GIS Based Water Quality Model for Distribution Systems

PipelineNet: A GIS Based Water Quality Model for Distribution Systems PipelineNet: A GIS Based Water Quality Model for Distribution Systems William B. Samuels, Ph.D Science Applications International Corporation Hazard Assessment and Simulation Division McLean, Virginia

More information

Hydraulic Analysis Comparing Efficiency of One and Two Zone Pressure Water Systems

Hydraulic Analysis Comparing Efficiency of One and Two Zone Pressure Water Systems Hydraulic Analysis Comparing Efficiency of One and Two Zone Pressure Water Systems 1 Ahmed Husain, PE MGIS Program Penn State University July 22, 2015 Energy Pressures Implementation Advisor Professor

More information

Accepted version American Society of Civil Engineers

Accepted version American Society of Civil Engineers Accepted version Angela Marchi and Angus R. Simpson Correction of the EPANET inaccuracy in computing the efficiency of variable speed pumps Journal of Water Resources Planning and Management, 2013; 139(4):456-459

More information

APPLICATIONS OF THE HYDRAULIC AND WATER QUALITY NETWORK SIMULATIONS

APPLICATIONS OF THE HYDRAULIC AND WATER QUALITY NETWORK SIMULATIONS U.P.B. Sci. Bull., Series C, Vol. 68, No. 1, 2006 APPLICATIONS OF THE HYDRAULIC AND WATER QUALITY NETWORK SIMULATIONS I. BISTRICEANU, Constanţa BISTRICEANU În lucrare se prezintă principiile de realizarea

More information

EPANET. Ivan Solinas

EPANET. Ivan Solinas EPANET Ivan Solinas agronomi@gmail.com The Irrigation Questions How to irrigate How much to irrigate When to Irrigate Pressurized pipe network What is EPANET EPANET is a computer program that performs

More information

Water Distribution Network Analysis of Bodditi Town by EPANET

Water Distribution Network Analysis of Bodditi Town by EPANET Water Distribution Network Analysis of Bodditi Town by EPANET Hailu Gisha 1* Abrham W/Mariam(PhD) 2 Brook Abate(PhD) 2 1 Lecturer, Hydraulic and Water Resources Engineering Department, Wolaita Soddo University,

More information

Prioritizing Water Distribution System Pipe Replacement Given Random Defects

Prioritizing Water Distribution System Pipe Replacement Given Random Defects Prioritizing Water Distribution System Pipe Replacement Given Random Defects Charles Scawthorn SPA Risk LLC and Visiting Researcher, Univ. California, Berkeley Professor of Infrastructure Risk Management

More information

Rehabilitation of a water distribution system with diffused water losses

Rehabilitation of a water distribution system with diffused water losses Water Resources Management V 259 Rehabilitation of a water distribution system with diffused water losses G. Festa 1, D. Verde 2 & R. Magini 3 1 Civil Engineer, Italy 2 AcquaLatina S.p.A, Italy 3 Department

More information

A Graphical Procedure for Sensor Placement Guidance for Small Utilities

A Graphical Procedure for Sensor Placement Guidance for Small Utilities A Graphical Procedure for Sensor Placement Guidance for Small Utilities Stacey Schal¹, L. Sebastian Bryson 2, Lindell Ormsbee³ 1 Research Assistant, Department of Civil Engineering, University of Kentucky,

More information

An Improved Framework for the Modelling and Optimisation of Greenhouse Gas Emissions Associated with Water Distribution Systems

An Improved Framework for the Modelling and Optimisation of Greenhouse Gas Emissions Associated with Water Distribution Systems International Congress on Environmental Modelling and Software Brigham Young University BYU ScholarsArchive 6th International Congress on Environmental Modelling and Software - Leipzig, Germany - July

More information

Available online at ScienceDirect. Procedia Engineering 119 (2015 )

Available online at   ScienceDirect. Procedia Engineering 119 (2015 ) Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 119 (2015 ) 973 983 13th Computer Control for Water Industry Conference, CCWI 2015 Determination of optimal location and settings

