EP-4736075-A2 - MACHINE LEARNING BASED SYSTEM AND METHOD FOR BUDGET MANAGEMENT

Abstract

The present disclosure describes a machine learning based system and method for budget management. The system is configured to train and evolve one or more neuroevolutionary models for each project in the budget. The system modulates one or more inputs of the neuroevolutionary model. The system is configured to determine if a received output data from the neuroevolutionary model corresponds to a predicted output. The system is configured to feed the modulated inputs to the neuroevolutionary model if the output data is different from the predicted output and update the neuroevolutionary model. The computing device is configured to use the results of a simulation feedback of the simulation module for budget management. The machine learning system is based on Neuroevolution of Augmenting Topologies (NEAT) to provide efficient budget management.

Inventors

• CROOKS, Michael, Francis
• SILVERMAN, SHMUEL

Assignees

• Insight Systems, Inc.

Dates

Publication Date

20260506

Application Date

20240625

Claims (1)

1. oce o.: -. sse ameoars m oannea: ana aaseue,e ssem comrsn: aaas ae,eaes a oneeas co omneu conmuevnceenv nceew coomrers cnom mmeumnocrao snor wn a se aeas one moues ano orne or morerocessors e ororam e se or conureo execuee se ororam moues, raemce mvoe,uoers ceomursen,n a sumuora aonu mraou oe cornoecusreno:eue ura ororeacns ann eevouvee onea osre m aoree masacnneare oanrnn moesor eac o e moures macneearnn moe enu, werene one or res s are conureorec aroec saencan roec moes,eu mraono or, orvoerec asm ane vearroa aon usn e one or more macneearnn eermne,ase one monnosrnn,eroec resus assocae w er aeas oneara unsen resource roecsne reurarecoec oe a res roeu eacss m onoenaorrea ove urnseenm reesoeurrcoeo one or more oer rerane ssemsas aen o e aeas one onerece roec sae an e rerecon. e ssem o camar,a we urnesen resource. . e ssem o cam, werennee ssems a awn ssem. enerae a aueaes oonremuuaoen maonuore se a co onr easuo oreram ne oo m reoceuvees counrraecrs co anm srusec:onracs an aue execuon moue conureo e eura oroecs, an asse an servce manaemen moue cxoencueuree ao reeacsev oeneeuase assoacn, w rocure asses an servces corresonn ae a sen manaemen mouen com o execun eue an, moue,eueormuaon moue, anmuen acsaseon an w serveceu manea eexmeceuno mnoue, oce o.: - weren recee sveenea masn raeaemeeno m asoseu seasu cso ann suerrevo: manaemen mou ce sausrome asse an servce m uonaeor a reae,-me execuon o eue an, an macneearnne muoees usann aasease onnee veerrmsonne oueeureecaonsenerae e. e ssem o cam, wer n. ue exeecuuoneormuaoenn m:oues conureo receveue neesrome ue exeec suenon m m mao onaue uee,m a anenn meouuees conureo receveue neesrome. e ssem o cam, werene seno mrmuaon moue. sen anoeue anaemen moues conureorove a. e ss aemun o m caanmae,m w ex eneer mecu onone m seo oue.roram mouesurer comrse: eura oroecs, receveuuen connuarnesroomrace a svaena meanuanesm oe eac roecn receve cos esmaes anunn reuess n moue, sausoe se rom a cos recover moue,roveun eue execuno mna mnaemen moue an roveun auorzaon anun sauso. e ssem o cam,o wuee. recover anrome senre mnanea ceomse rnec movoerue m,oues conureo receve a cos e cos manaemen moue an eermne weer recuevee aesse co asns a sreervecne us raerom a or aove ar ecovere. e ssem o ceaemne, w raeere.ne se