Methods for Estimating Inflow and Infiltration into Sanitary Sewers

Size: px
Start display at page:

Download "Methods for Estimating Inflow and Infiltration into Sanitary Sewers"

Transcription

1 CHAPTER17 Methods for Estmatng Inflow and Infltraton nto Santary Sewers Davd Crawford, Paul Eckley and Edwn Per Excessve nflow and nfltraton durng wet weather perods nto capactyconstraned sewer systems cause santary sewer overflows (SSOs). The two major components of wet weather flow are nflow and nfltraton, and arc the man factors found n santary sewer evaluaton studes (SSES) or nflow/ nfltraton (III) studes. Control and reducton of nflow and nfltraton drectly relates to effectve controls for SSOs. The nteracton and relatve proportons of nflow and nfltraton determne the extent, effectveness and cost of control measures. Usually, control of drect nflow s the frst source pursued, wth the nfltraton component ether lumped nto part of the nflow as an mmedate response, or neglected because of the domnance of peak flow rates nduced by nflow. The peak flow rate, as compared to sustaned elevated flows from nfltraton, s usually the sought-after result n SSES or III studes. Successful and accurate estmates of both ranfall-derved nflow and sustaned flmvs from ranfall-derved nfltraton are therefore the prme determnants ofthe effectveness and cost of the controls. The objectve of ths chapter s to summarze and provde some crtque of C01l\1\0\'\ 't'\0\v -pm)ect\on met\1odo\oges, \)artcu\arly methods that\)red\ct ranfallderved nflo~v and nfltraton or ranfall-derved nflow/ nfltraton (RDH). A summary ofthe most common methodologes s ncluded. Space lmtaton precludes ste by ste comparsons of each technque, even f project objectves (and fundng) allowed such comparsons to be made. Crawford, D., P.L. Eckley and E. Per "Methods for Estmatng Inflow and Infltraton nto Santary Sewers." Journal of Water Management Modelng R do: I /JWMM.R CHI ISSN: (Formerly n New Applcatons n Modelng Urban Water Systems. ISBN: ) 299

2 300 Estmatng Inflow and Infltraton nto Santary Sewers The chapter wll nclude dscusson ofthe approach used n two communtes, one of medum sze (populaton 160,000) and one large (800,000). Both communtes have examples of vared nfrastructure age and condtons, and clmatc dfferences that affect nflow or nfltraton predcton. The two commun.tes have large captal mprovement programs that are sgnt1cantly mpacted by the qualty and accuracy of flow estmates of desgn stonn flows. Desgn flows are estmated for current flow condtons as well as for future basn condtons wth growth projectons and nfrastructure mprovements. Infrastructure mprovements n general and specfc to Salem, Oregon and Honolulu, Hawa are to reduce nflow and nfltraton, normal lte cycle system mantenance, or to enlarge sewer system capacty Santary Sewer Flow Components Any effectve technque for estmatng wet weather nflow or nfltraton must recognze the dfferng sources of water n a se\ver system and be able to ndvdually estmate or combne the components when producng wet weather flow estmates. A typcal segregaton of sewage flow can be made nto the followng components and as shown n Fgure 17.1 [note: 1 mllon gallons per day (mgd) equvalent to cubc meters per second (m 3 /s)] Typcal Flow Component. Flow Mantor. ADS18 Rajn Gage: 002. ~ 0.00 I t I t 0.30 I ~ _ ~ O.50~ ~ 0.60 '" \ ; ,...._... _._-"" '24~' Fgure 11.1 Typca flow components n santary sewers.

3 (ADF): Base th)m communty's domestc, commercal and ndustral customers, the everyday sewerage generated by the communty. Ths flow usually has a dumal wth a normal peak occurrng n the mornng wake-up tme, sometmes another peak occurs n the afternoon and a low flow durng the nght and early mornng hours. Industral and commercal components would follow workday patterns. The dfference between the montor flow and ADF at the start of Fgure 17.1 s due to resdua! nfltraton from prevous ranfall. Groundv/ater: Sewer flow usually assocated wth seasonal changes n base nfltraton to the system but not as a result of mmedate wet perods. long cyclc change n ground water levels due to seasonal ranfall patterns has the greatest nfluence on ground water flow. Ppe condton and relatve elevaton between the ppes and ground water level also affect ground water flow. Inflow: Usually an mmedate and notceable rse n sewer flow as a drect response to ranfall. There s usually a short tme Jag between tme of ranfall and observed sharp rse n flow response. Inflow s dependent upon antecedent condtons, the condton of the sewer system partcularly lateral connectons and the number of drect hydraulc connectons. o Infltraton: Response to ranfall. Typcally a slower response to ranfall that can buld wth tme as ranfall contnues and may last for several days after ranfall stops. Infltraton s dependent upon antecedent condtons, ppe condtons and sol characterstcs. Common methods for estmatng the components of sewer system flow usually perform the followng determnatons and consder the varous effects mentoned above: Determnatons of dry weather flow and ground water nfltraton. Detennnaton of flow rates for nflow and nfltraton. Determnaton of hydrograph shape or constant peak rates. Incluson of effects of antecedent condtons. Evaluaton of possble changes to nflow and nfltraton components due to remedaton projects Evaluaton of Flow Methodologes Many methods have been used to develop flow estmates nto sewer systems. It s common to develop extensve data and processes to estmate dry weather flows and dumal patterns and only cursory data and sngle value estmates of wet weather 11ow. Data on basn areas, and populaton are collected and to accurate estmates of daly

4 302 Estmatng Inflow and Infltraton nto Santary Sewers flow rates. Durnal patterns or daly peakng factors are also developed and appled to dry weather flow to produce a peak dry weather flow rate. On top of ths flow s usually appled a constant peak wet weather flow reated to a basn's sze, total populaton or populaton equvalent. The relatve levels of effort expended f! developng dry weather flows versus \-vet flows are often n reverse tlyotlort.on to tne 'PeaK fow genemteu b'j t\\e t\\lcl c\m\\1\me\\\~.1'n\'b!,)n.~\\ results n conservatve peak flow rates, uncertanty or total 110ws and greatly affects the szng of sewers and SSO control Obvously t s more dffcult to develop wet weather flows that are a result of spatal and tme varyng ranfall over the sewered basn. The followng therefore provdes a summary of common methods for estmatng wet weather flow n sewerage systems Constant Unt Rate Components ofrdu can be estmated as a constant unt rate based on se\vered basn (sewershed) characterstcs. Unt rates are dependent on many varables and often vary sgnfcantly from sewershed to sewershed. Most communtes however have peak nflow nfltraton rates ncorporated desgn manuals. The desgn manual specfes the unt flow rate, usually as a rate per acre,!()r new or exstng development. Some common assumptons for constant rates are the projecton of peak f10w rates recorded at the wastewater treatment plant to other parts of the system based on basn area or length and dameter n the basn. RDn from large areas should be based on ndependent varables such as sewershed area (gallons per acre), land use (gallons per acre of specfc land use), populaton (gallons per capta), and ppe length (gallons per foot of ppe). Small areas can be fui1her refned such that the ndependent varables nclude characterstcs related to system defects (leaky manholes, poor ppe condtons, etc.) and to other characterstcs such as ppe materal and age, roof dran connectons, back-fll materal, and constructon practces Percentage of Ranfall Volume (R-Value) The rato, n percent, between the volume of wet weather flow at a montorng locaton and the ranfall volume that falls on the sewershed area served by the montor s defned as the R-value. To compute the R-value, average base flow and ground water flow components are frst determned by analyzng metered data for extended dry perods. Wet-weather RDU s then detennned by subtrac:tng the average base flow and ground water components from metered data for typcal duraton wet perods. The volume ofrdh for sgnfcant (typcally events wth greater one nch - 25 mm - s data and dvded storm.s. the ranfall volume to

5 I? 2 E.. 'aluaton lvfethodologes 303 Addtonal analyss s usually carred out to determne approxmate hydrograph shape for the tme ncrement ofthe ranfall or desgn storm selected. A trangular hydrograph shape s typcally used. The hydro graph shape determnes the tme to peak nflow and the tme for flows to recede or the recesson of flow atter ranfall ends. Each tme perod trangular hydrograph s supermposed wth the other hydrographs to produce the desgn storm hydrograph for the total storm event duraton. Under deal condtons the R-values would measure the response of the sewershed to ranfall events and are therefore dependent upon antecedent condtons. Both the amounts of nflow and nfltraton wll be affected by the condton of antecedent sol mosture. Ranfall varaton across the basn and uncelantes n measurng flow and ran are two examples that make condtons Jess than deal. The assumpton of dry weather and ground water flows can also greatly affect estmaton of the R-value. Fgure 17.2 shows a seres of storm events. Often seasonal envelope curves are developed to represent wet or dry antecedent condtons. Fgure 17.2 llustrates wet and dry envelope curves drawn to enclose the hgh and low extremes. For desgn purposes an upper bound or envelope curve for R-value s determned based on a plot of all recorded or selected R-values. The ranfall desgn storm volume and duraton s determned from ranfall frequency analyss. The correspondng desgn storm flow volume s selected from the upper bound R-value for the desgn ranfall amount. The desgn storm volume s combned wth the assumed hydrograph shape to determne the wet weather nflow l - -"-!..!IJYCoMhon EnvelfJPel3~ l.... ) I 1--.._._ , ~ _ _...J Ranfall + Snowmelt Volume {lncms} Fgure 17.2 'R' Factor determnaton... ; I