More information

Multiobjective optimization of water distribution systems accounting for economic cost, hydraulic reliability, and greenhouse gas emissions

Multiobjective optimization of water distribution systems accounting for economic cost, hydraulic reliability, and greenhouse gas emissions WATER RESOURCES RESEARCH, VOL. 49, 1211 1225, doi:10.1002/wrcr.20120, 2013 Multiobjective optimization of water distribution systems accounting for economic cost, hydraulic reliability, and greenhouse

More information

SAWEA Workshop 2010 Innovative Water and Wastewater Networks Presented by Greg Welch, AECOM

SAWEA Workshop 2010 Innovative Water and Wastewater Networks Presented by Greg Welch, AECOM SAWEA Workshop 2010 Innovative Water and Wastewater Networks Presented by Greg Welch, AECOM Basic Hydraulic Principles Open channel flow Closed conduit / pressurized flow systems Orifices, weirs and flumes

More information

Available online at ScienceDirect. Procedia Engineering 89 (2014 )

Available online at   ScienceDirect. Procedia Engineering 89 (2014 ) Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 89 (2014 ) 1136 1143 16th Conference on Water Distribution System Analysis, WDSA 2014 Design and performance of district metering

More information

Domestic Water Use and Piped Water Supply (PWS)

Domestic Water Use and Piped Water Supply (PWS) Domestic Water Use and Piped Water Supply (PWS) Om Damani (Adapting from the slides of Milind Sohoni, Pooja Prasad, and Puru Kulkarni) 2 3 4 5 6 7 8 9 10 11 Agenda Introduction to Piped water schemes (PWS)

More information

MICROPOLIS: A VIRTUAL CITY FOR WATER DISTRIBUTION SYSTEM RESEARCH APPLICATIONS. A Senior Scholars Thesis JACOB MANUEL TORRES

MICROPOLIS: A VIRTUAL CITY FOR WATER DISTRIBUTION SYSTEM RESEARCH APPLICATIONS. A Senior Scholars Thesis JACOB MANUEL TORRES MICROPOLIS: A VIRTUAL CITY FOR WATER DISTRIBUTION SYSTEM RESEARCH APPLICATIONS A Senior Scholars Thesis by JACOB MANUEL TORRES Submitted to the Office of Undergraduate Research Texas A&M University in

More information

THE EVOLUTION OF WATER DISTRIBUTION MODELS ABSTRACT

THE EVOLUTION OF WATER DISTRIBUTION MODELS ABSTRACT THE EVOLUTION OF WATER DISTRIBUTION MODELS Lindell E. Ormsbee, P.E., P.H., Ph.D., D.WRE, F.ASCE, F.EWRI Director, Kentucky Water Resources Research Institute University of Kentucky, 40506-0107 Lindell.ormsbee@uky.edu

More information

Detecting leak regions through model falsification

Detecting leak regions through model falsification Detecting leak regions through model falsification GAUDENZ MOSER AND IAN F.C. SMITH Applied Computing and Mechanics Laboratory (IMAC) School of Architecture, Civil and Environmental Engineering (ENAC)

More information

Multi-stage linear programming optimization for pump scheduling

Multi-stage linear programming optimization for pump scheduling Available online at www.sciencedirect.com Procedia Engineering 00 (2013) 000 000 www.elsevier.com/locate/procedia 12th International Conference on Computing and Control for the Water Industry, CCWI2013

More information

Energy Comparison between Tank Reservoir and Pumping Station System at Water Clean Network for Housing Complex

Energy Comparison between Tank Reservoir and Pumping Station System at Water Clean Network for Housing Complex Energy Comparison between Tank Reservoir and Pumping Station System at Water Clean Network for Housing Complex Tamrin 1 Senior Lecturer Department of Civil Engineer, Mulawarman University, Samarinda, Indonesia

More information

South Coast Water District 2017 Master Plan Updates

South Coast Water District 2017 Master Plan Updates South Coast Water District 2017 Master Plan Updates SCWD Sara Mathis, PE AECOM Henry Liang, PE Kelly McEnerney, EIT June 22, 2017 2017 Master Plan Update Presentation Outline Approach Potable Water System

