expert system for activated sludge process...

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Page 1: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Nv,ev Il

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Copyright by Mahidol University

Page 2: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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narv dquandouuagninsrn:sranfCopyright by Mahidol University

Page 3: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Page 4: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Copyright by Mahidol University

Page 5: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Copyright by Mahidol University

Page 6: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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4036781 ENII\,{/I\4 : TVfAIOF|j INFORMATIONMANAGEMENT ONENVIRONMENT AhID NATURE RESOI.JRCES;htl Sc.(IECIINOLOGY OF IMORMATION SYSTEMIvTANAGEMENT)

KEYWORDS : E)PERT SYSTEIVI ACTMTED SLUDGESINEENAT SRISAI.{AN: E)(PERT SYSTEM FOR ACTIVATED

SLUDGE PROCESS OPERATION. TIIESIS ADVISORS: SARANYASUCTIARTTAKUL M.S., WmAyA yOOSmK D.(ENGTNEERTNG), SLJPICHAITAI{GJAIIRONG, Ph.D. 124 P, ISBN 974-66545+8

The purpose of this study was to dwelop an expert s)lstem for inzufficientpersonel required for a wastewater trefinent operation problem. Advising andcounselling users in the ope,ration of wastewater treatment has proven to be veryhelpful and ef,Ecient. This case study selectd the Extended Aeration proc€ss.Operators ofthe program were dividd into 2 groups: First were general us€rtl to use ageneral application and the other were dwelopers to updaf,e the knowledge base.

The program coordinated about proble,ms, causes and suggestionsthat occurred in a reactor and settle basin. Knowldge was ortracted from an expert tounderstand the problem solving activity and was dweloped ido a knowldge base.The knowledge base was presentd in qustionnaire form and then a conclusion wasmade about the condition of activated sludge process opercion with srgestions tousers. Ivlajor Tools for development were Mcrosoft Access 97 and Mcrosoft VisualBasic 6.0 .

A human expert tested the orpert system. Re$lts indicated tbat the sysemwas simple to use and the knowledge base can be updated without correctiag tlresource code. In addition, sften problems o@ur, the program can solve theq the sameas a human expert. Ilowwer, if the program was updatd in the developer part srchas updating data and additional picnrreq it would be more complete

Copyright by Mahidol University

Page 7: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Copyright by Mahidol University

Page 8: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Page 9: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Page 10: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Page 11: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Page 12: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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Copyright by Mahidol University

Page 13: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

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lul:ur:tomr:u / 14

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tniotar$ru (Inference Engine) dnssctoqgrur?oryarflugrurlorynrf;rf,ufiuf, (Relational

Databhse) nnf,nrfll{oryao1ilugrlto{filt1{r (Table) diinartf,ifruf, (n"utioo"nip) rfioulsq

ru rdsh?{oryafi narug ndotnrulnrsagrsdldeo nuuul{ Inserf,u Microsoft AccesseT

rfl runf o tfio lu n rrrf,er u rg rudo 4 a

ilrsneuroqna ruf unvurrriauwrdrd

Tnsliilsas6snrocugf asnrrrrddl{oryaluef au

l) R'rrr{ Basin rfl un u rqdrfi udoryar or frrnrslursuurininr.i'fl e0-lflfl8llffunRr:rf,rtrutgqnrrfiomlilrunrtfttrlun:rucruls ntlnrsuaunr:ncnourdruuu

m-uornrssrauru'druauclsdtfil#lunrrdnsrftfirfioq z ftdo frirfitornrs uacdrnn

nsRou Inoiilnxefrq{oq nrrfifl fiu{oryaft nltrod s-z

nr:'nfi s-z lerm$runrrfrnrfiudo{der1i1{ Basin

2) n m N observe rfiu{orya frns ar&n}r R rCIn rnfi f,rrnnnu ldo r n

:nruirin iiln:rairsnrrfrnrfiudsryadrnurd s-r

drt6worf,qlu

Rtgll?UR',ttngngutdr

Basin name Sonrsrnlilurotdrlu

Rrclr?unlrnsnoudq

Copyright by Mahidol University

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uooiln?nula0 llul?numutfi aa rru. (rnn'lu'latnrrdeorrrcuuffirrrutilf,] / 4]

nr:N{i s-r In:wfrq nr:f,nffi uc?o{antrt{ observe

nmila1l

AetA-dsoilo{an0amu

(Fields)

il:cmr,l

{orya

flil1n KEY n'toflt'tB

I Observe id Number Byt€ * o q dg a va1nun0't{o{rfl o{ R'15f,{tfln

NIlIR]SRTT O lR RT31J ?U R'I'a

nsRoutt{

2 Basin_id Nunber Bytco - Ag ^ eonlnilil01{to{flo{to{ lu

tRrsu?uRlrngRoutt{

3 Observe name Text 50d@

rl0nctosnto{aRg8tsT1{A-

R10R.|lrilfl{tftn?til

rloryadrn'urrd s-e

3) nffi N RuIe ffirrmasrdsnfl o{Rgr{rorrurilnun iiJnrsagmcfornr:f,nrfiil

nr:Nd s-+ Inr.ragr.rnr:flnrfil{o{fl nt5't{ Rule

n'tnilI?l

A*Ae4roilo{aflonrnu

(Fields)

drsrnYr

{orya

.uum KEY n'tofu'tB

I Rule id Number Integer * rirdud dr€{s o{ nA dlo ul

2 Obcen'e id Number B)'t€o u d9 a v oa1ailno1{o€to.to{ llt

a

Rtsu?uRltngRout'{t

3 Rule_text Text 2Wd4

r10a sto untuolf 1ft'lB'ltl

4) n'r:'r{ Choice ffiurrsas60nuo{d?6onto{qnnqdrarl flaye e A9t 4O o e r bre + q, e d c, 'dre'unqfi drm-rludrd'udelilft nrrrrlnrrainnrrf,nrfildo{afi s-5

Copyright by Mahidol University

Page 56: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

ifturq dfrniu nrrfrouu:ruu /44

nmrd s-s In:wfrrn, rfrnrfiu{o{nn1t1{r choice

amildn

ActA-duoto{amonrRil

(Fields)

:Jrsmvr

{eqa

flu1n KEY n10!u't0

I Rulejd Number lnteger rl.A r6'uii drq 6{ru0{ nqd mul

2 Choice id Number Interge * drfiufidrdwom'arfion

3 Problem id Number Bytso v Ag a o,

a lnljYrO1{tOitCJO{Uqfl 'l

4 Choice_name Text 2W4rto4

tloailo8nluoilln?taoR

5 Next Rule Number Integer d rd:rfi mr n qri roruio'hlI d J qe1touCI RttuRlruul tT{'ru

- Astqga v ailn{01nils rilaoRn?ro0n

drndrr

5) et'tt'r.r Problem rfil:ruasr6onfl o{t1s6ofl qrr uasdlttuuritntt

ufl ludodu drln:wfxnul{rnufiarfi udoryad s-o

ol:rtfi s+ ln :t afrt n r:n'ntfi l{s{a n tt 1{t Problem

rir6'rdn

Ay.A-d$ot|o{aa0grRU

(Fields)

ilrsmn

{orya

tum KEY n10tu10

I Problem id Number B]'te t o - A9t o o 'nlaunol{0{tfl 0{tRanlalu

2 Frroblem nameth Text s0AqAusoll ot?? ltljuR'tu'l tll 0

3 Problem-ttameen Text 50 deflqntflunrurdtnqu

4 Solution_brt Memo rlsasrdonfl o$ ruusrirlu

nrruffhflqmr

6) n1r1{ p-c duneudur{ud:vrirflquruasd1tilEfiriolrfi'rfin

flqnr narrufiifuf,r;uf rlflqiluncantuqrfl uludnuus many to many 6o ltu{tfl quufinld

flRiln1ad1rilq $ncilu{€arnrqfiriludaurautqluilalsilqn i'{Inrqa$Nnr:f,nrfiudorya1udr O1t'l{?l5-7