6 304 Estmatng Inflow and Infltraton nto Santary Sewers hydrograph for that pont n the system. The total hydrograph s the sum of the wet weather hydrograph, the usually assumed constant ground water flow and the durnal dry weather flow Predctve Equatons Based on Ranfall and Flow Regresson The ranfall and flow multple regresson method uses observed ranfall and flow to derve a relatonshp between ranfall and ROIL Ths relatonshp s then used to estmate ROn flows for other ranfall perods of nterest or for a desgn stann wth gven volume and duraton. Because ranfall response wll vary wth antecedent condtons, t s necessary to develop separate equatons to represent summer and wnter condtons. The equatons can be adjusted to ft both the nflow peak and recesson lmbs ofthe sewer flow hydrograph. The general form of the equaton relates tme perod ranfall to the wet weather response, such a..<;: where: wet weather response n cfs or mgd seres of coeffcents produced from regresson analyss, and ranfall values correspondng to the tme perods selected durng the regresson analyss. A graph showng the 'creaton' oftheregresson equatons s gven n Fgure Fgure 17.3 shows the durnal pattern and daly flow pattern. Ths pattern oftlow s selected from montor data (durng dry weather) and appled consstently across the tme perod. The wet weather flow s added to the assumed dry weather flow for each tme step (usually one hour) to reconsttute the total wet weather flow at the montor ste. The regresson equaton s gven at the bottom of Fgure 17.3 and shows the coeffcents and tme ntervals used to determne the ranfall to wet weather response relatonshp. For ths montor locaton, tme ntervals rangng from 1 hour to 168 hours have been used wth 360 hours not used (hence the zero coeffcent). The process developed to create the relaton w shps can be easly modfed to change the tme ntervals or drop tme perods from the regresson. Good data s obvously a prerequste for a successful regresson. Fgure 17.4 shows the extenson of the regresson analyss to other tme perods. Average dry weather flow pattern s agan assumed to be consstent across the tme perod wth wet weather response estmated from ranfall data appled through the regresson equaton for the montor ste (Cra\vford Engneer- Assocates, 1997).

7 30S r ( fu!o 7, ::::L-----~ ~ ~----!---.. ft~~ ~~ Equ~w.:m C$~~1't flow M""IQr. AOB1S Ran Gogo: RG2 -'!f'"""""-"---' J: f.ZBJ94 12Jl(Y94 Equatun: RDB n O,SO", h' -} 2.03"'3 hj' "0 hr *12 hr "24 hr ~ 1.7$ 48 hr -+ O.82*9G hr + O.13~166 hr "360 ht Fgure 17.3 Regresson tlow compared to montored flow r Q,OO I f 0,10 10,20 I I -1 I 0.40 _ I ~.l 0,50' ' I :! "I 060~... -I 0,70 "',1 t Regresson Equmon Calbraton fow Montor: AOS18 Ran Gage: RG2 ':: rl-r~'l1nr'it--'-' , -'f l"' 0.00 '6".. '" ~ ~ G -~ , _j_ O.lO OAO.. ~ 0.50 :? J!,~ 0.60 It: ;t~:c 1.00 ~ ~""-. -"-----""---~--~--~------'''''-'''---'--~----~-----'.~ ~ ~.l,do 12/ HS4 12/24.'94 12/31/94 EqtltMlOrr RDU '" :: hr + 2.U3<3 hr hr "12 hr *24 hr ~4S hr... O.f2~!#"0 hr rof 1- O,()OV36Q hr Fgure 17.4 Applcaton of ranfall- wet weather flow to other tme perods.

8 306 Estmatng Inflow and Infltraton nto Santary Se'wers The uncertanty n applyng a pont ranfall record to an area and the accuracy of the montor data all tend to cause the engneer to select the tme perods that produce the' best ft' curve to the observed data. I n other words vsual judgements rather that rgorous statstcal applcaton are appled. The sholter duraton tme ntervals of the regresson help the model express the amount of mmedate nflow whhe the \ongert.mcs her) model the nf\\ttatkm that can occur when ranfall stops. The former selected to match peak flows and the latter the recesson of flow. Other examples of regresson applcatons n waste\vater analyss can be found n Berthouex and Box (1996) Other technques Obvously there are many other methods and technques avalable to produce relable and approprate wet weather flow hydrographs. Several other technques are summarzed below. The nature of the study area and the objectves of the study should be consdered n applyng approxmate or other methods, partcularly methods that are not verfed aganst sewer flow Percentage a/streamflow: 'Streamflow can be a relable predctor of RDII because the combnatons of hydrologc condtons that ncrease streamflow are smlar to those that mpact RDH enterng a sewer system. A relatonshp s developed between sewer flow montorng data and streamflow data. The relatonshp s used to provde flow estmates n non-montored basns but wth adjacent streamflow data. In applyng ths relatonshp t s assumed that the sewer system condtons where the relatonshp s beng appled consstent wth condtons n the montored sewershed areas. Unt Hydrograph: Unt hydrograph theory can be appled to sewer system montor data just as n other hydrologc analyss. The unt hydrograph method assumes that RDII responds to ranfall volume and duraton n the same manner as stormwater runoff and that the shape of an RDH hydro graph s a functon of basn characterstcs. Basc assumptons of the method are: that the tme duraton ofrdh hydrographs attrbutable to ranfall of a specfc duraton are constant and the peak flow s proportonal to the volume of ranfall. Based on these assumptons, unt hydro graphs for RDII can be developed and calbrated aganst montorng data. Several unt hydrographs may be necessary to represent the separate components contrbutng to the RDII hydrograph (nflow and nfltraton) and adequatejy represent the hydrograph shape. The resultng unt hydrograph can be scaled n proporton to a ranfall of desred ntensty and duraton to produce an RDH response hydrograph.

9 17.3 Technques used n Salem and Cty and County (?lhonoulu 307 \I Probablstc: The probablstc method s a frequency analyss peak ROIl flows and s smlar to classcal hydrologc frequency analyss for extreme events such as floods or peak ranfall events. The method can be appled to ether sewer flow rates or event volumes. To apply the method, the peak value (rate or volume) s dentfed for each month n a perod of record that covers a representatve perod of wet and dry seasons. A statstcal analyss s performed to determne recurrence ntervals for each of these flows. The peak flows are ranked and plotted on log-probablty paper. Values for varous recurrence ntervals can be determned f'om the graph. Unlke some other methods that strve to derve RDn as some functon of ranfall, the product of a probablstc analyss s a relatonshp of sewer flow to recurrence nterval. Greaterdscusson ofths (and the many other technques mentoned heren) would volate the space allotment for ths chapter ROll as a part of Commercal Hydraulc Software There are numerous hydrology/hydraulcs software packages that are wdely used n the ndustry. These nclude XPSWMM, Mouse, Hydro Works and Hydra. All ofthe packages nclude methods (wth varous levels of detal and sophstcaton) for generatng dry weather flows and wet weather nflow and nfltraton. Detaled revew oftne methods ofthe commercal packages s beyond the scope of ths chapter. In most cases the packages rely on standard ranfall runoff prncples that consder hydraulcally connected area, nfltraton and ground water to sewer flow nteractons to produce wet weather!low. Dry weather flows are estmated through assumptons on unt flow rates and populaton estmated and equvalents. Most also allow mport of externally determned flows. Input of externally generated flows to hydraulc model systems s a common practce n SSO and SSES studes. Combned sewer overflow studes usually nclude watershed evaluaton to determne stomlwater runoff (such as wth the S\VMM RUNOFF block). In many cases one ofthe technques outlned above s used to nput the contrbuton f'om santary or separated areas that contrbute flow to a combned sewer system Technques used Honolulu Salem and Cty and County of The dscusson of the technques and some of the observaton of use and results obtaned from applyng the flow estmates to the two systems can only provde a cursory overvew and some salent observatons. Much work has been

10 308!.stmatng h?flow and If?ltraton nto Santary Servers performed n collectng and analyzng data, evaluatng alternatve flow methodologes, and assessng the flow-related mpacts to the two collecton systems of the Cty of Salem, Oregon (Salem) and the Cty and County of Honolulu, Hawa (CCH). Salem has a current populaton of about 160,000 and CCH serves a total populaton 1,000,000. The ntent ofthe sttldes should be consdered when applyng ~md as~essng approprate now estmaton methods. No sngle method s perfect; f the flo\,1 methodology s selected wth the objectves ofthe study clearly n mnd and the degree of conservatsm nherent n the method understood then results produced wll usually be acceptable. The dscusson gven below s not a crtque of the work performed by the many people and companes that have been nvolved wth the varous studes. The studes for Salem and CCH contan many common elements. These nclude: Recognton of the need to montor datu throughout the system. The montor data conssts of both permanent montor locatons, for long term evauaton of the collecton system performance and temporary gages that are used to determne and solate basn t1mvs. The latter gages move around the system to 'fnd' the leakest sub-basns and to assess the success of remedaton projects. Flows throughout the systems can be extreme. Some basns have peak wet weather flow to average day flow ratos of Many basns however have ratos n the expected range 00 to 6. Sol type, hydrology, system condton, constructon practce and age of ppe are factors determnng the wet weather response of the systems. Even n the relatve small area of Salem there are observable dfferences between sewered basns that can be factored by some physcal parameter such as age of ppe. In CCH the ranfall patterns playa substantal role n determnng flow rates n the many basns ofhe collecton system. Both systems are subject to surchargng and floodng or overflows. The regulatory pressures to elmnate, control and reduce overflows are hgh n both communtes for many reasons. Each system has as a startng pont a standard storm to control. In Salem the 1 n 5-year, 24-hour stolw durng wnter months s the controllng event. In CCH a range of events from 1 n 2-yearto 1 n 1 O-year 6 hour storms are beng consdered. For Salem extensve use of the regresson method was used to estmate flows from basns to the collecton system. The flow estmates were used as nput to a detaled hydraulc model of the system. More detals can be found n the reports and appendces of the SSES study and Master Plan (CH2M Hll, 1994, 1996).