More information

Optimizing the Design of Water Distribution Networks Using Mathematical Optimization

Optimizing the Design of Water Distribution Networks Using Mathematical Optimization Optimizing the Design of Water Distribution Networks Using Mathematical Optimization C. Bragalli, C. D Ambrosio, J. Lee, A. Lodi, and P. Toth 1 Introduction Decaying infrastructure in municipalities is

More information

The effect of future water demand reduction on WDS rehabilitation planning

The effect of future water demand reduction on WDS rehabilitation planning Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 00 (2014) 000 000 www.elsevier.com/locate/procedia 16th Conference on Water Distribution System Analysis, WDSA 2014 The effect

More information

Water supply pipe dimensioning using hydraulic power dissipation

Water supply pipe dimensioning using hydraulic power dissipation IOP Conference Series: Earth and Environmental Science PAPER OPEN ACCESS Water supply pipe dimensioning using hydraulic power dissipation To cite this article: J R Sreemathy et al 2017 IOP Conf. Ser.:

More information

Classification of Water Distribution Systems for Research Applications Steven Hoagland 1, Stacey Schal 2, Lindell Ormsbee 3, Sebastian Bryson 4

Classification of Water Distribution Systems for Research Applications Steven Hoagland 1, Stacey Schal 2, Lindell Ormsbee 3, Sebastian Bryson 4 Classification of Water Distribution Systems for Research Applications Steven Hoagland 1, Stacey Schal 2, Lindell Ormsbee 3, Sebastian Bryson 4 1 Graduate Student, Department of Civil Engineering, University

More information

Experimental Study of Hydraulic Modeling of Water Distribution Network with Pressure Driven Approach

Experimental Study of Hydraulic Modeling of Water Distribution Network with Pressure Driven Approach Experimental Study of Hydraulic Modeling of Water Distribution Network with Pressure Driven Approach Abhijeet Ghorpade 1, Deepali Vaidya 2 P.G. Student, Department of Civil Engineering, Sinhgad College

More information

Water supply components

Water supply components Water supply components Water sources structures (Dams, wells, reservoirs) Surface water Groundewater Pipelines from source Water treatment plant components Pumping stations Storage (elevated tanks) Distribution

More information

SCENARIO-BASED SIMULATION OF EXISTING WATER DISTRIBUTION NETWORK FOR KUET CAMPUS IN BANGLADESH

SCENARIO-BASED SIMULATION OF EXISTING WATER DISTRIBUTION NETWORK FOR KUET CAMPUS IN BANGLADESH Proceedings of the 3 rd International Conference on Civil Engineering for Sustainable Development, 12~14 February 2016, KUET, Khulna, Bangladesh (ISBN: 978-984-34-0265-3) SCENARIO-BASED SIMULATION OF EXISTING

More information

ADVANCED WATER DISTRIBUTION MODELING AND MANAGEMENT

ADVANCED WATER DISTRIBUTION MODELING AND MANAGEMENT H A E S T A D M E T H O D S ADVANCED WATER DISTRIBUTION MODELING AND MANAGEMENT F i r s t E d i t i o n Table of Contents Preface Continuing Education Units About the Software xv xix xxi Chapter 1 Introduction

More information

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY A PATH FOR HORIZING YOUR INNOVATIVE WORK SPECIAL ISSUE FOR NATIONAL LEVEL CONFERENCE "SUSTAINABLE TECHNOLOGIES IN CIVIL

More information

South Coast Water District 2016 Master Plan Updates

South Coast Water District 2016 Master Plan Updates South Coast Water District 2016 Master Plan Updates SCWD Sara Mathis, PE AECOM Henry Liang, PE Greg Bradshaw, PE Kelly McEnerney, EIT November 14, 2016 2016 Master Plan Update Presentation Outline Approach

More information

Multi-objective optimization of water distribution system using particle swarm optimization