Copyright by Mahidol University

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u8$nmn0ms uul?TomGNuan rn.u. (tilnlulafinudnnursuurnrmunil r 45

nutd s-z Inrsa$rrnrrfinrfi ude{anun p-c

z) n'rl'r{ cause rdr{oryn:rsacr6snssr.rurfq dtlnxafxnrrf,n

rfiudoqanrnod s-s

*.rtod s-t Inrqagrtnrr{'nrfilc?o{anuN cause

8) nr:N c_Ac ffiu:rsagr6onnarlfirur{uf,rcilirrarmquav{oufflr

nartfiurYu#teraunquacr?oufrlt wotriludnuars'nany to nany rfu6o ndtauuqfi{sufr

ltldraarsde uncluilui{r?oufltftrfluciaund.noonr:ufi1tl61uilalffrrrr{q drlnrwfrrnuf,erfiu{eryatunrrnfi s-l

drdudYI

,ierd-dtoilo{ail0arflil

(Fields)

rhcmn

{oryn

1U1n KEY drof;iro

I Problem_id Numbr B)4e * c o dg a qa'tnililo't{o{|l'0{tllgrtf l

2 Cause id Number Byte * drfrrliidrt6{xo{drnq

3 C.ause name Text 100ailocjs{crufiq

nmllJlt

ActAedmoxo{ail0nrRU

(rie!ds)

d:smn

r?oqa

flu'tn KEY n'torulg

I Cause_id Number Byte * drduddrr6{no'Qd'u?f q

2 Cause_name Text r00 f;onrurlnwo{rctuilq

3 Cause en Text 50dstoRlrs'ro{Rquflo{dmfq

Copyright by Mahidol University

Page 58: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

ffiurq dmiu nrrrour::rut /46

nlrNii s-g Tn rl airE n r:il'orfi lde{ ofl 1:'l{ c-Ac

finrfiudoryarunrnrfi ,]lotttto

Action rfiu:rsas'enmt{suff*ttionuu n-trn:rafrtnrt

sr:rqfi s- to In:r rfn nr:finrfi ur?oryan u r{ Acrion

n'tnl,4?l

dsA-dTOrO{An0ntflil

(FieLCs)

d:srnn

{orya

,uum KEY n'totulB

I Cause_id Number Byfe rFo e d,9 aa19ilYt0't{0itt0{fl1tfi nq

2 Action_id Number Byte t o s dg a In 1niln o't{ o.tl,ow otr6lr

3 Action trt Text 150 suasr6onnsr{oufflc,

a1aildYI

Agti-croflo{afl0nrRU

(Fieltds)

rhcmr

doryn

flilm KEY n10frlj'tg

I Action id Number Byf€ * drduddr6qEroqE?oufflr

2 Action_b0 Text 150 r{rof;rrsdonuuffh,

J-o o d s ouono1niif,{iinrr onriildoryaatlunr:n $dnrr ndrnrira birfiuadm fiugruna ruf

uaslrildii n aur fiifiuffrun1t rlln 1 lugrudoryn dr n r: agrrdurdo in qrhv ard rail nr:

dr.nuro.rlilrunrruhi'fi narmruq:ainirriunrrrqnrirriuld'uri

I 0) nrr N History rfitnraaqrho r nrsldnau:ruirrfl #f,u &Jrunrt

ilrsnoudrstlsas6onflo{filortJ drnsu uacflanm?firfruflqnr Insln:.ra$mnr:f,nr6u{o

ryalunrrrtd s-rr

Copyright by Mahidol University

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uflcnn:romo rHl?t|omouuna rnr (rnnlulatRr:6eRrr:guu.rrt(umfl) / 47

nurfi s- t I Inrtaitnuf,nrfi unoryanrrrr History

a'tnua?l

A9,Aocro1,0{aflonrRU

(Fields)

ilrsmn

{oqa

.Uil1N KEY 410fiu't0

l Rule_Ort Texl 2NoQon18nil1gflO{RAnlOTl

2 Choice_name Text 2@oaeanlolulgt o{n?mgR

3 Problem_name Text 50 flanrr?fios'sflqrr

ll) nr:N Iosin rfiu:fariru druiufrddornr:rfiqfdaurliurlql

rsuu ogdsqldrfiaiu rrnrfadru gnderdcosdlil lrarfi qiciau nul#rurliurlqwvun

'ld Insln:qafrqnr:ir'nrfildoryalurrrrud s-tz

n.rrnd s-tz Inrqd9rrnrrfinrfi udoryanrrr{ Losn

nlnudYI

Asti-dsolo{nnonrnil

(Fields)

rJrsmfl

doXa

flula KEY n'totu'ru

I Password Text t0el

t?ff,9t'tu

t2) nffi1{ Conrent dffirsas6soflolfloilHn unsrdsnnulu

Iilrunrilrcuuflidoanq ntln:rairmrrrnrrir'nrfiudoryalunrrrqd s-rc

nffi 1{fi s- B Inr q afir nrrfrmfi ldoqan rr r{ c.onrent

a1nil

1l

Agd-dsor,o{afl0nrnu

(Fields)

ilrs&nil

{orya

i,um KEY fl'lotlr'10

I Conten[_id Number Byte * o-Ag^Xn'lnuil o 1{t o {fl o.ltuo lf 1

2 Contentl Memod

t'lgaclo gnu0{fl olttt|n&cl

uasrfroildiilrrqodnrulu

hJ:un:nCopyright by Mahidol University

Page 60: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

ffiurq #criu nrrfaurr:ruu /48

s.l3 n?rilffilfrud (nenuonstrip)

narrfiufiufiiordoryanrulugru{eryn fi walfido{anulurciacnnrr dldairttl{ tldurinrnq

Basnq Observe, Rule, Choice, Problen, P-C , Cause, C-Ac ttog Action fi

narrdrufiuf,rforuImriunaonr?a1 nrrnjdauurjudirfir,r{ufntnr:tln ociiflan:siludonr:n

dudfinrtrdollorfiuo{ duornn'rrs0nr$un?urfiun'uf,rordoqanralugru{orya n?ulqsltroC

clrJrruiqrs{nffi 't{nl{ 1 ilr1nan{Rffilr 5-2

Copyright by Mahidol University

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uatonmilom8 uilnilolamlfloa anl. (rnnlu'laiar:{nRrrsaurnrdunf,) / 49

Problem_idSolution_idProble,m3amethProblem_-pameen

Solution terd

)_id

Lid.bd

Content*n

lc**r-'dllcontentl I

Losin**

@Historr**

Rule_Urt

Choice naner_rf0il€

nmd s-z n?uf,ilfiudroqnr:rqeiN 6l nlslugru{orya

uustfisl ** nuNdcrgNdurfioraiuR'rt?i1{r1uxo'{rruiluhifinru6istlosfrinrrrrln 1Copyright by Mahidol University

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iiiurg ritrriu nrrfrfluucuu t50

sm n? rrl f,ilr{u f,6'r n dra r s fi Hn

Aglq'oezg d- riioau{oryadnssssrnffi?r'r{rnl0Rrnfif,rmnnu nqrimrrl uacdadonfr

I A v v dq h rY JlRg?ru0{Rilnrugtg1|1{RlgnlTTct{tflRfiu osgRmJSoRnlRrslJU liln?un{ilrn