11 17.3 Technques used n Salem and Cty and County of Honolulu 309 In CCH the prmary studes are for sewer rehabltaton and III mnmzaton (CCH, Fukunaga and Assocates, I 994a and b, 1997). The' R' F actor method was used n CCH wth dry weather flows computed usng the WIMS (Wastewater Informaton Management System) (CH2M Hll, 1995). The effect of the flows to the collecton system was smulated usng a hydraulc model developed from data contaned n WIMS Selectec observatons anc use of the flow methodologes Estmaton offutureflows from exstng and new development A sgnfcant concern n many SSO and SSES studes s the estmaton offuture condtons. Pr~ecton of populaton growth and defntons of urban growth boundares often provde the framework for determnng future base and peak wet weather flow rates. Base flow rates can be obtaned from overlay of traffc analyss zone data or other basn data wth sewershed areas n elaborate GIS systems (see Crawford and Lmtaco, 1996). Often estmates offuture peak flow f'om newly developed or developng areas rely on a smple assumpton of a constant unt flow ted to estmated area or populaton. In Salem, an approach was adopted to refne these future rates, based upon observed montor data and projected rates for the 5-year 24-hour storm event usng the regresson equaton developed for the montor locatons. Fgure 17.5 shows the relatonshp found between the peak rate per acre for the 5-year storm and the average age of ppe n the basn. The varaton n unt flow rate wth age s apparent. Ths relatonshp quckly dspersed the dea of usng a sngle unt flow rate for new areas, future basns that would develop n the next ten years but would be 20 years old at the 30 year plannng horzon, or basns that have populaton growth but no ncrease n area. Based on the t1ndngs of ths analyss, Salem adopted 1,SOO gallons/acre/day (glald) for 10 year old basns, 3,OOOgad for 20 year old basns and 6,OOOg/ad for 30 year old basns. Ths approach allowed for the expected deteroraton of the collecton system as basns aged and provded a better tool to plan new sewers and expansons to treatment facltes and pump statons (CH2M Hll, 1994, 1996). Many basns hovvcver had reductons n basn flow rates due to rehabltaton projects. The regresson approach also provded a means of determnng hydrograph sha\1e far future basns. the wet weather flow for new basns were based upon the hydrographs and!lxmd from montor data newer basns of the exstng collecton system. Adjustments to flow rates were scaled usng basn area. Regresson analyss lmtatons A major drawback of the regresson approach s the adequate representaton of the seasonal ranfall-nflow/nfltraton process n a santary sewer system. Adequate and representatve ranfall and flow data are pre-requste for ths

12 310 Estmatng hflow and Irfltraton nto Santary Sewers Peak Hour). RDIl r'le"w Wle p-..'r B.lsIn CompJred to t:!) of Su em ASSI.Il-llcJ Vatut;S 5 YCJ:lf DCS~lf Storm Fmm KCl!(c;;-~on Eftwtlu;:!; 9,{l{JU r--'~-' '.-'-----'-".""""""-""-"---"'..._.._-_.., 1,UOO.CwkCrxk.. FoJI~1~f:t;?{('b Imj 6,noo 5,H! J 4,{)W] 3,000. 2,WO II WYcl}rOId B;!sm 1,000.. W..!uCreek ll 2:t: Y CM Old BMta Brush Cdkgc W Fgure 17.5 Estmaton of unt flow rates and average ppe age n a basn. 30,00, I 25,00 T r Ragreuon Equaton CaJbr.. ton Flow Montor: ADS18 Ran Gage: RG2!f---rrlll"~-1 ::....,. Monjtor Flow l BaseAow! _Regre'3son!,..:..._~I l020 I.j. 0.3(;! ,, 0.60 c::: ~. Wl21~ Fgure 17.6 Chart.l.m,.; " one of the lmtatuns

13 17.3 Technques used n Salem and Cty and County of Honolulu 311 method. The processes nvolved are very dependent upon antecedent condtons. In Salem, the smulaton of flow proved adequate for wnter condtons and was duplcated between wnters (December through March) over several years. However smulaton of early fall and summer flows was nadequate as shown by Fgure Fgure 17.6 shows the applcaton of the wnter regresson equaton to a severe storm event (close to a 25-year storm) that occurred n late October after a prolonged dry perod. The predcted flow response of the system greatly exceeds the actual flow measured. As the wnter progressed, the computed flow response became more n-lne wth recorded data. Dry weather flow however was not much dfferent than that used n the regresson analyss. A separate seres of regresson should be developed to represent the seasonal nature of the ranfall~ flow processes. 'R' Factor AnalysS Lmtatons The ranfall-flow processes n santary sewer systems s lmted to the ablty of the flow connectons, leaky manholes, damaged laterals and lnes to take n water. An upper lmt to peak flow s therefore expected. Infltraton may however contnue as groundwater and saturated ground condtons are "draned". To smply extrapolate response percentages to hgher values for greater storm events would lead to a smlar trap as that llustrated n the regresson response gven above. Our colleagues at Fukunaga & Assocates have modfed the 'R' factor response by lmtng the slope of the envelope curve of the analyss (Fgure 17.7) (Fukunaga & Assocates, 1997). 06 Example of 'R' FQctor Relatonshp : I ; , ~_ :J:\:.~ ;? J o.~;.l-'--~---~o '0 SoLJ.fCO: FUV;3,"Iff1fjfJ & As.soac!as Fgure 17.7 'R' Factor relatonshp n Honolulu.

14 312 Astmatng Injlow and Infltraton nto SantGlY Sewers The l-year 6~hour event and other desgn events (see Fgure 17.7), are derved from statstcal analyss oflong-term ranfall records, selecton ofhoudy ranfall patterns for the events, and applcaton ofthe 'R' factor to determne the wet weather RDn volume ufthe event. For vsualzaton of the 'R' factor as a n 17.7 are same gahons or cubc rneters wth appcaton of approprate unt converson), over the basn s converted to volume by multplyng the ranah estmate by the sewer basn area. The curvature ofthe envelope curve has lttle effect on the I-year 6-hour '.vet weather nflow estmated volume; due prmarly to the recordng of several events close n magntl1ce to the I-year 6-hour storm. The effect on less storms s more pronounced as shown n Fgure The estmated 1 hour wet weather nflow volume would be reduced by 25%. The lmts placed on the envelope slope was determned from a thorough knowledge of the coliecton system response to ranfall and detaled knowledge of the over 120 gages n the system. Contnued collecton of montor data, partcularly hgh flow events at crtcal locatons wll enhance the relatonshps developed. The effect on the szng of collecton system facltes s gven n Table 17.1 for the larger pump statons and four ofcch's large treatmentpjants. Table 17.1 gves the estmated capacty of key facltes for the desgn ston11s smulated usng the estmated nflows generated l'om the dfferent desgn storms and routng of flows through 11 hydraulc model of the collecton systems. Table 17.1 Large pumpng staton and treatment plant capacty projectons, MGD. Faclty Ex'stng Current Condtons (1995) Future Condtons (2020) ----'~-~"--Cpacty 2-year 5-year ----ro:year 2-year 5-year W-year stonn stann storm storm storm stom1 SlldISlruld WWTP " Ala Moana Beach Walk Kahala ! 19.5 Awa Street Hrut Street Honoulul WWTP Pearl Cty Wamula Kalua RWWTP l :1.6 Kaneohe Vv'WTP KaHuaRolld (1.& l3.0 J4.4 ].2 ~ Ka!hm Heghts \7.8 15,1 17,! J8.0

15 J7.4 Conclusons 313 For all facltes the analyss shows a substantal expanson oftreatment and pumpng capacty s requred to can)' flow and control SSOs. Tabe 17.1 does not reflectthe extensve redevelopment ofthe collecton system feedng the facltes. The hydraulc model (usng TRANSPORT) for the collecton systems n Oahu allow forreszng of all ppes to accommodate peak flows. Ths latter assumpton may be modfed n the future to reduce flows by ncreasng n-lne or other storage effects of the collecton system. Other hydraulc model consderatons are the effects of condut surchargng and tme ofranfall events wth tme attenuaton wthn the collecton system. The routng of flow usng TRANSPORT or EXTRAN wll affect the szng of facltes Conclusons For the successful applcaton of the technques hghlghted n ths (:hapter and used n Salem and the Cty and County of Honolulu the followng tems are requred: The technques need good basn physcal and relatvely extensve ranfall and flow montorng data. Basn physcal data nclude area, populaton and employment, ppe and manhole data, and condton assessments. Flow and ranfall data collected should represent the system condtons. After these data are used to produce the ntal system flow characterzaton, other more targeted data can be collected n basns wth hgher RDH flow rates. Montorng at permanent stes could be undertaken to gage the performance of RDII reducton programs or the growh n flow n the system. Analyss of montor data and sewer system responses are mportant precursors to successful sewer system modelng. Accurate defnton of the sewer basn - knowng how and what ppes are connected s essental. Overflows and nterconnectons between basns can greatly change flow results and predctons. Interactons n the sewer routng model ncludng ppe surcharge and flow restrctons need to be understood. Flow montor data can provde ndcatons of surcharge and bypassng of 11ows. Floodng overt1ow reports should always be consdered n desgnng montorng programs, n buldng the system or basn hydraulc models. The technque seected should allow adequate smulaton of the regulatory requrements such as gven desgn storms and response to ranfall events outsde regulatory storms. Usual regulatory events are for a sngle duraton (such as a 5-year, 24-hour event) whereas SSOs may occur due to longer duraton but relatvely low ranfall