Multi-objective optimization of water distribution system using particle swarm optimization IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE) e-issn: 2278-1684,p-ISSN: 2320-334X, Volume 12, Issue 6 Ver. I (Nov. - Dec. 2015), PP 21-28 www.iosrjournals.org Multi-objective optimization

More information

TABLE OF CONTENTS. 5 WATER SUPPLY 5-1 Sources of Supply TOC-1 City of Ontario Water Master Plan. R:Reports\Ontario\Water Master Plan

TABLE OF CONTENTS. 5 WATER SUPPLY 5-1 Sources of Supply TOC-1 City of Ontario Water Master Plan. R:Reports\Ontario\Water Master Plan Section Page 1 EXECUTIVE SUMMARY 1-1 Purpose... 1-1 1-2 Study Area... 1-1 1-3 Water Use... 1-2 1-4 Water Supply... 1-9 1-5 Existing System... 1-11 1-6 Service Criteria... 1-16 1-7 Hydraulic Model... 1-18

More information

The purpose of distribution system is to deliver water to consumer with appropriate quality, quantity and pressure. Distribution system is used to

The purpose of distribution system is to deliver water to consumer with appropriate quality, quantity and pressure. Distribution system is used to Water Distribution System INTRODUCTION The purpose of distribution system is to deliver water to consumer with appropriate quality, quantity and pressure. Distribution system is used to describe collectively

More information

Hydraulic Reliability Assessment and Optimal Rehabilitation/Upgrading Schedule for Water Distribution Systems

Hydraulic Reliability Assessment and Optimal Rehabilitation/Upgrading Schedule for Water Distribution Systems Applied Mathematics, 2016, 7, 2336-2353 http://www.scirp.org/journal/am ISSN Online: 2152-7393 ISSN Print: 2152-7385 Hydraulic Reliability Assessment and Optimal Rehabilitation/Upgrading Schedule for Water

More information

On-line hydraulic state prediction for water distribution systems

On-line hydraulic state prediction for water distribution systems On-line hydraulic state prediction for water distribution systems Ami Preis 1, Andrew Whittle 2 and Avi Ostfeld 3 1 Postdoctoral Associate, Center for Environmental Sensing and Modeling, MIT-SMART Center,

More information

Storage and pumping capacity analysis using hydraulic modeling

Storage and pumping capacity analysis using hydraulic modeling Storage and pumping capacity analysis using hydraulic modeling G. MacPherson City of Chilliwack, B.C., Canada W. de Schaetzen & S. Cripps GeoAdvice Inc., Vancouver, B.C., Canada ABSTRACT: This paper summarizes

More information

LAND USE CHANGE DETECTION BY SATELLITE IMAGES AND ITS APPLICATION ON PIPE LINES AGE AND WATER LOSS ESTIMATION

LAND USE CHANGE DETECTION BY SATELLITE IMAGES AND ITS APPLICATION ON PIPE LINES AGE AND WATER LOSS ESTIMATION LAND USE CHANGE DETECTION BY SATELLITE IMAGES AND ITS APPLICATION ON PIPE LINES AGE AND WATER LOSS ESTIMATION Gustavo AYALA T. 1, Makoto OKUMURA 2, Jinyoung KIM 3 1 Master Student, Dept. of Civil Eng.,

More information

Pumps and Pumping Stations

Pumps and Pumping Stations Pumps and Pumping Stations Pumps add energy to fluids and therefore are accounted for in the energy equation Energy required by the pump depends on: Discharge rate Resistance to flow (head that the pump

More information

Transient Flow Modeling and Verification of a 20-MGD Raw Water Conveyance System

Transient Flow Modeling and Verification of a 20-MGD Raw Water Conveyance System 14 Transient Flow Modeling and Verification of a 20-MGD Raw Water Conveyance System Srinivasan Sundaramoorthy Transient flow conditions in a closed pipe system refer to the change in steady-state conditions

More information

EXAMPLE SHEET FOR TOPIC 2 AUTUMN Q1. What is the significance of the Reynolds number Re for the flow of fluid in a circular pipe?