- {oqnrdoa fiufl qrmvbiarm:oailoo RrlRrcuuld urniida gatotdarfion

lu:ciluiinr:ncimdrtdr.i o 9q I {- riionqrirau{oln{eilurqnuffh nfo auoonolflrsuu dadonrornqr{r

srr{oft ndl?os1nrfflr rf o ailoo R 0 1R rcilil }Jfi aun9or riu uac hiaur:safrqdarfio n

lfif,u : cuu ld n r n drrdo n rfu bi ldr vq dr nq r{ ra rudrd sa dio r fr u' -ds{nflo{flufiqua;flqnr qslddrur:onilooflnlRrsuilld nrndoqndr

as rfi n a rr drufuddrq 6dr 6'ue tri

-doqamrartmryra;r?oufflt oshidluli oauoo Rolnrsllu ld n r ndoryar{r

asrfi na'wf,ufiufdrq fu 6r fiuo{

s.t.4 drdufiustoulunr*furdrnau (Atgorithm)

oroo*fi +r ufla{uFrusirciussunrrdufiurrurorrvuuflrdo?fl q

dTrlraodnwrsarrdsndrdunrrdur rrirnsuluuc{ncrfun suldi'rd

l) esuarrudnusunnnlon'mdfiom*ru

drdilmqnlrduurdrarutfisdoulufl d Fruorn riiofll#rdongiluuunrr

r[nrudruiuflgihtrt hhunruognotnndrorru{sd r otnntrl{ Rule rasdiludara'snr{r

ool,olRnttrrt chsice dfi nur-ic =t uanqhl6l#ldriilsn nftnrndflfifisnr{rqotb?f,u

rwu }Jruntuosot?oasurir Next-Rule irfirirnhfiu o ufohi dr llext_Rule hinirrftr o

liltunruwftfieqangrimudrdud nirfiu Nexr-Rute n'tnn'rr't{ nut n$stdunr6'ardenr{r

norltlnnrrlt choicc dfitil nurr : Next Rule rfiuiird'ulunrr{nartfl#ciold nrc?irfrou

ndrdsr{rnouii6l#rAunssfifirNext-Rule=0 flrNexr-Rule=o lilrunruovgfinrrnr:fiuur

rirarufio6nnru dlrltoilrraqrflrrrfrrnuunrrduurdrurudocuuoruf,nuorstrnoruornd@@id{lnqflu n{R1rrYt 5-3

Copyright by Mahidol University

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UAAuatGn92?014o !fl rll|om0uuna znt (rnalulddnrrffanr::crlufi rdurfiO / 51

nrn{i s-r unilfr{urrn{drdu nmduilldmrf

2) ifiodsanrnnr:rfirqru

ufrqnn ld:unrruldfns rudnu arcnrunrenrrd fl sfirrnqnurisufe sCopyright by Mahidol University

Page 64: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

fifiurq diddu orrfauuau /52

uft lrj:un:rl$sudn{flanuifitf,afiR'mnud1{1ufl8{RsullauRlrnsnsud{ dqnrnd s-+

ufl ilfi{uda{eirdunr:ucn{fl anuefi ts'ucnrnnnriHru

o*d s+ drdunr:uanrnnnr:ifiqf,sanrlnr:r{rqru

ntaor|u ndsfn a rru fi'u fl # }Jrun r u wrh Rr: n r? 0 dou rir probtem-id u ndo d rn su qndrod {l#rdonldfi'uttt rd*',r',{t choice irfirir Frobtem-id nidunirlr ornriunc?irnr:duurde

ryntorflEu'Iolnnrr1{t Prroblem ntfiri'tt-ud"orflqur nir6'u problem-il rdouanmornani:

ifiodsanrnnr:drrruto{Rrsu?unr:nsnourdrqrnlilrunrrl

3) $rrn{rlsas6omotflqruasuil?ynrnuurflt

{unsum r n rr duil rc?s d rn ourd aa fiufl q n r drrJ r s n ou da u

rrunct6sn{otflqur dlrucdrlunrtuffltfl qtrndeodu auuqrorfl qnr uaa{orffhrsr1sdrniuue{nsdurq d'qnrnd s-s uanrdrdunrrduur:roas6sn{srflqiluasuu?n.r{

drnilnr:ufflr

Copyright by Mahidol University

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riarfi ninmdu rurinotdtruunn zn.u. (nrnTuln6nrr$nnr::guuartfi$nd) / 53

nnrd s-s ucrn{dldunr:duur:rsac6snrsqf, qilunuuu?mrdnriunmufflx

rdu}Jlrorillddd'rrdxotflqnr lilrunruocduuraurqd;slt?rA.lqrr0rRnmn p-c

drdudroqarmq (caus-id) dldorgnlfiCoduur:rsflsxo{d'u{q0'rRn'rt1{ cause uastfior

loqfnrrduurnarrudrr{ufiros{suffh, (Action-id) druiuarmqolnnlr}r c-ac n9orudu

ilrrrsncr6onrordeufflt trdntrloncm'snnarsq n r:duu nfiu unh{6'u fl f;

duurrruacr6un

mrilqnr

fiunraluqwlilqtr

dfuurderfflt

r0nls.nrilQ

Copyright by Mahidol University

Page 66: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

diiurq n€rtriu nr:risurrflil /54

sr chufifinsiotruflf

rfluciauiif,erurtiurif ol#lu n ffi n^ndsrsuim6-l#ftr}l:unru ilrc noildaeciruro r

nr:dsarrfr'1fr'l# uarlrrdauflesrnfuuutlu',tr nrrfiwurriaunrrdnriofiufl#arrrraurir

usnoo rufl u z daunruinqrlrvardror n rrl#qrwo r{'1# 6e ciauqror fl *htrt uasdauror

frrliurlqwruu 6nuriruqnr:1#rrunruinqrlrcardnrrl# druandunlod s+ Insl#

Micrcsoft vi$al Basic version o.o rflurnfodislun'rrf;surdaudfinief,ufl# lnoiirfltnurs

udntornr:f,srurairufi6neioflufl#ovdoddnuarcrornrrl#rrufid'ron',u dsa?R uasbiq9trljrtrou

olofi s-o Hamnrruriuruqnrrl#rruhhunnr

sz-r druta.rfl#fr'rtl

riounr:l#rru fl #aa: finsl nourq,nuuu Ciuordfi o$tuhlrun:il rnce; nrr

lftru t+iuldtnnoffinoil.ruo{nrrrlrrueio{'ldqrqn fthun:rdriinr:fisurcirucrsrrcilu

dastmnoo r+iunririidsncira fl#arurrordrqirnudas$rds Insnr:6oniirilqe61# dr,9.