16 314 Estmatng Inflow and Infltraton nto Santary Sewers events. The Salem and CCH technques provde a method to evaluate longer duraton events and the relatve mportance of nflow and nfltraton n the collecton system. The technques provde a method to estmate a complex physcal ~ Q'""'"'+''"'~' betv.;een ranfall (both seasonal and event based), basn chmactcrstcs, co\\ectan system constrants and cond\tons, and the routng of flows and nteractons wthn the svstem and at kev hydraulc control ponts. J "' In applyng the flow estmaton technques t s necessary to determne the accuracy n the flow estmates and the many flow nteractons. The mpact on master plans, Ill Mnmzaton Plans, and SSO control should be carefully weghed. The results obtaned should be weghed aganst the overall objectves ofthe study and the engneerng solutons derved through careful applcaton ofthe flo\v estmaton technques and other components, such as collecton system modelng, used n selectng engneerng solutons. Acknowledgments The materals presented heren are based on the work of the prmary author and many others. The materal draws upon the dscussons, reports and techncal memorandums produced for studes for the Cty of Salem and the Cty and County ofhonolulu. The sponsorshp and nput ofthe staffs ofthe Cty of Salem and the Cty and County of Honolulu, especally Paul Eckley and Ed Per, s apprecated. The studes utlzed n ths chapter nclude work performed by the prmary author whle at CH2M Hll and the staff of Fukunaga & Assocates. The efforts and good work of staf at Fukunaga & Assocates and CH2M Hll are acknowledged. References CH2M Hll, July SSES/Master Plan FY Report. Portland, Oregon. 80pp. CH2M Hll, August Wastewater Informaton Management System, Phase III and IV-Flow Modelng and Sewer Connecton Applcaton. Honolulu, Hawa. 350pp. CH2M Hll, August Fnal Draft. Salem Wastewater f\.1anagement Master Plan. Portland, Oregon. 45pp. Crawford Engneerng Assocates, December Techncal Approach for Modelng Shoulder Sca,;on n the Salem Crawford, D. and F. Lmtaco "Wastewater Informaton Management System: Flow Modelng and Sewer Connecton Permt Applcatons." Journal of Water Management Modelng Rl do: /JWMM.Rl95-22.

17 Berthouex, P.M. and Box, G.E Tme Seres Models for Forecastng Wastewater Treatment Plant Perfmmance. Water Research, 30(8): Fukunaga & Assocates, August Interm Sewer Rehabltaton and Infltraton & Inflow Mnmzaton Plan- Interm Basn Reports, Sand Island. Honolulu, Hawa, 350pp. Fukunaga & Assocates, August Techncal Memorandum - Flow Projecton Analyss.HonoJulu, Hawa. 30pp. Fukunaga & Assocates, October Sewer Rehabltaton and Infltraton & Inflow Mnmzaton Plan- Force Majeure Report. Honolulu, Hawa, 50pp. 315

18

1 Basic concepts for quantitative policy analysis

1 Basic concepts for quantitative policy analysis 1 Basc concepts for quanttatve polcy analyss 1.1. Introducton The purpose of ths Chapter s the ntroducton of basc concepts of quanttatve polcy analyss. They represent the components of the framework adopted

More information

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data 8 th World IMACS / MODSIM Congress, Carns, Australa 3-7 July 29 http://mssanz.org.au/modsm9 Evaluatng the statstcal power of goodness-of-ft tests for health and medcne survey data Steele, M.,2, N. Smart,

More information

RULEBOOK on the manner of determining environmental flow of surface water

RULEBOOK on the manner of determining environmental flow of surface water Pursuant to Artcle 54 paragraph 2 of the Law on Waters (Offcal Gazette of the Republc of Montenegro 27/07 and Offcal Gazette of Montenegro 32/11 and 48/15), the Mnstry of Agrculture and Rural Development

More information

MODULE - 8 LECTURE NOTES 6 URBAN STORMWATER MANAGEMENT

MODULE - 8 LECTURE NOTES 6 URBAN STORMWATER MANAGEMENT Water Resources Systems Plannng and Management: Water Resources Systems Modelng Urban MODULE - 8 LECTURE NOTES 6 URBAN STORMWATER MANAGEMENT INTRODUCTION Urban stormwater management systems are meant to

More information

Numerical Analysis about Urban Climate Change by Urbanization in Shanghai

Numerical Analysis about Urban Climate Change by Urbanization in Shanghai Numercal Analyss about Urban Clmate Change by Urbanzaton n Shangha Hafeng L 1, Wejun Gao 2 and Tosho Ojma 3 1 Research Assocate, School of Scence and Engneerng, Waseda Unversty, Japan 2 Assocate Professor,

More information

International Trade and California Employment: Some Statistical Tests

International Trade and California Employment: Some Statistical Tests Internatonal Trade and Calforna Employment: Some Statstcal Tests Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE Dleep R. Sule and Anuj A. Davalbhakta Lousana Tech Unversty ABSTRACT Ths paper presents a new graphcal technque for cluster

More information

A SIMULATION STUDY OF QUALITY INDEX IN MACHINE-COMPONF~T GROUPING

A SIMULATION STUDY OF QUALITY INDEX IN MACHINE-COMPONF~T GROUPING A SMULATON STUDY OF QUALTY NDEX N MACHNE-COMPONF~T GROUPNG By Hamd Sefoddn Assocate Professor ndustral and Manufacturng Engneerng Department Unversty of Wsconsn-Mlwaukee Manocher Djassem Assstant Professor

More information

THE STUDY OF GLOBAL LAND SUITABILITY EVALUATION: A CASE OF POTENTIAL PRODUCTIVITY ESTIMATION FOR WHEAT

THE STUDY OF GLOBAL LAND SUITABILITY EVALUATION: A CASE OF POTENTIAL PRODUCTIVITY ESTIMATION FOR WHEAT THE STUDY OF GLOBAL LAND SUITABILITY EVALUATION: A CASE OF POTENTIAL PRODUCTIVITY ESTIMATION FOR WHEAT Guoxn TAN, Ryosuke SHIBASAKI, K S RAJAN Insttute of Industral Scence, Unversty of Tokyo 4-6-1 Komaba,

More information

Ninth International Water Technology Conference, IWTC9 2005, Sharm El-Sheikh, Egypt 371

Ninth International Water Technology Conference, IWTC9 2005, Sharm El-Sheikh, Egypt 371 Nnth Internatonal Water Technology Conference, IWTC9 2005, Sharm El-Shekh, Egypt 37 HYDROGRAPH ESTIMATION IN SEMIARID REGIONS USING GIS SUPPORTED GIUH MODEL Hafez Shaheen, Anan Jayyous, Sameer Shadeed

More information

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen Mtgaton optons for energy-related CO 2 emssons n the Indonesan manufacturng sector Rslma F. Stompul and Anthony D. Owen School of Economcs, The Unversty of New South Wales, Sydney, Australa Why mtgaton

More information

EVALUATING THE PERFORMANCE OF SUPPLY CHAIN SIMULATIONS WITH TRADEOFFS BETWEEN MULITPLE OBJECTIVES. Pattita Suwanruji S. T. Enns

EVALUATING THE PERFORMANCE OF SUPPLY CHAIN SIMULATIONS WITH TRADEOFFS BETWEEN MULITPLE OBJECTIVES. Pattita Suwanruji S. T. Enns Proceedngs of the 00 Wnter Smulaton Conference R.G. Ingalls, M. D. Rossett, J. S. Smth, and B. A. Peters, eds. EVALUATING THE PERFORMANCE OF SUPPLY CHAIN SIMULATIONS WITH TRADEOFFS BETWEEN MULITPLE OBJECTIVES

More information

Analyses Based on Combining Similar Information from Multiple Surveys

Analyses Based on Combining Similar Information from Multiple Surveys Secton on Survey Research Methods JSM 009 Analyses Based on Combnng Smlar Informaton from Multple Surveys Georga Roberts, Davd Bnder Statstcs Canada, Ottawa Ontaro Canada KA 0T6 Statstcs Canada, Ottawa

More information

Evaluating The Performance Of Refrigerant Flow Distributors

Evaluating The Performance Of Refrigerant Flow Distributors Purdue Unversty Purdue e-pubs Internatonal Refrgeraton and Ar Condtonng Conference School of Mechancal Engneerng 2002 Evaluatng The Performance Of Refrgerant Flow Dstrbutors G. L Purdue Unversty J. E.

More information

WCCLRMA. Revenue Assessment for Area TRZ. Loop 20 Preliminary Tax HNTB. WEBB COt: ~ - TY - CITY OF LAREDO REGIONAL MOBILITY A"LTHORITY.