ororam mouesurer comrse: cosse ar coasn, manea coesm menan maoemuee comrsn acua cossromnvoces an esmae servce sausrome asse an senrv mcoe muaenaeenme cnon moureo receve asse saus an aresrome sen manaemen moue, receve arouvee, r aescseev aen co sservrcoeres an oceo.: - acrovuse coonss anro aecroonvseo aceu ssenon ms saraeromeue execuon moue, an.e ssem o cam, werene se onareomreanm moue. a conrac manaemen moue co mouesurer comrse: rocure an careor auorze asses amnr sesrvncens,ormea cononra rcea meanaoe cmoneracso s conureo receve acua coss anrocureme n moue moue,rove cosroeco n sausrome cos manaemen weer acon nsoe sen manaemen moue, aneermne . macneears reaeoeue are va wn areenemeero. ssem comrsnnn aaeseas m oneeoaaoars meanna nenwo areu coem,meun mceaoon wen a execuen a comunevce,e aeas one comunevce com eas one sorn a se ororam moues an rsn one or more memor orora one or morerocessor conureo execuee se ramn mno aunes e,voev mne, ao coem comrsun: more macneear nevce va a smuaon moue, one or wer nn moesor one or moreroecs assocae weue, ueenneu o rneece orv meoroerroee ocnse osr c monoreurroeecoeneraeroec resus accorno more m maconneorenar,n an meo coems,u vanraoevnscen vas eeen semrauaon moue ane one or eermnn,ase one monorn, a eroec resus overme assocae weenerae eas oneara unsen resource ara re unrsecenn re,s aourcee coomr onuo e onec r r moeevsuces vae smuaon moue,e aeas one rerann, ae comunre oerroecs assocae weue an one rerecon o evce vae smuaon moue,e ssemase .e meo o came, aueas oneara unsen resource. ueeneran, ae cormeur cnomervscne v:a aueormu xa aon moue, aeas one eencuorn,e a onee o cro mmoruenroeecvsce va aue execuon moue,eue oce o.: - an, an eas a rsescoecvane, a we croocmureun asseesv acne v searv anc aesss ceor arnes soenrvnce moa enxaeceumenn meoue,.ue meea reae roecon. aessv o en c s,a a am us ae, n cou smr ervuer cen com saeuvrs scen ro v: ma ae s aessne m anana serevmceen moue,eas monorn, a e comun evce vae sen manaem meanna meomuene, m ao reaue me execuon o eu - anas uea onne,e armene come uua enn, an reevcceo vnsaeene sen manaemen moue,eue usn aasene rae e macneearnn moes. e meo o c vaermson, oureerue an. neesr roemceven, a e comun comevrscen v:aeueormuaon moue,uee recevnu, aee ex ceocmuuon moue, neesro n evce vae sen manaemen moue,uee rmoveue execuon moue, an anoeune, a execeu coomn muonueevce vae sen manaemen moue, a sen. e meo o c corresonno aam e oen c, eomur . racn, oruern comevrcsen va: aun manaemen moue, avaaeuns recevn, a e com muorenroeecs, an ansore one or moreroecsromvcee v saene muann manaemen moue,unn. e meo o cam ,urer com aemen moue. esmae resc aenvnun, ane re coumesusrnome avrs cocen s v: reacoveerun mo muanea, aenmen moue, cos oce o.: - oe seronv manna, aemeen comun evce vaeun manaemen moue,un saus e moue, anun auorzaon anun sausoeue.xeec mueono mo ou cea.m ,urer comrsn an serv reccee svanus, aroe comun evce v:ae cos manaemen moue, asse saus comrsn acua cosms asrosem annvo secrevsc aen m eosue,e cos manaemen moue recevn, a e comun ev mae cosseran, an rores a ce vae cos manaemen moue, cos. e meonaresrome sen manaemen moue. recev on c,a ame, coumruern comersn: asse an servce acusons an avrocvee v aacues coson msanaemen moue, arove execuon srae romeue roecorno m svo onue e,, s a an ene m coamun evce vae cos manaemen moue, cos. e me naemen moue. recoev on c,a ame, coumruer comrsn: anrome sen