lltvRoun?8 5'r0Rttgo0

- nsnr: do s 6G n rrl#r ru uanrif; nr:l#.rru]rj:un rm tirms6 snI

-:rsnr:doe rfiour udnwollnnrodoryadiie{nroluhl:un:n

ciaworfl #riahl aur:anoilduo{R'rrrfl rrrulff,ufl #tudruirr 1 d.rd

51flAgt8CIA

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riorfinlncds rlfi f nmdfl uaa rnr. (rnalufti6nr:Snnr:::ruurntmrmd) / 55

rl 1#ir?fiofiaanrnnmrinriltoitotvu?ltRltetsnoilti{

derdrqi:ronrr tfi o ds fl ft vdomoil dmru fi lrl:unrrurilufra ru Inofi

og'hJn'tdrorre{n l urcrngrudorya ngouoiudrnorornfl # rftamauraurfl u{opdug,u

tunmJ:cu?afla R$Rordrorlrfiuludngolcnoudla'ruuuritn ilurodq draru iiiidardsn

1#fi1#lftdon{s1n{euu*q InsRmninrfionfiqdrrdenfi dotnrrldrfi offias{s ft nmd s-z

n*d s-z uanr?inr:rdsndrnou

rfiar#rsrculflrdoarrqrf;onauqunrrrirqrura{flrsu?uRl:nsnsuir rflu

hhun:udh?nntingdioqdudrlriu:surnininnuilRrsu?uRr:nsnourdrriatJ doryada$

1u:crnrftrflurfiom?oryaffug',t {ia.rr:anuld-lu:slulosfe}J rd'sornfifl#noudrorru

r#odu lilrun:ru0srirn r:aqrl na nr: ?fi odsilqur dr nrnd s-a

d-aae6nrnfi s-g flanffiifroduanmnrrr{rsruE olRrsu?untrncRoun{

Copyright by Mahidol University

Page 68: Expert system for activated sludge process operationmulinet11.li.mahidol.ac.th/e-thesis/scan/4036781.pdf · riarfi-ninorderurinsrdoffi na inuriinudrr 4036781 enii\,{/i\4 : tvfaiof|j

6lfturg #niu nrniruurrcilu /56

fl #arurrnqr{ruugf rlunrruffhfl qilldoqdu ngor fluatuqto{nffi t6afl qrn Insnr: nn

rlu dlrwrir lil:un:rovfirdoryaro${uucf rlunrruffhfl qurft neil?udn{flauuurhoo

dqnrnd s-q

omd s-g uan$ruucrhlunr:uffhfl qunii,nodu ngouaurqtotnrrdaf, qrr

t uootod6ldfiiarur:aqr roavr6anror{ouffhmnrsdrniu rrunqld Insnrrndnrfio n f,q

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drrurnninnrrrgd'urifi nfid z rfoq nrnluln6riruncduflu f,ud rs-ro fiurnn

2533. nq{mfl r|illufit : eurntiga n:fiuendouln s noEisa nrrtnranfqm p533.

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nauquruaf,u. nq{ntnuil1lrrr : non.blfisrfn rf,'ufisii{ ,?sg6

5. Dan w. Fatterson Introduction to Artificial Intclligence & E rpert syst€m.

New Jemey: Prentice-Haqlnc;1990.

c insr odqt. rnnlulnirsniuilmrnqe.mrnrfl . nrninorfrasurris

n ots dlfi lt sr qt nranf rur tinam'aru u'na.

7. Richard Forrytb. Expert systems: Principles and case strdies. New yodc

Chapman atrdHall:1984.

8. James P. Igndzio. Introduction to Eryert S]rst€ms :The Development and

Implementation of nlebased expert syst€Es. singapore: McGraw-Hill

BookCo;1991.

9. Andsrson RGJnformation & Ifnowledge-bas€d Sysbm rAn innoductionuni6d

King&m: Prentice Hall Internationat l99Z

10. Joscph Gpatioa Gray Riley. Eryert srabns: principlw and programming2d ed.

PWS Publishing Conpany; 1994.

ll. IGnneft cJaudon, Jane Price Ianrdon rv{anageneatinformation qntems:

organization and technolqgy. 46 ed. New Jersey: prentice-Hail,Ins;lggS.

t2. Deborah D. wolfgam, Teresa J. Dcar 0d craig s. Galbraidr Eryert systems for

the technical professbnal united statil John wiley& SonsJnc; 19g7.Copyright by Mahidol University

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i?fiurq #niu

13. E Balagfrnrsamy and JJlowe.Expfft systens for rnanagement and engineering;

England: Ellis ttrorwood Liniteq 1990.

fl rdilmfl) lrierfininsrf,s rtrf rinsrdotfrna2sgg

15. Xin XjZhl and Angus R. Sirymn E:pert Sysem for water treabe'nt plant

opcration Jqmal of euvironmenbl Engineering; 1996;L22:822'829.

dnfur68

ad & gd A o- q e' - -- - e'- -{- -----c---e--q-14. mffi fl qnffi a'r. firril{ftfrs?nqrfieTfindouacnrrinsmmltdudio{tlnfitfrulu

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ro. rioqnr il?{fi rru . nmf,sumruuflrdoanq nffi n?uquilua;oomrnlrwru

17. Epselon [onlinel Available ftom:

t,Acce$ed 1999 Feb4l.

qnfl il nrru. Fnorfinuf,rliqqrinalffmrntililniotfin,artrtn mnlulatnrrfin

Rlricilil.r1rdilmfil risrfininordu unrinsdoriinnpset

r8. narsif,?nrrufifirnf . unaplfrriurr In:rnrrf,su'rrcuilao$fiarnsfdrrill#rfl u

qiiiolunrrfinnliuaf,s. nl{ffifl : aowiaan:rufldnf dorriurnalulat

fitcoormdlwt$;?sa2.

19. Metcafr and Eddy. Wastewater e,nginedng Treahen( Diqposal ad Rflse.

It edition Singaporc Mc Craw-Hill Book Cmpany,Inc; 1991.

20.rrixfia inqt unr lrognf nduqnuf,. nrrrflrf,nririft0mlr{{rilqnsrfRrruunsu?t.i{

qrrrru. nq{mnilil1un: : aaniuifisinorcrcnfuacrnnlulnfiu?iqdrcmslns,

fiqurou zsz+.

21. Amedcatr Society of Civil engineers and Water Polhsion Control Federation

Wastewater Treament Plant Desigtllancast$: I ansster Presqlnc ;1977 .

22" RandyJrnkinq KevinDeeny and Thomas EeJrhoflThe activadshdge

procesf,udamentals of operation-Pe,nsylvania: Am Arbor sciercc;1983.

23. W.Wesley Ec,kenftlderJr. Indrstrial Water Polhtion Connol fuC Sioga'p"t"t

Mc.Graw Hill BookJnc; I 989.

24. W.Wesley EchenfelderJrPrinciple of Slater Quality management, United State:

Qlt ftgtishing ConpanyJnc;I980.

zs. rfirrn: rn:6oroiq. Rr:nailqilqua:nrudninriltilo. f,rlr{nfrd 2. n{rrrilfi: nrninr

isa n r :r fi ruandor, n mn{ n:ofxn r?nordo ;Copyright by Mahidol University

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uil$mnolad l|ulzilolamrfiRa znl. (nrnlula6or:6eRrt:cuum:mung) I 69

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zz. r#qnr findrgqllnlss. (zsgg). nr:drasucuuritindldodasftlrunrrnouf,emog.

arrar:tmn'rrrrsoourRdrn:cunrmfio,6; 3, 4t-47 .Bg.

28. The Wide World of Activated Shdge [onlinel Available from:

http://www.scitrav.mm/urwater/waterlnkhm lAccessd I 99 Feb 41.

29. BioWin [online] Available from:

http ://www. envirsim"com\products\Biowin\Aboutwin\Aboutbiowin.htm.

lAccessed 1999 Feb6l.

30. EFOR ApS [onlinel Available from htF//www.efor.dk\htm\whatisfor.hm

lAcccsed 1999Feb l0l.

3 l. ASIM [ontine] Availabte from h@/fwww-eawagch\soft\asim-hml

lAccsd 1999 Feb t0l.

32. DSP [online] Arrailable ftom: h@/\rww.scitrav.com\wwater\d$.hm

lAcc€sed 1999 Febl0l.

33. STOAT [online] Available fro,m:

[Accessd 1999 Feb l0].