WCCLRMA. Revenue Assessment for Area TRZ. Loop 20 Preliminary Tax HNTB. WEBB COt: ~ - TY - CITY OF LAREDO REGIONAL MOBILITY ALTHORITY. WCCLRMA WEBB COt: ~ - TY - CTY OF LAREDO REGONAL MOBLTY A"LTHORTY Loop 20 Prelmnary Tax Revenue Assessment for Area TRZ June 18, 2018 HNTB The Webb County Cty of Laredo Regonal Moblty Authorty (WC-CL RMA)

More information

SWAT MODEL AND SWAT-CUP SOFTWARE

SWAT MODEL AND SWAT-CUP SOFTWARE CHAPTER 4 SWAT MODEL AND SWAT-CUP SOFTWARE 4.1 SWAT model hstory SWAT s the acronym for Sol and Water Assessment Tool. It s a rver basn, or watershed scale model developed by Jeff Arnold for the USDA Agrcultural

More information

Sporlan Valve Company

Sporlan Valve Company F21O-10-12 LMTED: M & W What s a TEV Settng? For years Sporlan and every other manufacturer oftevs has used regulated arflow and controlled temperature baths to establsh a "factory" settng. Typcally the

More information

Regression model for heat consumption monitoring and forecasting

Regression model for heat consumption monitoring and forecasting E3S Web of Conferences 39, 03005 (018) https://do.org/10.1051/e3sconf/0183903005 Regresson model for heat consumpton montorng and forecastng Tatyana Dobrovolskaya 1*, and Valery Stennkov 1 1 Melentev Energy

More information

Construction of Control Chart Based on Six Sigma Initiatives for Regression

Construction of Control Chart Based on Six Sigma Initiatives for Regression 2018 IJSRST Volume 4 Issue 2 Prnt ISSN: 2395-6011 Onlne ISSN: 2395-602X Themed Secton: Scence and Technology Constructon of Control Chart Based on Sx Sgma Intatves for Regresson ABSTRACT R. Radhakrshnan

More information

Calculation and Prediction of Energy Consumption for Highway Transportation

Calculation and Prediction of Energy Consumption for Highway Transportation Calculaton and Predcton of Energy Consumpton for Hghway Transportaton Feng Qu, Wenquan L *, Qufeng Xe, Peng Zhang, Yueyng Huo School of Transportaton, Southeast Unversty, Nanjng 210096, Chna; *E-mal: wenql@seu.edu.cn

More information

Modeling and Simulation for a Fossil Power Plant

Modeling and Simulation for a Fossil Power Plant Modelng and Smulaton for a Fossl Power Plant KWANG-HUN JEONG *, WOO-WON JEON, YOUNG-HOON BAE AND KI-HYUN LEE Corporate R&D Insttute Doosan Heavy Industres and Constructon Co., Ltd 555, Gwgo-dong, Changwon,

More information

DRAFT PAPER CLIMATE CHANGE IMPACTS ON THE OPERATION OF TWO HIGH ELEVATION HYDROPOWER SYSTEMS IN CALIFORNIA DRAFT

DRAFT PAPER CLIMATE CHANGE IMPACTS ON THE OPERATION OF TWO HIGH ELEVATION HYDROPOWER SYSTEMS IN CALIFORNIA DRAFT CLIMATE CHANGE IMPACTS ON THE OPERATION OF TWO HIGH ELEVATION HYDROPOWER SYSTEMS IN CALIFORNIA DRAFT A Report From: Calforna Clmate Change Center Prepared By: Sebastan Vcuña, John A. Dracup, U.C. Berkeley;

More information

Varunraj Valsaraj, Kara Kockelman, Jennifer Duthie, and Brenda Zhou University of Texas at Austin. Original Version: September 2007.

Varunraj Valsaraj, Kara Kockelman, Jennifer Duthie, and Brenda Zhou University of Texas at Austin. Original Version: September 2007. FORECASTING EMPLOYMENT & POPULATION IN TEXAS: An Investgaton on TELUM Requrements Assumptons and Results ncludng a Study of Zone Sze Effects for the Austn and Waco Regons Varunraj Valsaraj Kara Kockelman

More information

Research on the Process of Runoff and Sediment-production in the Shunjiagou Small Watershed by Applying Automatic Measurement System

Research on the Process of Runoff and Sediment-production in the Shunjiagou Small Watershed by Applying Automatic Measurement System Research on the Process of Runoff and -producton n the Shunjagou Small Watershed by Applyng Automatc Measurement System Zhou Janghong, Le Tngwu College of Hydraulc and Cvl Engneerng, Chna Agrcultural Unversty,

More information

MODELING OF RIVER ICE BREAKUP DATE AND THICKNESS IN THE LENA RIVER

MODELING OF RIVER ICE BREAKUP DATE AND THICKNESS IN THE LENA RIVER Ice n the Envronment: Proceedngs of the 16th IAHR Internatonal Symposum on Ice Dunedn, New Zealand, 2nd 6th December 2002 Internatonal Assocaton of Hydraulc Engneerng and Research MODELING OF RIVER ICE

More information

LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA

LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA Proceedngs: Indoor Ar 2005 LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA DJ Gu 1,*, JJ Lu 1, LJ Gu 1 1 Department of Buldng Scence, School of Archtecture, Tsnghua Unversty,

More information

K vary over their feasible values. This allows

K vary over their feasible values. This allows Proceedngs of the 2007 INFORMS Smulaton Socety Research Workshop. MULTI-PRODUCT CYCLE TIME AND THROUGHPUT EVALUATION VIA SIMULATION ON DEMAND John W. Fowler Gerald T. Mackulak Department of Industral Engneerng

More information

Appendix 6.1 The least-cost theorem and pollution control

Appendix 6.1 The least-cost theorem and pollution control Appendx 6.1 The least-cost theorem and polluton control nstruments Ths appendx s structured as follows. In Part 1, we defne the notaton used and set the scene for what follows. Then n Part 2 we derve a

More information

A Scenario-Based Objective Function for an M/M/K Queuing Model with Priority (A Case Study in the Gear Box Production Factory)

A Scenario-Based Objective Function for an M/M/K Queuing Model with Priority (A Case Study in the Gear Box Production Factory) Proceedngs of the World Congress on Engneerng 20 Vol I WCE 20, July 6-8, 20, London, U.K. A Scenaro-Based Objectve Functon for an M/M/K Queung Model wth Prorty (A Case Study n the Gear Box Producton Factory)

More information

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise Expermental Valdaton of a Suspenson Rg for Analyzng Road-nduced Nose Dongwoo Mn 1, Jun-Gu Km 2, Davd P Song 3, Yunchang Lee 4, Yeon June Kang 5, Kang Duc Ih 6 1,2,3,4,5 Seoul Natonal Unversty, Republc

More information

RELIABILITY-BASED OPTIMAL DESIGN FOR WATER DISTRIBUTION NETWORKS OF EL-MOSTAKBAL CITY, EGYPT (CASE STUDY)

RELIABILITY-BASED OPTIMAL DESIGN FOR WATER DISTRIBUTION NETWORKS OF EL-MOSTAKBAL CITY, EGYPT (CASE STUDY) Twelfth Internatonal Water Technology Conference, IWTC12 2008 Alexandra, Egypt 1 RELIABILITY-BASED OPTIMAL DESIGN FOR WATER DISTRIBUTION NETWORKS OF EL-MOSTAKBAL CITY, EGYPT (CASE STUDY) Rham Ezzeldn *,

More information

Consumption capability analysis for Micro-blog users based on data mining

Consumption capability analysis for Micro-blog users based on data mining Consumpton capablty analyss for Mcro-blog users based on data mnng ABSTRACT Yue Sun Bejng Unversty of Posts and Telecommuncaton Bejng, Chna Emal: sunmoon5723@gmal.com Data mnng s an effectve method of

More information

Planning of work schedules for toll booth collectors

Planning of work schedules for toll booth collectors Lecture Notes n Management Scence (0) Vol 4: 6 4 4 th Internatonal Conference on Appled Operatonal Research, Proceedngs Tadbr Operatonal Research Group Ltd All rghts reserved wwwtadbrca ISSN 00-0050 (Prnt),

More information

RECEIVING WATER HYDRAULICS ASSIGNMENT 2

RECEIVING WATER HYDRAULICS ASSIGNMENT 2 RECEIVING WATER HYDRAULICS ASSIGNMENT 2 Desgn of wastewater dscharge from the cty of Göteborg. Example of a dffuser n a stratfed coastal sea Example of retenton tme calculatons Ths assgnment conssts of

More information

THE VAPOR DRYING PROCESS. Robert D. Graham Wood Technologist Oregon Forest Products Laboratory Corvallis, Oregon

THE VAPOR DRYING PROCESS. Robert D. Graham Wood Technologist Oregon Forest Products Laboratory Corvallis, Oregon THE VAPOR DRYING PROCESS by Robert D. Graham Wood Technologst Oregon Forest Products Laboratory Corvalls Oregon Presented at the Annual Meetng of the Western Dry Kln Clubs Corvalls Oregon May -2 0 95 THE

More information

Selected Economic Aspects of Water Quality Trading

Selected Economic Aspects of Water Quality Trading Selected Economc Aspects of Water Qualty Tradng Rchard N. Bosvert Gregory L. Poe Yukako Sado Cornell Unversty Passac Rver Tradng Project Kckoff Meetng Cook College, Rutgers Unversty, New Brunswck, NJ January

More information

Load Research in the Smart Grid Era. Analytics for Harvesting Customer Insights

Load Research in the Smart Grid Era. Analytics for Harvesting Customer Insights 1 Load Research n the Smart Grd Era Analytcs for Harvestng Customer Insghts 2 Agenda A lttle hstory Load research 101 What about the future? Conclusons 3 By Defnton: What s Load Research? An actvty embracng

More information

Why do we have inventory? Inventory Decisions. Managing Economies of Scale in the Supply Chain: Cycle Inventory. 1. Understanding Inventory.