ma n evce vae cos recover moue, a cos recover rec naemen moue, an usaeromeven co,s a maen caomun evce vae cos recover moue, asse an servce ra eermnn weeermeun meoeu coess areen recovere a or aove areene. ee. me recoev on c,a ame, coumruern comersn: c vce va a conrac manaemen moue, acua moasnsa aenmenroc muoremueen co smaursrome cos manaemen moue,e conrac caer meeor auorze snnormaon assocae w conracsorocure an. asses an servces. roov on ca, ame, coumreur cnomervscen v:ae conrac manaemen moue, cos oce o.: - wroeceonusoe aer se vean m wananem aenre meoueoeermne weer acons assocae. non-ransor comuer-reaae sorane meero. comuern newore c e meumor usen conuncon w a sorae meum sornormomraumncnasorunc wons aaea,s w oenne exaaase,e comuer-reaae e comuero carr ou one o ecue e comuer, cause recevn,or aue,rn muoreo oeraons comrsn: rann an evovn one or morr aura oroecsneue ura oroecsneue e macneearnn moesor eac o e more macneearnn moes are caosen aureeasonrearc on areonecu s,a weenrencane one or resus roec moes, moenourrna, ov oer aroemces aenro v an usn e one or more macneearnn eermnn,ase one monaroaronsneroec resus assocae w er n, aeas oneara unsen resource ne ruerecn eo aecea rsesu onse maornaore un osveern reesomureceeroo one or more oerro receerra ecs raronen or c seo ceocmsu aner ore one or more macneearnn moesase one. e non-ransora coem anuer-ere reaarece sonor oae me aeeas oneara unsen resource. s a a urer cormawnsn rso s ers um o cam , werene comuer. e non- s a ce som em. ouerro-reraama meo suoerase meum o cam , werene comuer eas on aeuueeoramnuoar aone maoueo rece cvoem cornsranc:s an suconracs an enerae a aue execuon mosu oeneo o execeura oroecs, an asse an servce manae uee aeas oneue an, rocure asse men moueo receveeas assocae w a sens m anana serevmceens c moorreuseonn cnommou enxeccauonn weueeuean, execuon oce o.: - m woerueen,ee suene moanrmauaon moue, an e asse an servce manaemen moue, manae rmeceenveseas reeameeno m aosseue s:aus an servce sausrome asse an servce m macne uon eaarneo m sros au ne reea, mou- eseme e usnaxnecu aasaeon se o onne vee eerrsmu onnee ouan, a euen ereconsenerae e. e non-ransor comuer-reaae sorae meu an. eueormuaon moue recevesum o cam , weren: moue, an e neesromeue execuon m e sen manaemen moue recevesue neesromeue execuon.oeu noen a-nranseoru coemormuaon moue. manaemen mouerouvere-sre aa saene soarnaoe meeuume o e cxaecmuon, m woerene sen. e non-ransor comuer-reaae sorae me ue. roram mouesurer comrs um o cam , werene se o ura a ounro meacnas, reemceenve muonue ne:oarancsr aovmaaee seunns o eac roecne cos esmaes anunn reuessrom a cos recover m moaunae,emroevn meounue s, raecuesve e sen manaemen moue an roveun auorzaon a o ue execuo nun sausoe. e non-ranson moue. recover mouer re ccoemvesu aer c-oresa reacoeve sroraaen mreoum o cam , werene cos receves asse an servce usaerome cos manmaemee snen mo muanea anemeene mrmonuee, weeruee coss areen recovere a or aove ar s. e non-ransor comuer-reaae sor eene rae. roram mouesurer ae meum o cam , werene se o cosse ar coasn, manea coesm men co an mm aor emuse ee: n co mmorusene ancu caon cosusreromo rnevceovcees a assne e ssamusa aen oce o.: - saerrvecse sroamusero smene m asasnea aenme snerv mcoe muaen,a receemveen a moue, receve cosrores an acusons an arove acusons srae romerouve asse an servce rove cosroeconsoe sen manaemen moue. e execuon moue, an