Copyright by Mahidol University

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ueidrr fa?iru-hig ndorhlrunrrursrJrrnn ndordonaruudqrfrsuhi'fl dnrru

nmd n-r n higndor

fl dnndlr or tdoiuorrudrrdou &J:unrunsdoundu{nrlrosrrieniru6nn9{ ftflfl Slcl

rfiapirulnri6n udnrndsqnr:snrdnnr:kirrfi'cr1#narlu cancel rurua'1fl#hieirunan?r

rlt rutuciautm nrriliurlqwululd

i'rsR r? njiiaur#aroir u

tro nrrdltifltliurJqrrvuu arurrauffhru'edruld nrrne rudsq nrsCopyright by Mahidol University

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frrliurlqrwuud'ru1rord1{:ronr:rdd ou:rTadruld rfi sqiir;i sads n6nr6o ndur q

frliurlqtrvuu tdonrrsnrrnldsurfiariru }JrunEuocdqnsnrrnJdsur?Ta?iru durJnnn

uuoonrnd o-t+

ffrliurJqr:vuudorkiclorynl#nrurlnrisr rtu6o rrTaeiruflolriudldog, rrTaniru

lnri unvduflurn'apirulnrirfu6nnir rrTcrniruluridfl#doqnrrrddsursdmfidruauhirfiu

to #rdns r tmdunndl! oK drdoryadflrliurJqwvuukllffruhhunrqndor ldrunrrwrlrrnqdonrruetnqdqornd n-ts ldf,lfrrnudrnrrrildourrTanirurisu$oo unsrr{ars

g nnJd aurfl ur fiaroirulu rifiu{i

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uriflr{oryaiib?fru}J:unrlhigndorlilrunrruosucmnriss{snarur6oudrnrnd n-16 n'q

nrrfinnnmftndrr

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flsnrrfi{nGitrfilfnnrlru cancel hlrunrilncgfinrtrdduurfnnhu riudonr:nJdsuuilnr

nrnd n-t o ncisqdonarlrdouft natuAuo*utu*rnjdsur#e

niapirulnri'hidrr$nCopyright by Mahidol University

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f;fiurq dirrriu

fl sn r rudfltlua nf Yu rllsn g

ilrsnoudrsrrsnrrdou s rrsnrriilo

- rrunrnliurltrdnunrrsln'rrorndodf,itonnu

:ronrriliurlqr nqr{rorr

rrunrriliurlqdqnr uasdruusrh

rrsnrril iurlqdqur unccnrilq

rr snrrrJiurlqr amrquns dsufflr

nrnnu:nn /80

nsnr:il Yurlpffnuoruoro trorofiofiffrmsrnu

rugdru iu nrrrJiurJldnsusnt Rrun*ddo,ooruolRrsuurl rrinrilrds miqrun

td z 6'qdo drniudqrfiilorRlf, unsdrnnnvnou

frliurJqwvuuarurranlr{rronr: rJiurlqdnusssrR'rrdr ld z til. rhrr unrrrfapiru rrnrfur{r{ruq&liurlqwvuu rdo nrrs nrr rio s ufflurnsiliu

rlqrnq udadilsn:runr:dou o1n1t

z. r{rrrunurfiaroiru ninlouuu ffi}JrunrrrE?r{rrunrnliuilqrornu ilrrnqdrroornd n-rz

{rliurlqwvuu dlrrmocrrfiunrrrJiurlrygrunarufiiodnuusrl{ Rlsolnddoro,vsv 3flil tnn{u

l. 6s n:Jrsmnrsffiqdf rnrrdqrnnorn Dabcombo Box

2. dedornurfiudnuegdf,qrnnnu

nrnd n-rz nanrrilfurlqwrnr:df,rmnnu

Copyright by Mahidol University

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rinrfi nin.,rdu lurinsrf,orunn an.u. onnlula6ntrfrnnrrrsuufirdumrD / 81

z. l nn{u eaa ldrrsnvr6un{orynn{lilntN ilrvnoudeu

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d0u1d lnsnudonfingfiq rdoqdrdutsqnrrdqmndfio6trd.

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z.z nnrlr updsre rdodsqnrrliufindoryadriilrdrtrlnri

2.3 nn{lr cancet dsdsqn'rrun6nnrrrfiudorynunsdsundu{{orynr6u

3. rduduonrtuffltdoxnrfir

g.t ndnlu dataedd tfrsnrrsnrr{orynddotnrrufflt

r.z uffltdoXa

r.r nnrll update ndrdrnr:uffhraf orisu gssudr raionnrlru cancel rdosnrfi n

nrruffhrrsRrr

14u10rnq firlfinlqwvuubiarlrrodufiunrlrffltdorynrfiilqrsucuudfio6oundrdH rdorls.r fiuneruJ nsn fismtdorya

4. rdsdoqnrraununrrdnuErurn'rtdf,urRnflil

e. r nfi nr6o Rnunlrx o{ulolrdduo Rnau lu oatada

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+.r ufonnrlil cancel rdounrfinnrrrirrrunrr

?rilrat?rel rdstdasnrrfrnrfiudorynrfluuuu Retation Database {oryamwrsnrrornrtd

fiqrnnfluociinarldrr{ufidollsqf,urrsnrrilsrdsqnnqrirorruncrirnsu drriu6onr:nu

rluR1rolRrrdf,ornqmrwfinnilrb?nqrirau uncdrneudrdsadoqfiurrsnr:dqnci'r?0nnu

trlr{ufi nrriu{rlfurlqmado$io rrar rstirqruuosurd u. riu n rrnurrun rr rdorfl u n rrfl o.r

rlurvulrdsqdu lilrunrloshioqqrfil#&Jiurlqr:vuudrnrrnurrunrrdorynGrutorq r da r r h!ru:uRrr,TmJsgnou rd lnslilrunrltsudnrndsrdsnarufiou n'qnrild n-t s

Copyright by Mahidol University

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fifiuu diddu nrnHu?nn /82

rnr$udoqaGrmwvuu

ui {rl iurl q{ 0 u d'nns sCh n rr nur rs R'rr olRlrrenrrdfiiliurlqddlilfiunhtJnrsilA.rdld

nirriu

nsnr:rl5urlpnqriroru

urqdruiunrnliurlqlngrlrarr drnouuasnatotnrrifiofs

frrliurlqsrruucurrat{r{nonrrrliurllrnqrhorr deu z 6ifrs

l. rlr:rsnrrrlianiru nnrfiudr{r$q&JiuilI{rs1ru rds nns nr: tia s ufflzuun vrJiu

:Jqrnq udardonrrsnr:dss nqdmru

z. rirnsnrrrr{adru ofioluruu ffirrhosnrrilYurJqrnqdrsu fr frnussf,rnrnd n-tg

nrsluil#rosovilrvnsudaorrsnsfiuni,oir nqdrarr uav drnou

rrsncrdsnrorngdrorr

nqdod nursdr rirfiutornqdrorn

omd n-ts nrisqdonarurdou flffhiarurroaudorya

nrnii n-rs nr:rlf,urlpnqdrarn

rrsncdsnrro{Rq ruludr rruasr6onrirsru

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fsufi qinordu unrimordoarfr sa rn.r. (rnnlula6nuf,nnntguudr:gurnn) I 83

drdudrsqnrrdwn ilrlrss1t iirdudrernrrdqrnnddrqdtlununrr

rliurlqdnu oso1R1r urnhifi drdudror nrrdttnnddo{ n 1r {rl iurJ qr

ocdwlil{rnrrdl'usrnrrft nrirad ugrronrrrlf,irlqtornrrrisu

- finuetcnl{Rl0Rladdrrnn nurudq rrons6unt0{s1R1t dqovdotfirru

a g16 snnrr fru iirdudmr nrrf,trnndtddnl{

rdu drf,udtetnrrdtmn nirf,u I

frnuEsntnrsn'trrddtmt nhfiu thloffisnou$unid

rrsnsl6sntssdrnsu

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fl#rfionr{rnoudorlqnrirr nrnfirrfionnrolunqri',utufiflqnqndrotornrterouldfiufld