Why do we have inventory? Inventory Decisions. Managing Economies of Scale in the Supply Chain: Cycle Inventory. 1. Understanding Inventory. -- Chapter 10 -- Managng Economes of Scale n the Supply Chan: Cycle Inventory Pros: Why do we have nventory? To overcome the tme and space lags between producers and consumers To meet demand/supply uncertanty

More information

Prediction algorithm for users Retweet Times

Prediction algorithm for users Retweet Times , pp.9-3 http://dx.do.org/0.457/astl.05.83.03 Predcton algorthm for users Retweet Tmes Hahao Yu, Xu Feng Ba,ChengZhe Huang, Haolang Q Helongang Insttute of Technology, Harbn, Chna Abstract. In vew of the

More information

FIN DESIGN FOR FIN-AND-TUBE HEAT EXCHANGER WITH MICROGROOVE SMALL DIAMETER TUBES FOR AIR CONDITIONER

FIN DESIGN FOR FIN-AND-TUBE HEAT EXCHANGER WITH MICROGROOVE SMALL DIAMETER TUBES FOR AIR CONDITIONER FIN DESIGN FOR FIN-AND-TUBE HEAT EXCHANGER WITH MICROGROOVE SMALL DIAMETER TUBES FOR AIR CONDITIONER Yfeng Gao (a), J Song (a), Jngdan Gao (b), Guolang Dng (b)* (a) Internatonal Copper Assocaton Shangha

More information

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS 6.4 PASSIVE RACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULAIONS Jose Lus Santago *, Alberto Martll and Fernando Martn CIEMA (Center for Research on Energy, Envronment and echnology). Madrd,

More information

Base flow separation using exponential smoothing and its impact on continuous loss estimates

Base flow separation using exponential smoothing and its impact on continuous loss estimates Base flow separaton usng exponental smoothng and ts mpact on contnuous loss estmates Author Tularam, Gurudeo, Ilahee, Mahbub Publshed 7 Conference Ttle MODSIM 7 Internatonal Congress on Modellng and Smulaton

More information

International Trade and California s Economy: Summary of the Data

International Trade and California s Economy: Summary of the Data Internatonal Trade and Calforna s Economy: Summary of the Data by Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics Extended Abstract for WISE 5: Workshop on Informaton Systems and Economcs How Many Bundles?:An Analyss on Customzed Bundlng of Informaton Goods wth Multple Consumer Types Wendy HUI Ph.D. Canddate Department

More information

RIGOROUS MODELING OF A HIGH PRESSURE ETHYLENE-VINYL ACETATE (EVA) COPOLYMERIZATION AUTOCLAVE REACTOR. I-Lung Chien, Tze Wei Kan and Bo-Shuo Chen

RIGOROUS MODELING OF A HIGH PRESSURE ETHYLENE-VINYL ACETATE (EVA) COPOLYMERIZATION AUTOCLAVE REACTOR. I-Lung Chien, Tze Wei Kan and Bo-Shuo Chen RIGOROUS MODELING OF A HIGH PRESSURE ETHYLENE-VINYL ACETATE (EVA) COPOLYMERIZATION AUTOCLAVE REACTOR I-Lung Chen, Tze We an and Bo-Shuo Chen Department of Chemcal Engneerng, Natonal Tawan Unversty of Scence

More information

Hypothetical flood compution for a stream system 1

Hypothetical flood compution for a stream system 1 Hypothetcal flood computon for a stream system 1 Leo R. Beard 2 ABSTRACT: One of the computer packages beng developed n The Hydrologe Engneerng Center of the Corps of Engneers s the Flood Hydrograph Package,

More information

ASSESSMENT OF THE IMPACT OF DECAY CORRECTION IN THE DOSE-TO- CURIE METHOD FOR LONG-TERM STORED RADIOACTIVE WASTE DRUMS

ASSESSMENT OF THE IMPACT OF DECAY CORRECTION IN THE DOSE-TO- CURIE METHOD FOR LONG-TERM STORED RADIOACTIVE WASTE DRUMS ASSESSMENT OF THE IMPACT OF DECAY CORRECTION IN THE DOSE-TO- CURIE METHOD FOR LONG-TERM STORED RADIOACTIVE WASTE DRUMS K. H. Hwang, S. C. Lee, S. H. Kang, K. J. Lee Korea Advanced Insttute of Scence and

More information

Enhanced Parametric Railway Capacity Evaluation Tool

Enhanced Parametric Railway Capacity Evaluation Tool Enhanced Parametrc Ralway Capacty Evaluaton Tool Yung-Cheng (Rex) La and Chrstopher P. L. Barkan Many ralroad lnes are approachng the lmts of practcal capacty, and estmated future demand s projected to

More information

Development and production of an Aggregated SPPI. Final Technical Implementation Report

Development and production of an Aggregated SPPI. Final Technical Implementation Report Development and producton of an Aggregated SPP Fnal Techncal mplementaton Report Marcus Frdén, Ulf Johansson, Thomas Olsson Servces Producer Prce ndces, Prce Statstcs Unt, Statstcs Sweden 2010 ntroducton

More information

Simulation of the Cooling Circuit with an Electrically Operated Water Pump

Simulation of the Cooling Circuit with an Electrically Operated Water Pump Smulaton of the Coolng Crcut wth an Electrcally Operated Water Pump Dragan Smc, Chrstan Kral, Franz Prker Arsenal Research Faradaygasse 3, Object 1 A 1030 Venna, Austra phone: + 43 (0) 50 550-6347 fax:

More information

EXPERIMENTAL DETERMINATION OF THERMAL CHARACTERISTICS OF MUNICIPAL SOLID WASTE

EXPERIMENTAL DETERMINATION OF THERMAL CHARACTERISTICS OF MUNICIPAL SOLID WASTE EXPERIMENTAL DETERMINATION OF THERMAL CHARACTERISTICS OF MUNICIPAL SOLID WASTE Vyacheslav Bukhmrov 1, *, Olga Kolbaba 1, and Raml Gabtov 1 1 Ivanovo State Power Engneerng Unversty, 153003 Ivanovo, Russa

More information

Bulletin of Energy Economics.

Bulletin of Energy Economics. Bulletn of Energy Economcs http://www.tesdo.org/journaldetal.aspx?id=4 Energy Intensty and Technology Sourcng: A Study of Manufacturng Frms n Inda Santosh Kumar Sahu a,, K. Narayanan b a Madras School

More information

Spatial difference of regional carbon emissions in China

Spatial difference of regional carbon emissions in China Avalable onlne www.jocpr.com Journal of Chemcal and Pharmaceutcal Research, 2014, 6(7): 2741-2745 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Spatal dfference of regonal carbon emssons n Chna

More information

Fast Algorithm for Prediction of Airfoil Anti-icing Heat Load *

Fast Algorithm for Prediction of Airfoil Anti-icing Heat Load * Energy and Power Engneerng, 13,, 493-497 do:.4236/epe.13.4b09 Publshed Onlne July 13 (http://www.scrp.org/ournal/epe) Fast Algorthm for Predcton of Arfol Ant-cng Heat * Xueqn Bu, Ru Yang, Ja Yu, Xaobn

More information

Modified-LOPA; a Pre-Processing Approach for Nuclear Power Plants Safety Assessment

Modified-LOPA; a Pre-Processing Approach for Nuclear Power Plants Safety Assessment Modfed-LOPA; a Pre-Processng Approach for Nuclear Power Plants Safety Assessment Seyed Mohsen Gheyas * a, Mohammad Pourgol-Mohammad a a Sahand Unversty of technology, Tabrz, Iran Abstract: Rsk and safety

More information

I. SCOPE, APPLICABILITY AND PARAMETERS

I. SCOPE, APPLICABILITY AND PARAMETERS Approved VS Module VMD0001 Verson 1.0 REDD Methodologcal Module: Estmaton of carbon stocks n the above- and belowground bomass n lve tree and non-tree pools (P-AB) I. SOPE, APPLIABILITY AND PARAMETERS

More information

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach Proceedngs of the 010 Internatonal Conference on Industral Engneerng and Operatons Management Dhaka, Bangladesh, January 9 10, 010 A Group Decson Makng Method for Determnng the Importance of Customer Needs

More information

Honorable Kim Dunning Presiding Judge of the Superior Court 700 Civic Center Drive West Santa Ana, CA 92701

Honorable Kim Dunning Presiding Judge of the Superior Court 700 Civic Center Drive West Santa Ana, CA 92701 Mayor Gary Thompson Mayor Pro Tempore Jerry Holloway Councl Members L. Anthony Beall * -* - Nel C. Blas - James M. Thor Cty Manager Steven E. Hayman f September 10, 2009 Honorable Km Dunnng Presdng Judge

More information

Total Maximum Daily Load for Fecal Coliform Bacteria to Town Branch, North Carolina. Final version submitted to EPA

Total Maximum Daily Load for Fecal Coliform Bacteria to Town Branch, North Carolina. Final version submitted to EPA Total Maxmum Daly Load for Fecal Colform Bactera to Town Branch, North Carolna Fnal verson submtted to EPA August, 2002 Cape Fear Rver Basn Prepared by: NC Department of Envronment and Natural Resources

More information

Volume 29, Issue 2. How do firms interpret a job loss? Evidence from the National Longitudinal Survey of Youth