EXAMPLE SHEET FOR TOPIC 2 AUTUMN Q1. What is the significance of the Reynolds number Re for the flow of fluid in a circular pipe? EXMPLE SHEET FOR TOPI 2 UTUMN 2013 Q1. What is the significance of the Reynolds number Re for the flow of fluid in a circular pipe? If the friction factor for a pipe is given by λ = 64/Re for laminar flow,

More information

Division method for water distribution networks in hilly areas

Division method for water distribution networks in hilly areas 727 IWA Publishing 2016 Water Science & Technology: Water Supply 16.3 2016 Division method for water distribution networks in hilly areas Tao Tao, Jiada Li, Kunlun Xin, Peng Liu and Xiaolan Xiong ABSTRACT

More information

Rule-based Decision Support System For Sensor Deployment In Drinking Water Networks

Rule-based Decision Support System For Sensor Deployment In Drinking Water Networks University of Central Florida Electronic Theses and Dissertations Masters Thesis (Open Access) Rule-based Decision Support System For Sensor Deployment In Drinking Water Networks 2011 Natthaphon Prapinpongsanone

More information

Pump schedules optimisation with pressure aspects in complex large-scale water distribution systems

Pump schedules optimisation with pressure aspects in complex large-scale water distribution systems Drink. Water Eng. Sci., 7, 53 62, 2014 doi:10.5194/dwes-7-53-2014 Author(s) 2014. CC Attribution 3.0 License. Pump schedules optimisation with pressure aspects in complex large-scale water distribution

More information

Online modelling of water distribution systems: a UK case study. J. Machell, S. R. Mounce, and J. B. Boxall

Online modelling of water distribution systems: a UK case study. J. Machell, S. R. Mounce, and J. B. Boxall Open Access Proceedings Author(s) 2010. This work is distributed under the Creative Commons Attribution 3.0 License. Drinking Water Engineering and Science Open Access Online modelling of water distribution

More information

Rational Design of Urban Water Supply and Distribution Systems

Rational Design of Urban Water Supply and Distribution Systems Water Utility Journal 8: 5-16, 2014. 2014 E.W. Publications Rational Design of Urban Water Supply and Distribution Systems G. Tsakiris Centre for the Assessment of Natural Hazards and Proactive Planning

More information

Analysis of 24 7 Water Distribution Network of Gabbur zone in Hubballi city, Karnataka state, India using EPANET software.

Analysis of 24 7 Water Distribution Network of Gabbur zone in Hubballi city, Karnataka state, India using EPANET software. Analysis of 24 7 Water Distribution Network of Gabbur zone in Hubballi city, Karnataka state, India using EPANET software. Shivaprasad G. Jumanalmath 1, Anand V. Shivapur 2 1 Student, Department of Water

More information

INTEGRATION OF GIS WITH HYDRAULIC TRANSIENT MODELING: EXPLORING BENEFITS, APPLICATIONS AND IMPACT ON MODEL SKELETONIZATION

INTEGRATION OF GIS WITH HYDRAULIC TRANSIENT MODELING: EXPLORING BENEFITS, APPLICATIONS AND IMPACT ON MODEL SKELETONIZATION INTEGRATION OF GIS WITH HYDRAULIC TRANSIENT MODELING: EXPLORING BENEFITS, APPLICATIONS AND IMPACT ON MODEL SKELETONIZATION BongSeog Jung 1, Paul Boulos 2 1 Tebodin Middle East Ltd., UAE 2 Innovyze Inc.,

More information

SYSTEM ID: KY 10 NARRATIVE DESCRIPTION

SYSTEM ID: KY 10 NARRATIVE DESCRIPTION SYSTEM ID: KY 10 NARRATIVE DESCRIPTION KY 10 is primarily a branched system in Kentucky with the following assets: 13 Tanks, 13 Pumps, 1 Water Treatment Plant, and approximately 1353879 feet of pipe. KY