Description

oceo.: - ene “sac anecaeoarnn cnamaserorene o..aen caono. , , wc camserorseenesem o an..erovosoonrauaeanaemen,”eune, enee “ coancennes oea wrncnsasee en caono. , , rensnceomr aonraeeo reeorrencuenes eannareem.en,”eune, macneeearnrensenasesc sossueremse annera me reoasesorouuee m manaanaememenen., an morearcuar,o neceno.nvuecno connavenuoneaourmueaoornm auna eoxne ocuenonn arroe cucaenn,me-consumn, an wao smuaeoena souonsomace seue sreaseum.an error anroves noncue sen an uncann srae anecn on acons an acveesumanrocess ma or a o caneeue or wou an recourse enormaoncer esxecuosn oneue. acceeranusness cane we exerencnee waosroa areace w earaox oneraon, an reorn.es are aseorove an uncerannnormaon coecon, uesonsnsananeous.or exame accuraeaao answerressnusness ven ananca suaon are caenn,ueos aonrses ssu.c asow manersonne souea o manua aonnv aenooncaaau meana meamnaenem oenaeac sonurcueess, oroa nnoza aonraess aneorouowennorormaemosn: oceo.: - eenom seanrs.ex ocru unanvaae uese orom mas asvee cnoanraec s souarceo, s an unreae ssems secur an eres no currenecnoo souon caae o aan sreasees oueaa, rocuremen,nance, annormao nerane vas an comexaarom resusn unme anna necnoo oeraons.s convenona aroac s ereore, ccuraeecsons w resecoueormuaon an execuon. oranzaoneore mase an nseeanaonreo aus ssecemso anns an me eocenor suueor m aanarecem ceonrreaaon aows an uns an e eween ue maexe narc eeu mseenon. n.sceo ssusreeme csocmrersse msa acenaeearnn ase ssems an meosorn communcaon weaaas s oneaaase an aeas one comunevce memor sorn e va a newor.e comunevce comrses one or more roram moue as. se oe mrooruames m coomuerss aen a o snme oura moonre mroocueses.ors ceon smuureaoo execuee conureo evove one or more moesor eacroecneue n moues an aceveesre resus.e smuaon mouesurer conu o sasuenu moes reresenneroecso monor one or more reo useeura o ameue an sennu.evaonsn s varaonsnroec resus overme w sen mancae aoenamac o en aroec reaveoanne ororecase an asse aen ss seemrv mceo muaensa coemmenrse m an oue o ueever anoarm auro sae eocn. moue, aue execuon moue, ormuaon moues conureo receve con n manaemen moue.eue ueanor one or mor racs an suconracs anenerae aeas one uean.e ass eroecs.eue execuon moues conureo execuee rocure asses an seerv ances serrvomce meanuaemee enxe mcuooune mso cuone onur eexecou renceveeeas reaeo sen manaemen mouesn communcaon weue execuonuean.e ormuaon moue, an asse an servce manaemen mou moue,eues conureo receveeas reaeo asse e.e sen manaemen moue manaemen moue, saus an servce sausrome asse an servce ueanase on u mseon oourn a rse,a o-r smeen execaun eoxne ocuoen suaues.aen, s anen mroavnaee umeane msoouee oce o.: - raosvenees onue wucesa unse reaov ueoaeeeanuasee oann aenermeneoueeermrneeceonmseac on a e macneearnn moes usn aasene verson o eue an.o nerae sen manaemen moue ma uze one or more moesoee r exame,e overme usn rmneuerecons eu aeasoermnuea moe o eue. execuon mou on moues conureo receveuee neesromeue eue execue,o ann moeu see ann maenauemeeno mrmouuaeons m coonueu.reeo s reecnev meanuaeem nenee msroms conure orove a sen ano eue execuon moue. e mouesoue comrse aun manaemen moue, a cos manaemen moue, urer conrac manaemen moue. eun man a cos recover moue an a uns o eac roec, receve aemen moues conureorac e avaae esmaes anunn reuesseroumn an cosa rnecroovmere m soeune, maronvaeemeunn m soauuse,o receev se ceons m maonauee.men moue an roveun auorzaon an un sauso eue execuon eran.ee co csos m maannaaeemmeenn m moouuee csom conrseusr acua cossromnvoces an esmae coss asse an servce eo receve asse saus an servce sausrom receve arove a mssoeu ane, s reercvecvee ac coussroonrs aens a anroavree ascruoms sonen manaemen moue, execuon moue, an rove cosroeconsoe se s srae romeue e cos recover moues conureo recevne manaemen moue. manaemen moue, receve asse e cos recover anrome sen ensureuee co an servce usaerome cos manaemen moue an comrsesnormasosn a rereaeeno r ceocnovraecreo ar aoc suure acnen c raare.eore a conrac manaemen moue e conrac manaemen moues con uorze asses an servces, e cos mana ureo receve acua coss an rocuremen sausrom ensure acons reemaeen moouuee, a anconro,vunes co anrer vaca sa wusno aere seenne manmaeemereon moueo unes ssee sms, aenm com morseno ar meaansa onneae . s exec auasee ans aureeasr oenscer coem.une ev mcoeen oceo.: - c moemmmourn scaoronn w a se oeroaaramase m voau aes neew.o.,r.e comunevce comrses one or more conureo exe roramnsrucons an one or morerocessors one s cueeroram mouese..,roramnsrucons anore moe. ace, meo semu maao rne mreoseune asr coonecunreeourane ano sa evosve oeneu or meorne ou ane ac mevoees. esre resus.ac moe maenerae a moe reresenn aroec an e ven auean as annu an exece sae an saus ase exec maerane an maease on a vew o a se oroecs assocae w auee ouu.eue cororaons execun a anvenme.e awn rer ann wc aarcuar reresene one or more moesenes.n so esense se oroecsncues aaseneue.n somememena mememenaons,eawn aso eawn reresenne se oroeons, aaseneuesrove as annuo awn.eawn ma asoe onec o