Volume 29, Issue 2. How do firms interpret a job loss? Evidence from the National Longitudinal Survey of Youth Volume 29, Issue 2 How do frms nterpret a job loss? Evdence from the Natonal Longtudnal Survey of Youth Stephen M. Kosovch Stephen F. Austn State Unversty Abstract Emprcal studes n the job dsplacement

More information

Practical Application Of Pressure-Dependent EPANET Extension

Practical Application Of Pressure-Dependent EPANET Extension Cty Unversty of New York (CUNY) CUNY Academc Works Internatonal Conference on Hydronformatcs 8-1-2014 Practcal Applcaton Of Pressure-Dependent EPANET Extenson Alemtsehay G. Seyoum Tku T. Tanymboh Follow

More information

COMPARISON ANALYSIS AMONG DIFFERENT CALCULATION METHODS FOR THE STATIC STABILITY EVALUATION OF TAILING DAM

COMPARISON ANALYSIS AMONG DIFFERENT CALCULATION METHODS FOR THE STATIC STABILITY EVALUATION OF TAILING DAM Blucher Mechancal Engneerng Proceedngs May 2014, vol. 1, num. 1 www.proceedngs.blucher.com.br/evento/10wccm COMPARISON ANALYSIS AMONG DIFFERENT CALCULATION METHODS FOR THE STATIC STABILITY EVALUATION OF

More information

Demand without Utility: The First Evidence

Demand without Utility: The First Evidence Prelmnary draft, 11-22-2016. All comments are welcome. Demand wthout Utlty: The Frst Evdence Drew Zhu (Lookng for a research or teachng job) dzhu2878@gmal.com Abstract: Accordng to the new attrbute theory

More information

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs A Two-Echelon Inventory Model for Sngle-Vender and Mult-Buyer System Through Common Replenshment Epochs Wen-Jen Chang and Chh-Hung Tsa Instructor Assocate Professor Department of Industral Engneerng and

More information

DEMAND PREDICTIVE MODEL FOR SMALL METALLURGICAL COMPANIES

DEMAND PREDICTIVE MODEL FOR SMALL METALLURGICAL COMPANIES Jun 3 rd - 5 th 2015, Brno, Czech Republc, EU DEMAND PREDICTIVE MODEL FOR SMALL METALLURGICAL COMPANIES STAŠ Davd 1, LENORT Radm 1, PASTOR Otto 1, CHVĚJA Stanslav 2, SOBEK Jří 2 1 ŠKODA AUTO Unversty,

More information

552. o December January February 558.6

552. o December January February 558.6 9 AverLgtopLEentucky and C 1 Kentucky Bluegrass Locatons All treatments receved P, K and S (1) All comparsons receved 150 lbs. of ntrogen n a sngle applcaton. Ave. Yeld lbs. Month of Seed Per Acre Applcaton

More information

Reprint from "MPT-Metallurgical P(ant and Technology International" issue No. 2/1990, pages Optimization of. Tempcore installations for

Reprint from MPT-Metallurgical P(ant and Technology International issue No. 2/1990, pages Optimization of. Tempcore installations for Reprnt from "MPT-Metallurgcal P(ant and Technology nternatonal" ssue No. 2/990, pages 6-69 (Ç 990, Verlag StahlesenmbH, Düsseldorf Optmzaton of. Tempcore nstallatons for rebars Perre Smon, Centre de Recherches

More information

Experiments with Protocols for Service Negotiation

Experiments with Protocols for Service Negotiation PROCEEDINGS OF THE WORKSHOP ON APPLICATIONS OF SOFTWARE AGENTS ISBN 978-86-7031-188-6, pp. 25-31, 2011 Experments wth Protocols for Servce Negotaton Costn Bădcă and Mhnea Scafeş Unversty of Craova, Software

More information

TRAFFIC SIGNAL CONTROL FOR REDUCING VEHICLE CARBON DIOXIDE EMISSIONS ON AN URBAN ROAD NETWORK

TRAFFIC SIGNAL CONTROL FOR REDUCING VEHICLE CARBON DIOXIDE EMISSIONS ON AN URBAN ROAD NETWORK TRAFFIC SIGNAL CONTROL FOR REDUCING VEHICLE CARBON DIOXIDE EMISSIONS ON AN URBAN ROAD NETWORK Toshhko Oda (1), Masao Kuwahara (2) and Satosh Nkura (3) (1) Panasonc System Solutons Company, Matsushta Electrc

More information

A Comparison of Unconstraining Methods to Improve Revenue Management Systems

A Comparison of Unconstraining Methods to Improve Revenue Management Systems A Comparson of Unconstranng Methods to Improve Revenue Management Systems Carre Crystal a Mark Ferguson b * Jon Hgbe c Roht Kapoor d a The College of Management Georga Insttute of Technology 800 West Peachtree

More information

COMPARISON OF DEMAND DRIVEN AND PRESSURE DEPENDENT HYDRAULIC APPROACHES FOR MODELLING WATER QUALITY IN DISTRIBUTION NETWORKS

COMPARISON OF DEMAND DRIVEN AND PRESSURE DEPENDENT HYDRAULIC APPROACHES FOR MODELLING WATER QUALITY IN DISTRIBUTION NETWORKS 11 th Internatonal Conference on Computng and Control for the Water Industry, Exeter UK, 5-7 September 211 COMPARISON OF DEMAND DRIVEN AND PRESSURE DEPENDENT HYDRAULIC APPROACHES FOR MODELLING WATER QUALITY

More information

1991), a development of the BLAST program which integrates the building zone energy balance with the system and central plant simulation.

1991), a development of the BLAST program which integrates the building zone energy balance with the system and central plant simulation. OPTIMISATION OF MECHANICAL SYSTEMS IN AN INTEGRATED BUILDING ENERGY ANALYSIS PROGRAM: PART I: CONVENTIONAL CENTRAL PLANT EQUIPMENT Russell D. Taylor and Curts O. Pedersen Unversty of Illnos at Urbana-

More information

Meta-Regression Estimates for CGE Models: A Case Study for Input Substitution Elasticities in Production Agriculture

Meta-Regression Estimates for CGE Models: A Case Study for Input Substitution Elasticities in Production Agriculture Meta-Regresson Estmates for CGE Models: A Case Study for Input Substtuton Elastctes n Producton Agrculture Kathryn A. Boys 1 and Raymond J.G.M. Florax 1,2 1 Dept. of Agrcultural Economcs, Purdue Unversty

More information

Do not turn over until you are told to do so by the Invigilator.

Do not turn over until you are told to do so by the Invigilator. UNIVERSITY OF EAST ANGLIA School of Economcs Man Seres PG Examnaton 016-17 FINANCIAL ECONOMETRICS ECO-7009A Tme allowed: HOURS Answer ALL FOUR questons. Queston 1 carres a weght of 5%; queston carres 0%;

More information

Supplier selection and evaluation using multicriteria decision analysis

Supplier selection and evaluation using multicriteria decision analysis Suppler selecton and evaluaton usng multcrtera decson analyss Stratos Kartsonaks 1, Evangelos Grgorouds 2, Mchals Neofytou 3 1 School of Producton Engneerng and Management, Techncal Unversty of Crete,

More information

EVALUATION METHODOLOGY OF BUS RAPID TRANSIT (BRT) OPERATION

EVALUATION METHODOLOGY OF BUS RAPID TRANSIT (BRT) OPERATION 200-203 JATIT & LL. All rghts reserved. IN: 992-864 www.att.org E-IN: 87-39 EVALUATION METHODOLOGY OF BU RAPID TRANIT (BRT) OPERATION WU HONGYANG A a Chna Urban ustanable Transport Research Center (CUTReC),

More information

Thermodynamic Equilibria Modeling of Ternary Systems of Solid Organics in Compressed Carbon Dioxide

Thermodynamic Equilibria Modeling of Ternary Systems of Solid Organics in Compressed Carbon Dioxide Thermodynamc Equlbra Modelng of Ternary Systems of Sold Organcs n Compressed Carbon Doxde Yousef Bakhbakh Department of Chemcal Engneerng, Kng Saud Unversty, P.O. Box 800, Ryadh, 11421, Saud Araba. ybakhbak@ksu.edu.sa

More information

Logistics Management. Where We Are Now CHAPTER ELEVEN. Measurement. Organizational. Sustainability. Management. Globalization. Culture/Ethics Change

Logistics Management. Where We Are Now CHAPTER ELEVEN. Measurement. Organizational. Sustainability. Management. Globalization. Culture/Ethics Change CHAPTER ELEVEN Logstcs Management McGraw-Hll/Irwn Copyrght 2011 by the McGraw-Hll Companes, Inc. All rghts reserved. Where We Are Now Relatonshps Sustanablty Globalzaton Organzatonal Culture/Ethcs Change

More information

Flood-level Forecasting Using Intensity-Duration-Frequency Curves

Flood-level Forecasting Using Intensity-Duration-Frequency Curves Australan Journal of Basc and Appled Scences, 3(4): 4384-4391, 2009 ISSN 1991-8178 Flood-level Forecastng Usng Intensty-Duraton-Frequency Curves 1 2 A.R.Ghavaseh, A. Norouz 1 Assstant professor, Power

More information

A Regional Methodology for Deriving Flood Frequency Curves (FFC) in Partially Gauged Catchments with Uncertain Knowledge of Soil Moisture Conditions