More information

CITY OF SASKATOON DESIGN AND DEVELOPMENT STANDARDS MANUAL SECTION FOUR WATER DISTRIBUTION SYSTEM

CITY OF SASKATOON DESIGN AND DEVELOPMENT STANDARDS MANUAL SECTION FOUR WATER DISTRIBUTION SYSTEM CITY OF SASKATOON DESIGN AND DEVELOPMENT STANDARDS MANUAL SECTION FOUR WATER DISTRIBUTION SYSTEM 2018 TABLE OF CONTENTS Section Four Water Distribution System SECTION PAGE NUMBER 1. Objective...1 2. Submissions

More information

Irrigation network design and reconstruction and its analysis by simulation model

Irrigation network design and reconstruction and its analysis by simulation model SSP - JOURNAL OF CIVIL ENGINEERING Vol. 9, Issue 1, 2014 DOI: 10.2478/sspjce-2014-0001 Irrigation network design and reconstruction and its analysis by simulation model Milan Čistý, Zbynek Bajtek, Anna

More information

SYSTEM ID: KY 3 NARRATIVE DESCRIPTION

SYSTEM ID: KY 3 NARRATIVE DESCRIPTION SYSTEM ID: KY 3 NARRATIVE DESCRIPTION KY 3 is primarily a grid system in Kentucky with the following assets: 3 Tanks, 5 Pumps, 1 Water Treatment Plant, and approximately 277,022 feet of pipe. KY 3 provides

More information

Section 7 Hydraulic Model Development and Evaluation Criteria

Section 7 Hydraulic Model Development and Evaluation Criteria Section 7 Hydraulic Model Development and Evaluation Criteria The hydraulic evaluation conducted to develop this master plan was performed using a computer model of the reclaimed water distribution system.

More information

Importance of demand modelling in network water quality models: a review

Importance of demand modelling in network water quality models: a review Drink. Water Eng. Sci. Discuss., 1, 1, 08 www.drink-water-eng-sci-discuss.net/1/1/08/ Author(s) 08. This work is distributed under the Creative Commons Attribution 3.0 License. Drinking Water Engineering

More information

Task 5. Christopher Mack Zack Kaldy MET 330 Fluid Mechanics November 8, Purpose

Task 5. Christopher Mack Zack Kaldy MET 330 Fluid Mechanics November 8, Purpose Purpose Task 5 Christopher Mack Zack Kaldy MET 330 Fluid Mechanics November 8, 2015 For the fifth task of this project we are asked to specify the layout of the piping system, the material type and sizes

More information

Determining Optimal Discharge and Optimal Penstock Diameter in Water Turbines

Determining Optimal Discharge and Optimal Penstock Diameter in Water Turbines Utah State University DigitalCommons@USU International Symposium on Hydraulic Structures Jun 9th, 1:30 PM - 3:30 PM Determining Optimal Discharge and Optimal Penstock Diameter in Water Turbines Arturo

More information

SYSTEM ID: New York Tunnels System

SYSTEM ID: New York Tunnels System SYSTEM ID: New York Tunnels System NARRATIVE DESCRIPTION The New York Tunnels System represents the major water supply transmission tunnels for the City of New York in 1969. The system consists of 1 reservoir

More information

Spokane Valley-Rathdrum Prairie Aquifer Storage and Recovery for Summer Flow Augmentation

Spokane Valley-Rathdrum Prairie Aquifer Storage and Recovery for Summer Flow Augmentation Spokane Valley-Rathdrum Prairie Aquifer Storage and Recovery for Summer Flow Augmentation Dr. Michael Barber 1, Mr. Colt Shelton 2, Mr. Matt McDonald 2, Dr. Akram Hossain 3, Dr. Cara Poor 1 1 State of

More information

ABSTRACT INTRODUCTION

ABSTRACT INTRODUCTION SIMULATION AND FUTURISTIC PLANNING OF WATER PIPE NETWORK SYSTEM OF A SEMI-URBAN HILLY AREA USING EPANET Bhaskar Bhattacharjee1, Jayanta Nag1, Samarendra Singh1, M. Chandrasekaran, Shibayan Sarkar#3 1North

More information

INTERNATIONAL JOURNAL OF CIVIL ENGINEERING AND TECHNOLOGY (IJCIET)