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n-zo fl#nvdsqldrrsnvrduntsr{sryn h?nrudau

nrnd n-zo nrrriirngdrorllnriCopyright by Mahidol University

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qda&nilula flrffru Rrnr.ru?n R /84

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6nnrrdrrrsn'rr

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0'DJ

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z.z ki{orynndudourrrshflnrudau

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z.+ nnrlr cancel urndornr:sndnnrr{rrroRlr unsufirooovnf,uqideryandn

rirdutunqriroud r

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riorfi ninsrduutlrinsrfrfl fr'na

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3.2 nn:lu updats doo'ufiun rruffhdoqn

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ri oun drdld rfis rfl un rrfl s q rYuna ruil a s n rYscr w hl ru n r ru

4. rdodsqnrrnunqdrou**

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o.t nnrll ctose donduqiruqufin

urqnrrrf,trdu ilffls, uasnu rrsdu"srflqnr rruasr6unrotdruusrhlunrrufllr

flqrarCopyright by Mahidol University

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Aaa&fluula drduu nmflu?R n / 86

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rlqrng udadonrrunrrdos ilquvr{rnuvilr

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t .z nnrlru updars rdodu6uorrrf,rr rsnsfii unmrfl qurlurirft {rvuut.r nnrlt cancel uraodoqnrrsndnnrrdrrrunrr

z. dodo{nrruffhrrsnvdunvorflqnr

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ornd n-z nnrliurllrflqnruavdruucrlr

z.z ndnfiqciauddosnrrudh rirn'rrnJdsuffiJar{oryanrrudornrrCopyright by Mahidol University

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t. t rdsndrdudrodqurddu.nrruusonornftJrunru

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ffiurg #ariu

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Copyright by Mahidol University

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A&rnrul0 f,rfruil rmnil?n n /90

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t. drrrsnrrr?farniru srndudrqirilq&JiuilE{rsuu rdsn:rsn rr do s ufflcrravil iu

rJqrnq udaritonrrsnrrdeu eruqnrrufflr

z. drnsnrrrrTcriru nfinlouuu ffi

o*d n-zs nrrrlirnlqrdouffhdrniualuq

nrslu?rdrosft nrnd R-2s rruRlsrliurlqtdoufflt rJ:cnsudasrrunsdsn

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rirdudc,sralraqddrdr lur runrnJiurlqwunqN uasnuRrrrrrn{rruavrd onror eumq

rqiu drdudrowrnrqj!olto{rnmq

nirfil tnirf,u drnrrnsaruoonfirouqr

-drduddeufflr nrrodr drdudrsqdoufflil drsvdorfidrdunrrf,u

drdudilesdsufflcfddr{o'dunrrrqranqnsacr6umoqlsuffh Inuflrlf,urlq{rsuudlmro

FonEnunvr6ssmqdoufflc, ldlnonrrnnrlr rrsnvdundouffh,Copyright by Mahidol University

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cqauorqlg?num0 uilnnommJfiaa :n.u. (rnnluln0nrrfisnrrrsuusfl rdumd) / g j

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du drduddsufrh nirtYu r

?inrrufflcr nirriu nnnrrrfrus

firl iu:J q w vuu cr u rr a d uiiu n r:rlrns n rr n r s l ur,r rh o s dldm dt. rdo dsq nrrrdildsufflcrdrn iuaunq

r.r nndonrrudoaruq

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{oryarirdudruotarruq(ridudsrnrqfludororarnrq) dorynrdurflucioudhdlddornrqrTu

drduunvrrsnctdsnddrtdslunr:rrucrn{rlsnsr6sn{orffh mrndu{oufr'hlnrid6q'lrirns

:Jrm6lunul.utcrn{t10nst6snE?suffh osde{rfirnrrrfirrrsdsdouffhlnri lunrn{ufler{

rrsavrdso{ouffhriou

t .r n nrl r upaure rfiufi u fiu n r rrf,il r r udo {s u ff !r dm iu durr q

t.+ nn{ll cancel rCosnfinnrrdrrrsnrrffiu{eufflu

z. dudsunrraurrsdoE?srfflcr

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z.z ndnuaurira.ruudoryarsrdsufilnddooorruuooRtrRgrunarruf

z.r nnrlu Delete rdult?ftJrun:rudrfiunrr

urnfrrliurJqtrsuudot nrrqrrunvdsoroqdouffh arrurralfTrJrunrrudrrfi unr:lfinunrrnnrJu rrunvrdunmq{e$fflu ovrlrmgurhCIordn{lrsnsr6snrsfi?suffludqnrlJn n-26

Copyright by Mahidol University

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diiurg #ariu nrnHu?Ro /92

{rliurlqtrvuild1rltor. rfilrrudo{ouffhlilri'ldIns

t. t nnrlu Add nmllt vdrnrrrdlriodrrl#flrlilrlqwruuldrfilr?oryn

t.z norlr update rCoduffunrr{rrrsnrr

t.r nnrlu cancet dodoqnrrunrfi nnrrrlrnunrr

z. ufflcrirsns6 unmn?suffhr

z. r nfi n'hl f,qriotrr o nrrc,ou?oryad dor nrrurllr

z.z nnrlru updab rfiudt fiunrrrirrronrr

z: nnrlu cancet dodo{nrrsnrfinnrrr{rrrsnr:

g. ilnuflilnrrirrru

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nrrrliurlqrrnmq

rdotdrsnrrrrr7oqamt{suflltfi narrd'rfiudrdsilIwfiunrrr{dr?rquuu many ro

r*y ftriunr:orlqrnlfiaunsacduntsr{ouffhr lurar?rosdrc?ir1#finanrvnue{o{oryn

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un c u ff lc,qis ry a ldnirrfu

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risrfininsrdu lr rinsrfrwnaa

rt{ff?utoinvuill?gtrmo

an* 0nn'lulatarrfrnnr::cilufl tf,umfl) / 93

rieu{sqrsuudasril6s ilrsnoudastlun'Hdos

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d-t10R'lt tu0?f1

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dasrrsnsr6snurlrdluuia;rug ciauilrvnsuno{ur{ unvtf, nrrl#tru

fl f,arurror{rqfrrunr:iil$hJrunruld s ti6o

L rdon uqtild rdonnunrrdos e'i1#IrJ:unru

z. uaod'tuouu ffi3. nnrlru rt

rt rmraf&dtr&rrlrdffirssd

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l. nrrFouffi nrrl#rruln ur6onrirds01fl Tab content

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IAlluRlllilo?11

arqildn{rlCIacrd sntour"o"uordun rdu:rlodnrululilrunru dnu Ecuacn fird

nr:rhsrurorhlrunru

54401

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fifiurg diniu

fl darlr:or{rqirro o',r dun, ld zif; fie

t. rdendng 5G1# rdsnrrsnrrdeo rdun't

z. nnrlu rz

nrnnuron /94

rlnnqnrhooft nnrd n-za undr udn{rluasr6unonrtdsur dnuarurmsmdrdror

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rdun't

nrnrd o-xuf,n{r:

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ffi2. nfindlonou ffirJrr n g u rh o ouda{ i 1CIa cr6 snE o r Iil :un:r d'r nrr d o-zg