A Regional Methodology for Deriving Flood Frequency Curves (FFC) in Partially Gauged Catchments with Uncertain Knowledge of Soil Moisture Conditions A Regonal Methodology for Dervng Flood Frequency Curves (FFC) n Partally Gauged Catchments wth Uncertan Knowledge of Sol Mosture Condtons G. Aronca a A. Candela b a Dpartmento d Costruzon e Tecnologe Avanzate,

More information

Robustness theoretical framework

Robustness theoretical framework Jont Workshop of COST Actons TU0601 and E55 September 21-22 2009, Lublana, Slovena Robustness theoretcal framework John D. Sørensen Aalborg Unversty, Denmark Enrco Rzzuto Unversty of Genoa, Italy Mchael

More information

A STUDY ON PROPERTIES OF WATER SUBSTITUTE SOLID PHANTOM USING EGS CODE

A STUDY ON PROPERTIES OF WATER SUBSTITUTE SOLID PHANTOM USING EGS CODE Proceedngs of the Tenth EGS4 Users' eetng n Japan, KEK Proceedngs 2002-18, p.55-64 A STUDY ON PROPERTIES OF WATER SUBSTITUTE SOLID PHANTO USING EGS CODE H. Satoh a, T. Tomaru b, T. Fujsak c, S. Abe c,

More information

Impacts of Generation-Cycling Costs on Future Electricity Generation Portfolio Investment

Impacts of Generation-Cycling Costs on Future Electricity Generation Portfolio Investment 1 mpacts of Generaton-Cyclng Costs on Future Electrcty Generaton Portfolo nvestment P. Vthayasrchareon, Member, EEE, and. F. MacGll, Member, EEE Abstract Ths paper assesses the mpacts of ncorporatng short-term

More information

Driving Factors of SO 2 Emissions in 13 Cities, Jiangsu, China

Driving Factors of SO 2 Emissions in 13 Cities, Jiangsu, China Avalable onlne at www.scencedrect.com ScenceDrect Energy Proceda 88 (2016 ) 182 186 CUE2015-Appled Energy Symposum and Summt 2015: Low carbon ctes and urban energy systems Drvng Factors of SO 2 Emssons

More information

Program Phase and Runtime Distribution-Aware Online DVFS for Combined Vdd/Vbb Scaling

Program Phase and Runtime Distribution-Aware Online DVFS for Combined Vdd/Vbb Scaling Program Phase and Runtme Dstrbuton-Aware Onlne DVFS for Combned Vdd/Vbb Scalng Jungsoo Km, Sungjoo Yoo, and Chong-Mn Kyung Dept. of EECS at KAIST jskm@vslab.kast.ac.kr, kyung@ee.kast.ac.kr Dept. of EE

More information

COMPUTATION OF FLUVIAL-SEDIMENT DISCHARGE

COMPUTATION OF FLUVIAL-SEDIMENT DISCHARGE Technques of Water-Resources lnvestga tons of the Unted States Geologcal Survey Chapter C3 COMPUTATON OF FLUVAL-SEDMENT DSCHARGE \ By George Porterfeld Book 3 APPLCATONS OF HYDRAULCS UNTED STATES DEPARTMENT

More information

Influence of net freshwater supply on salinity in Florida Bay

Influence of net freshwater supply on salinity in Florida Bay WATER RESOURCES RESEARCH, VOL. 36, NO. 7, PAGES 1805 1822, JULY 2000 Influence of net freshwater supply on salnty n Florda Bay Wllam K. Nuttle and James W. Fourqurean Southeast Envronmental Research Center,

More information

WetSpa Extension, A GIS-based Hydrologic Model for Flood Prediction and Watershed Management. Documentation and User Manual

WetSpa Extension, A GIS-based Hydrologic Model for Flood Prediction and Watershed Management. Documentation and User Manual WetSpa Extenson, A GIS-based Hydrologc Model for Flood Predcton and Watershed Management Documentaton and User Manual Y.B. Lu, and F. De Smedt Department of Hydrology and Hydraulc Engneerng Vrje Unverstet

More information

A Longer Tail?: Estimating The Shape of Amazon s Sales Distribution Curve in Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D.

A Longer Tail?: Estimating The Shape of Amazon s Sales Distribution Curve in Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D. A Longer Tal?: Estmatng The Shape of Amazon s Sales Dstrbuton Curve n 2008 1. Introducton Erk Brynjolfsson, Yu (Jeffrey) Hu, Mchael D. Smth The term The Long Tal was coned by Wred s Chrs Anderson (Anderson

More information

COAL DEMAND AND TRANSPORTATION IN THE OHIO RIVER BASIN:

COAL DEMAND AND TRANSPORTATION IN THE OHIO RIVER BASIN: COAL DEMAND AND TRANSPORTATION IN THE OHIO RIVER BASIN: ESTIMATION OF A CONTINUOUS/DISCRETE DEMAND SYSTEM WITH NUMEROUS ALTERNATIVES * by Kenneth Tran and Wesley W. Wlson December 2011 Abstract Coal-fred

More information

Annual Energy Production Maximization for Tidal Power Plants with Evolutionary Algorithms

Annual Energy Production Maximization for Tidal Power Plants with Evolutionary Algorithms Internatonal Journal of Flud Machnery and Systems DOI: http://dx.do.org/10.5293/ijfms.2017.10.3.264 Vo 10 o. 3 July-September 2017 ISS (Onlne): 1882-9554 Orgnal Paper Annual Energy Producton Maxmzaton

More information

Identifying Factors that Affect the Downtime of a Production Process

Identifying Factors that Affect the Downtime of a Production Process Identfyng Factors that Affect the Downtme of a Producton Process W. Nallaperuma 1 *, U. Ekanayake 1, Ruwan Punch-Manage 2 1 Department of Physcal scences, Rajarata Unversty, Sr Lanka 2 Department of Statstcs

More information

Optimization of Groundwater Use in the Goksu Delta at Silifke, Turkey

Optimization of Groundwater Use in the Goksu Delta at Silifke, Turkey Frst Internatonal Conference on Saltwater Intruson and Coastal Aqufers Montorng, Modelng, and Management. Essaoura, Morocco, Aprl 23 25, 21 Optmzaton of Groundwater Use n the Goksu Delta at Slfke, Turkey

More information

Impact of Internet Technology on Economic Growth in South Asia with Special Reference to Pakistan

Impact of Internet Technology on Economic Growth in South Asia with Special Reference to Pakistan Pakstan Journal of Socal Scences (PJSS) Vol. 35, No. 2 (2015), pp. 777-784 Impact of Internet Technology on Economc Growth n South Asa wth Specal Reference to Pakstan RzwanaYasmeen FUUAST, School of Economc

More information

Problem Set 4 Outline of Answers

Problem Set 4 Outline of Answers Advanced Internatonal Trade Prof. A. Waldkrch EC 378 Fall 2006 Problem Set 4 Outlne of Answers 1. a) Dscuss the meanng and mportance of the eontef paradox. eontef found that US mport substtutes were more

More information

FROM RISK MANAGEMENT TO QUANTITATIVE DISASTER RESILIENCE A PARADIGM SHIFT

FROM RISK MANAGEMENT TO QUANTITATIVE DISASTER RESILIENCE A PARADIGM SHIFT S. P. Smonovc, Int. J. of Safety and Securty Eng., Vol. 6, No. 2 (2016) 85 95 FROM RISK MANAGEMENT TO QUANTITATIVE DISASTER RESILIENCE A PARADIGM SHIFT S. P. SIMONOVIC Department of Cvl and Envronmental

More information

Model Development of a Membrane Gas Permeation Unit for the Separation of Hydrogen and Carbon Dioxide

Model Development of a Membrane Gas Permeation Unit for the Separation of Hydrogen and Carbon Dioxide CHEMICAL ENGINEERING TRANSACTIONS Volume 21, 2010 Edtor.. Klemeš, H. L. Lam, P. S. Varbanov Copyrght 2010, AIDIC Servz S.r.l., ISBN 978-88-95608-05-1 ISSN 1974-9791 DOI: 10.3303/CET1021218 1303 Model Development

More information

Long-term Streamflow Forecasting by Adaptive Neuro-Fuzzy Inference System Using K-fold Cross-validation: (Case Study: Taleghan Basin, Iran)

Long-term Streamflow Forecasting by Adaptive Neuro-Fuzzy Inference System Using K-fold Cross-validation: (Case Study: Taleghan Basin, Iran) Journal of Water Scences Research, ISSN: 51-7405 eissn: 51-7413 Vol.6, No.1, Wnter 014, 71-83, JWSR Long-term Streamflow Forecastng by Adaptve Neuro-Fuzzy Inference System Usng K-fold Cross-valdaton: (Case

More information

Determination of the Relationship between Biodiversity and the Trophic State of Wahiawa Reservoir, Phase II

Determination of the Relationship between Biodiversity and the Trophic State of Wahiawa Reservoir, Phase II Determnaton of the Relatonshp between Bodversty and the Trophc State of Wahawa Reservor, Phase II Problem and Research Objectves Tradtonal trophc state assessment methods for nland waters, whch were developed

More information

USE OF ENTERPRISES DATA IN ECONOMIC PLANNING

USE OF ENTERPRISES DATA IN ECONOMIC PLANNING USE OF ENTERPRISES DATA IN ECONOMIC PLANNING Carlos Domngo 1,2, carlosd@ula.ve Vcente Ramírez 1,3, vcente@ula.ve Agustín Velásquez 4, agvelazq@bcv.org.ve Harold Zavarce 4, hzavarce@cantv.net 1 Unversdad

More information