INTERNATIONAL JOURNAL OF CIVIL ENGINEERING AND TECHNOLOGY (IJCIET) INTERNATIONAL JOURNAL OF CIVIL ENGINEERING AND TECHNOLOGY (IJCIET) International Journal of Civil Engineering and Technology (IJCIET), ISSN 0976 6308 (Print), ISSN 0976 6308 (Print) ISSN 0976 6316(Online)

More information

Leila Talebi and Robert Pitt. Department of Civil, Construction, and Environmental Engineering, The University of Alabama, P.O. Box , Tuscaloosa

Leila Talebi and Robert Pitt. Department of Civil, Construction, and Environmental Engineering, The University of Alabama, P.O. Box , Tuscaloosa Leila Talebi and Robert Pitt Department of Civil, Construction, and Environmental Engineering, The University of Alabama, P.O. Box 870205, Tuscaloosa May 2012 Global consumption of water increases every

More information

Hydraulic Simulation of Existing Water Distribution System using EPANET at Dire Dawa City, Ethiopia

Hydraulic Simulation of Existing Water Distribution System using EPANET at Dire Dawa City, Ethiopia Indian Journal of Science and Technology, Vol 9(S(1)), DOI: 10.17485/ijst/2016/v9iS1/106859, December 2016 ISSN (Print) : 0974-6846 ISSN (Online) : 0974-5645 Hydraulic Simulation of Existing Water Distribution

More information

Using SWMM 5 to Develop Wet Weather Operating Strategies in a Large Sewer System

Using SWMM 5 to Develop Wet Weather Operating Strategies in a Large Sewer System 15 Using SWMM 5 to Develop Wet Weather Operating Strategies in a Large Sewer System Mi Chen, Fang Cheng, Edward Burgess, Gregory Barden, Hunter Kelly and Timothy Fallara The City of Columbus wastewater

More information

Multi-objective Sensor Placements with Improved Water Quality Models in a Network with Multiple Junctions

Multi-objective Sensor Placements with Improved Water Quality Models in a Network with Multiple Junctions 451 Multi-objective Sensor Placements with Improved Water Quality Models in a Network with Multiple Junctions R.G. Austin 1, C. Y. Choi 1, A. Preis 2, A. Ostfeld 3, and K. Lansey 4 1 Department of Agricultural

More information

Embedded Energy in Water Studies Study 1: Statewide and Regional Water-Energy Relationship

Embedded Energy in Water Studies Study 1: Statewide and Regional Water-Energy Relationship Embedded Energy in Water Studies Study 1: Statewide and Regional Water-Energy Relationship Prepared by GEI Consultants/Navigant Consulting, Inc. Prepared for the California Public Utilities Commission

More information

Session 2 Pump Selection. Mark Markham, P.E. Gresham, Smith and Partners September 14, 2017

Session 2 Pump Selection. Mark Markham, P.E. Gresham, Smith and Partners September 14, 2017 Session 2 Pump Selection Mark Markham, P.E. Gresham, Smith and Partners September 14, 2017 Quick Refresh System Curves graphically show the relationship between flow rates and associated total dynamic

More information

21 st Century Management Solutions for Water Supply and Demand

21 st Century Management Solutions for Water Supply and Demand 21 st Century Management Solutions for Water Supply and Demand AWRA Annual Conference November 9, 2017 Bill Szafranski Roger Wolvington Abstract Water supply planning in the Western US is critical for

More information

Salinity TMDL Development and Modeling in the Otter Creek Watershed. Erik Makus DEQ Hydrologist June 6, 2013

Salinity TMDL Development and Modeling in the Otter Creek Watershed. Erik Makus DEQ Hydrologist June 6, 2013 Salinity TMDL Development and Modeling in the Otter Creek Watershed 1 Erik Makus DEQ Hydrologist June 6, 2013 Outline for Today: Otter Creek and the Tongue River Previous salinity modeling efforts Existing