R-29 udn{rrunvrdonrdoariulilrunrr

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96ililqrn?il0mu uilltilsmou?tna an.l. 0nnlllniRrn'nRr:r:ruum5rtullfl) / 95

nfirooosilrsnoud?strsasGon dersq}Jrunu ri.rnrur'lnouavnrurdrnqu

frfiorurhhun:u unsfiqfrn

fl dau rr nds nr{rnsnrr ldft dt. nnrlr oK d0iuynru,t?orynrorl:Jrun:lunv hi'nrqrdsrrYulilr$nru qdnr:

rhrru

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z. qrJnmiiidrrlturirt#unrrlfliruftJ:unnlj - lAa, -^- !

tn5o{not|fi ?rnorilr|quflr|unn{u

t. firvulrlfrrifinu window es nioqrnfr

z. firiruilrcil?nnnRat{r (cpu) d.ruei iu pentiun 166 MlvD( riuhl

3. "ulmdudit{uilHardDistsdtfios

3s MB

4. narilns6snnr?ros 8tn x 6oopixets

5. iil:Jrunru Microsoft Internet Explorer 5.0 trColft ru hetp file)

6. ii}Jrunnr Microsoft Access 97 frduilfuilqqrunarruf)

r. nrrfiaf,qrcuu

l:Jrun:uosgnu::p{luupiu co drueu t uriu nr:6ndrrsuuwdsrr{rnrrfind{d,-.jt

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rirnrrnsufluunvdudunrrdtru ouorrrf,olrJrunrrn'ndqraioriou$su fldarrur:nrisnl#sruhfrunruldorn nlensu

Activated shrdge ProjectdrJnnqo$uil Desktop nfo rdonnruld

Program Vteou dg Activated Shrdge Project

Copyright by Mahidol University

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fifiurg dindu nmt{u?n r, /96

flm9{u?n r

n?rilflurruu

ril d{Io{n a rrrfrfiel#liln1rfiq{ 1grun?ruflldfiuhJlrnru0s0 nr?ilr?rI01R

uritdsdrrrirrnrr tonerrqruiflsd#sar?o{ uaun?rufdrrrrnrlrvrunrrofc,o.r{rduauq

otrinarlflrsnsudas nrrirn:rsr{flqnrdrfindulun:ruaunrrnsnsurdrlnsl#lnrw$rr

duh? flqr,ndlrulfi-luntvu?uRltnsnoilldr dl$rqro{nurfinflqnr uas{oufflrdrniuusi

n r arm q le sii Ersasd sndqd

nrrim:w#ilqrrdrfindulu nrcurunr:ncnsurd{Insl#Tnrqaft rdu'h1 rfl unurruraudnuuvvt't{ R'tuRrndf,{rnnldorntiqfiilornrguayn'qn nnc nsuluRrsu?uR'tr ns nou

tit uavuuanrqlunrrf,o't:Ertfrsernrrvfusndsrrnrunrnir'$'rlrflo{ruuu Insl#lrnuR1?l

dulfirfl urvr n fi n 1 u n u dur'r r

gild ur dnssviltnrsolfl df,orRnfluolnrsuuCopyright by Mahidol University

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eaasauflqln?il0140 t|rnn0rngurnn rn.u. (rnnluln0nrrf,nnr:tcuum:gurna) t 97

lsth'sfoamin the influent?

gild tl-z Rlrnr?onour{sslutlqrfiuernrsCopyright by Mahidol University

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f,iiur6 diari'u

Xild r-: R1:qs?strou nfi ulufrstfi ruslnrs

nrRnurn t I 98

gild u+ R'unt?odou n't: n?undu nruludttfiilolRlf,

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rirufi n-inordo I il rin sr6'sr,fi aa rn.r. 0nnlula6nufinnr:rcuufilrilltnf,) / 99

ls this other colorassocieted with an unusal

influent?

What is color ofrawsewago?

grJfi t-s R1rn5?0f,oufrtusYqr6ilotR1f,Copyright by Mahidol University

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fiiiurg dimi'u

ld-vaaJssaglrvr 1,-6 n'r5nt?0 doun RUusnv Roulauilru tuo{rnil01R1ft

nlnr{u?n r / 100

c,utlnlnn-nnlil

14uluttudt&tutJfllt dl

qnrililfiuu!tilarnrurrnr

ilJd t-z n'rrrt?0crBUd'rnlrnsnlgooRfiroulufrqrfiuo'rRrrr

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e€-ilflann?nulnu !u'l??lulnt,U?nn an.u. 0nnlu'[n6nrrfi'nnrr:cuudlsrtut?il / 1 O1

nr'{d t-B R'rrfl r?tdsuarildrglufiqrfiilotnffi

gild n-g nlmraoaoudrfirerlufisrduo'rn'rfl

grlfi ur o R'r:or?0dourirnr:ldoonfrrouludqrfiilernrs

dn: r dru ro.r cr: o rn r: hi Mrl lufl u

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cdd&fl1r1n0 flffiuil nrnflu?n x / 102

grJfi r- r r Rlrnr?odornr noulfi uyr5dludrnfl ns Rsu

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rTarfi ninurd'o r fl rinsrdsufi nn rn.u. (nrn'lula?nr:f,onrt:sruufltdiltnd) / 1 03

g:Jd r-r z Rlrnr?of,ouierqaourirlufisnnnvnsu

gild u rr nlrnr?oflour'lsqludqonesRsu

rigrlfi + ra R'lrnr?0doun5rulufi{nRnuRouCopyright by Mahidol University

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frfiurg n9rtfiu ntneil?n x / 104

d'luuula nnncnoulffi

nnnsnsulddr rirdru:ru {ufid

n&noilrnn 1

nnncnsuldfisu

hiylufi'rfiuuriu

nnnsnsunldfi rreitlrfir > 4 brs.

ncnuuuuodu

ngnoullt|?il00ulu10lnn

fl qaoonullln nnngnounhiG

nnnsnsunlffi {uncnoufinrru

uulrriu uddruuu

fiorlnrnnrnoururn16natd

nn1urllJfi{o

rtrdaovnouo$?rfllu'r1o{o{

qfiuvrf ri'lrirllfrrfiurfl u floc uni

nrvoruo{lugrlncilrf, n 1.A/l.ratnu1

trrld r-rs R'rinr?o?rourir svt ludrnnnsnou

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riarfi ninor fiu uilrinsrdunfi en an.u. (rm'lulntnrrfisnrfi $Jurn:eurna) I'l 05

druiunarruflrdoafruilqrarfinuldlurvuu rnrilqdriol#rfinflqnr unvclour{'h

dnrf,uucincdlrnq dlultouf,atlddqnrnrd r-t uanrn?u,dilfudrrndrdqilunedlr4sl

unrnrrrod cJ-2 f, rr'r{rudnqnarildufiudrsrirqarrmqunvdouffhrnnrvarrq

rd-&guil il-16 n$nf ?odounnusvri?

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fifiurq #ddu nrnnurnr/106

n]rl{il n-l n?rrrdilfiuf,rvnirtilqill unsrrrilqd riol#rfi nilqrr

r,losur nmlotqtr

r{orua rirfirsrdriloqflrr adndfiorgfios

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na r rlr!rmiitsd s gi t,o 1 qns n s udrdowra arrorur:birfisffsr'loqrra arq'aal

nnRffi cg torro{d'tsouyridvloscJra 3r1tflU

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r,lerdrirnra usndlulruffiar,lsrdrirnra 4lr€&

a luntflrnuuSeptic Sludge nravl9o r n rslufiiGl o r nrsSeptic Sludge u'tuu

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Septic Sludge nrrti'rsrilr,owo nftouhirrilrgfl uSeptic Strdge PluggedDifrrsers

Septic StudgelA:

nlRltasatoooR!iloild1

Septic Sludge Plant Sidesheam

qodii n rr naunraru hiarlttr oi nrrnauhfufiu{floqndii n rr n au ruaru hiaruu r af PluggedDiffiisersCopyright by Mahidol University

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tisrfi nin od'o uurinsrdouu-na an.u. (rnnlulntRrrfienr::siludtrdurnfl) / 1 07

fi'tt'litlt 1-l na rt f,urn'u f,r v n i rtfl q u't ra s drfi q d ri olri'rnn fl q n r (si e )

ilqur qtryqqnfi fi n rr nau nr au hiauqroi qrlnroirdruo1n1f,.81qa

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a. !s a dtlRn RltU g toilr,0{cr1t0uYtt0

rsuu iirjs yfrfl fr n nr n rrdrrTnsirral

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ns n s uru rru"o sor nqnfiuuuurdul s density curent

ns n s uru uds r o rnq nf;nuuurduls 'lcln:rou#alrl6

ns noururrfiorornnndruuurduls arrornr:lilrfisqnsns nsururrfi oqor nqnf,nuuurduls rfrndiiorqrleo

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rdnffilouqtl

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S.Amerisa Society of Civil Engiueer and Water Polhtiou Coutrol Federation" Wastewabr

TreabentPl,ut Desigu 2* d" Lancostec La[caster Pre$ Inc; 1982.

6,Donald W. Suadgtorm, E Klei. Wastewat€r TreafrentNerr Jersy: Prentice-Hall luc;1979.

T.Glenn M. Tillmau Wasfiewator Treahent Troubleshooting and Problem Solving. Unircd State

ofAmericr: Ann Arbor Fress, Inc; 1996.

S.Metcalf , Eddy.lYastewaterEngineeringTreatmentDisposalReuse. 3d ed. Singapore:

McGraw-Hill Jnc;1991.

9.Randy Junkins, Kevin Deeny, Thomas Eckhoff. The Activated Studge Process: Fundamentals

ofoperation Utrited Suts ofAmerica: Ann Arbor scieuae; 1983.

lO.Syed.R. Qasirn Wa$nwater Trcatuent Plants Planning Design, and Operation. Japan: CBS

Publishing LtA 1985.

ll.W.WesleyEtlenfeder, Jr.InfirstialWaterPollution Conrol. f a"United Starc ofAmerica:

McGraw-Hill Inc; 1989.

l2.W.WesleyEdonfeder, Jr. hinciple ofWater Qulitynanagemeqt Massachusefts: CBI

Publishing Company luq; 19E0.

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Executive Summary

IntroductionPresentlS Declinable water or wastewater impacts to living standard of human

life. Wastewater discharge has effested water pollution problem seriously.Deterioration environment has trended increasingly. Improvement wastewater is verydiffisult work. ldany organizations try to solve these problems.

Research of Ihongchai Panswad and Chongchin Polprasert (4) found humanresourc€ development for water quality management in Thailand problem, whichshould be conected exhemely. This research presents the resuli zuneyed andpredicted of environmental personnel required for water quality ranag.reot in thecountry. The requirement is predicted up to the yar 2011. Itr 201l, junior techniciansare higbly required to operate wastewater treatment pta$t. In the monitoring themgthe required numbers-of personal are scientistg engineer, senior technician anO;uoioitechnician in descending order.

Expert system is 1 ryt of programs that manipulate encoded knowledge tosolve problem in a specialized domain that normally required human r*pritis".Development of orpert system for activatd sludge process operation is a patl forapplication adds environmental problem to computerteohnology. This is ableio solvefor-lgck of wlter qualtty p€rson managernent. Expert system can ne6 users to solveproblem that is too complex, poorly understood and cannot be handled effectively byconventional systems.

Summary AbstractThe purpose of this study was to develop an expert system for inzufficient

Persongf required for a wastewater treatuent operation problem. Advising andgounse,lling users in the operation of wastewater treatuenf has proven to be veryhelpful and efficient._ !!is case study selected the Extended Aeration process .Thlprogam coordinated knowledge about problems, caus€xf and urggestions thatocourred in a reastor and settle basin. Knowledge was erftracted from an expert tounderstand the problem solving actirity and was developed into a knowledgi base.The knowledge base wa1 presented in questionnairi form. I\dajor TJoh fordevelopment were Mcrosoft Access 97 andMcrosoft visual Basio 6.0 .

A human orpert ltttS the expert system. Resrlts indicated that the sysrem*ss simple to use,Td th9 knowledge base can be updated without conecting thesource code. In additiotl when problems occur, the program can solve therq the sameas a human expert.

Material and MethodsThis research composed several steps, such as collecting knowledge fiom

documentation and a human €xpd, developmem enp€rt systeq acceptance tesqCopyright by Mahidol University

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evaluation and conclusion. Knowledge collected from documentation and humanexpert. Doqmentations were conternt zubject. That were composed

- System charastedstio- principle of extended aeration- fastor atrecting operation- process monitoring- oper*ion control- trouble shooting

A human expert was interviewed about an idea. When problem of activated sludgeprocess opoating ocours, how orpert do. Problems coverr for aeration and settle basin.Knowledges were odracted from an expert to understand the problem solvingactivity. Major Tool for development knowledge base were Mcrosoft AccessgT whilemajor tool for dwelopmont user interfrce part was lvficrosoft Visual Basic6.0.

ResultsRezults were divided into 2 sections, such as expert system development and

system tested seotion. Expert system dwelopment s€pamted 2 steps. First step wasknowledge base and some of inference engine development and another step wasuser interface development. At first step lnowledge collectd about pioblems, oausesand suggestions. LoSc tree wag a technigue that used for searching problem.Knowledge representation used relational Model as a tool. User int€rface wasdeveloped for connegtion between program and users. The aims of user interfacedevelopment were ease to use and facility. Operators program was divided ino 2group. First were general users to use general application. Program gave advising andcounselling to operate activated sludge process. The other ussrs were developer. Theycan update the knowledge base which were observation charasteristics, question fornldetails problems, causes and suggestions. But they must have true password for login

System testing sestion: $ystem tested was divided into 2 steps. They wereprocedure test and asceptance test. Researc,her and a human expert were responsiblein procedure test. Researcher tested in each module working and debugged it whenerror occurred. After that a human orp€rt test about data conection. All erors wereedited until prograrn completed.

Acceptance test Program was tested by user who is an activated sludgeprocess snpertness and can use general computer progran Progfam evaluation wasdone by inquiry user opinion. Results indicated that the system was simple to use,knowledge base can be updated without oorresting the source code andcommunication between program and user was good. In additio4 when problemsocsur, the program can solve theq the same as a human expert.

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DiscussionDiscussion was dividing i*o 2 parts, design and development .

Design: l. Knowledge was in progran. It defined and copied from a human

94pett. Developer can update knowledge base. A human expert added newknowledge. Program cannot learn itself. So learning procedure of program came frominput data ofhuman expert.

2. Progzm prepared question orders same as a human expert. Pregramconsidered activated sludge process operation and gave zuggestions to users.

Development: Knowledge keeps in relation nodel. They were many tablesthat had related key between table. Key should have small Oata typr for ease ofsearching and quick performance. If key value mistakg program wi,fia not operateconectly.

Recommendation1. Program should update key input. User will not remember key value. It

will support user friendly.2. Program should add pictures. It makes user understand clearry.3. Program should update dweloper part for knowledge presentation. It will

reduce redundant data in database.4. Prograrn should add connection way ofquestion.

Frecdive Suomwy I 124

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544CI1

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