More information

COPING WITH RISK AND UNCERTAINTY IN URBAN WATER INFRASTRUCTURE REHABILITATION PLANNING. Dragan A. SAVIC

COPING WITH RISK AND UNCERTAINTY IN URBAN WATER INFRASTRUCTURE REHABILITATION PLANNING. Dragan A. SAVIC D. SAVIC - Coping with Risk and Uncertainty in Urban Water Infrastructure Rehabilitation Planning COPING WITH RISK AND UNCERTAINTY IN URBAN WATER INFRASTRUCTURE REHABILITATION PLANNING Dragan A. SAVIC

More information

A Method for On-Going Commissioning of VRV Package Systems Using a. Simulation Model

A Method for On-Going Commissioning of VRV Package Systems Using a. Simulation Model A Method for On-Going Commissioning of VRV Package Systems Using a Simulation Model Motoi Yamaha Ken Sekiyama Shinya Misaki Associate Professor Graduate Student Chubu University Chubu University Sunloft

More information

RE-DESIGN OF WATER DISTRIBUTION NETWORKS USING HYBRID OPTIMIZATION

RE-DESIGN OF WATER DISTRIBUTION NETWORKS USING HYBRID OPTIMIZATION RE-DESIGN OF WATER DISTRIBUTION NETWORKS USING HYBRID OPTIMIZATION Giada FERRARI *, Gianfranco BECCIU * Keywords: Water Distribution Network Design, DMAs, Graph Partitioning, Hybrid Optimization, Multiple

More information

Optimal Calibration Method for Water Distribution Water Quality Model

Optimal Calibration Method for Water Distribution Water Quality Model Optimal Calibration Method for Water Distribution Water Quality Model QUERY SHEET 0 Journal of Environmental Science and Health Part A, 41:1 16, 2006 Copyright C Taylor & Francis Group, LLC ISSN: 1093-4529

More information

International Journal of Scientific & Engineering Research, Volume 4, Issue 7, July ISSN

International Journal of Scientific & Engineering Research, Volume 4, Issue 7, July ISSN International Journal of Scientific & Engineering Research, Volume 4, Issue 7, July-2013 847 Genetically Optimised Design Of Irrigation System Network Using Epanet As A Tool 1 Ms. Shikha Arora - PG student

More information

WATER loss occurs in all distribution systems, even

WATER loss occurs in all distribution systems, even Effect of Pipe Materials on BLE using Graph-Based Integrated Hydraulic Model Kazeem B. Adedeji, Member, IAENG, Yskandar Hamam, Member, IAENG, Bolanle T. Abe, Member, IAENG, and Adnan M. Abu-Mahfouz Abstract

More information

Presented by June 10 & 11,

Presented by June 10 & 11, Presented by June 10 & 11, 2014 1 Agenda Introduction of the issue Video PWD/SFPUC case studies Saipan Case Study Cincinnati Case Study Policy Considerations 2 Acknowledgement U.S. Bureau of Reclamation

More information

DIRECTIONAL-BORE GROUND SOURCE HEAT PUMP FIELD REPORT

DIRECTIONAL-BORE GROUND SOURCE HEAT PUMP FIELD REPORT PROJECT REPORT DIRECTIONAL-BORE GROUND SOURCE HEAT PUMP FIELD REPORT Rio Mondego, California August 214 WESTERN COOLING EFFICIENCY CENTER PREPARED FOR: Bruce Baccei Project Manager Sacramento Municipal

More information

Facilities Development Manual

Facilities Development Manual State of Wisconsin Department of Transportation Facilities Development Manual ORIGINATOR Director, Bureau of Highway Development PROCEDURE 13-25-35 CHAPTER 13 Drainage SECTION 25 Storm Sewer Design SUBJECT

More information

Role of Emerging Technologies for Energy Challenges in India

Role of Emerging Technologies for Energy Challenges in India Role of Emerging Technologies for Energy Challenges in India Dr. Rahul Walawalkar CEM, CDSM, CSDP Vice President, Emerging Tech & Markets, Customized Energy Solutions Customized Energy Solutions Ltd. 1528

More information