Reconcile Data to Make Money
Oscar Rotava, Ph.D.Alcyr Oliveira CremoneziSigmafine Users ConferenceSan Francisco April 23 2012San Francisco, April 23, 2012
Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
Sigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012All rights reserved.
2
Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
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3
Overview of Petrobras (2011)
• Investments (2012): US$ 51.5 billion• Net earnings: US$ 36.6 billion
Net profit: US$ 19 6 billion• Net profit: US$ 19.6 billion• Shareholders: 463,870• Crude oil production: 2,241,000 Bbl/d + 531,000 Bbl/d natural
gasgas• Production Platforms: 133• Refineries: 15 + 3 refineries + 1 petrochemical/refinery (new
projects)projects)• Ships: 172• Pipelines: 25,966 km • Biofuels: 5 factories (3 in production + 2 in testing)• Biofuels: 5 factories (3 in production + 2 in testing) • Powerplants: 18• Wind powerplants:1 pilot plant
Stations: abo t 8 000
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• Stations: about 8,000• Fertilizer: 2 factories
New Frontier in Crude Oil Production: Sub-salt
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5
Capacity (Mbpd)RPCC
Petrobras’ Refining Infrastructure
Original Upgraded %
Paulínia - Replan (SP) 252 396 57%
Landulpho Alves - Rlam (BA) 218 281 29%
Refineriesp y ( p )
RLAM
LUBNORREMAN RPCC
Henrique Lage - Revap (SP) 189 252 33%
Duque de Caxias -Reduc (RJ) 191 239 25%
Pres. Getúlio Vargas - Repar (PR) 126 195 55%
Alberto Pasqualini - Refap (RS) 142 189 33%
P B d RPBC (SP) 139 172 24%
REGAP
Pres. Bernardes - RPBC (SP) 139 172 24%
Gabriel Passos - Regap (MG) 110 151 37%
Capuava - Recap (SP) 20 49 145%
Manaus - Reman (AM) 37 46 24%
Clara Camarão - RPCC (RN) 25 35 40%
REDUC
REVAP
REPLAN
Clara Camarão RPCC (RN) 25 35 40%
Fortaleza - Lubnor (CE) 3 8 167%
Total Brazil 1,452 2013 38%
United States 100
Argentina 81
RECAPRPBCREPAR REFAP
As Petrobras continues to grow its upstream business, the need for a compatible refining infrastructure becomes more critical With limited investment over the last 20
P t b i d it t t
Argentina 81
Okinawa 100
Total Petrobras 2,289
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6
years, Petrobras increased capacity to meet the needs of a growing domestic market.
6
2011-2015 Investments50% of downstream investments are focused in refining expansion
2011‐15 Business Plan
US$224.7 billion
2% 1%1% 2% US$70.6 billion
2011‐15 Business PlanDownstream
14,74,13,24,2
2,314,7
4,1
3,24,22,46%
2%
13.2
3.8
3.14.1
2.4
Fleet Expansion
Logistics for Oil International
65,565,5
57%31%
(*)127.570.6 Refining Capacity
Expansion
Operating Improvement
(*) US$22.8 billion in Exploration
Quality and Conversion
Petrochemical Investments amount to US$3 8 billion
E&P RTC
Gás,Energia & Gás Química Petroquímica
Distribuição Biocombustíveis
Corporativo
E&PGas, Energy & Gas ChemicalsDistributionCorporate
RTMPetrochemicalsBiofuels
E&PGas, Energy & Gas ChemicalsDistributionCorporate
RTMPetrochemicalsBiofuels
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7
• 5% of investments will be made overseas, 87% of which in E&P.
amount to US$3.8 billionpCorporateCorporate
RESERVES AND RECOVERABLE VOLUMESRapid growth in reserves from discoveries in deep waters
Million boeProved Reserves – SPE criteria
25,000
30,000
Pre‐15,7 Bi boe
20,000
Roncador
Whales Park, Mexilhão
salt
15,000
Marlim
Roncador
5,000
10,000
GaroupaNamorado
Carmópolis Guaricema
0
53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 01 03 05 07 09 11 11
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8* Lula/Cernambi, Sapinhoá, Iara, and Whales Park, ranging from 7.3 to 8.5 Billion boe
*
195319
5519
5719
5919
6119
6319
6519
6719
6919
7119
7319
7519
7719
7919
8119
8319
8519
8719
8919
9119
9319
9519
9719
9920
0120
0320
0520
0720
0920
1120
11
Onshore 0‐300 m 300‐1500 m > 1500 m Pre‐salt's Recoverable Volume Transfer of Rights
ProductionWith access to abundant reserves, Petrobras can more than double production
1.120
246142
6,418
618180
93 96
125
2,386 2,516
3,993
2,772+10 Post‐Salt Projects
+ 35 Systems
2,575
1.855 1.971 2.004
321 317 334 435111 132 144141
2.100
99 9693 96
1 148Pre-Salt’000
boe
/day
845Transfer of Rights
13
+8 Pre‐Salt Projects
+1 Transfer of Rights
Added Capacity
Oil: 2,300,000 bpd
3,070
4,910
2008 2009 2010 2011 2015 2020
Oil Production‐Brazil Natural Gas Production ‐Brazil Oil Production ‐ International Natural GasProduction ‐ International
1,148543
Pre-Salt’
Oil Production‐ Brazil Natural Gas Production ‐ Brazil Oil Production ‐ International Natural Gas Production ‐ International
• Pre‐salt and Transfer of Rights will represent 69% of the additional capacity up to 2020.
• Pre‐Salt participation in the total production will enhance from the current 2% to 18% in 2015 and 40.5% in 2020.
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Note: Does not include Non‐Consolidated International Production.
2500
Business Challenges – Petrobras Downstream
237 282
777935
128
211
10897
1000
1500
2000
2500
315 368237
201 2240
500
2005 2011
GLP Gasolina Nafta Médios Óleo comb Outros
Compliance to tightening environmental requirements
Increasing demand of gasoline and diesel
q
Increase of heavy domestic oil processing
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Increasing biofuels demandDemand for product quality improvement
Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
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Presentation Objectives
• To show the usage of SIGMAFINE – in the generation of reconciled data in many different tasks in oil
refineries
– improving data quality
– optimizing refinery operation, resulting in profitsoptimizing refinery operation, resulting in profits
• Hard work and perseverance
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Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
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13
Reasons to Implement Mass Balance
• Daily mass balance is fundamental in order to establish the accuracy of flow measurements.
• This will then give good indications of where to make improvements in the management of the HC within the refinerythe refinery.
• Economic justification can then be correctly evaluated.• Evaluate energy index and oil loss KPI: Determination a uate e e gy de a d o oss ete at o
of fuel consumption and oil loss.– Oil is money.– IF IT IS NOT CORRECTLY MEASURED IT CANNOT BEIF IT IS NOT CORRECTLY MEASURED, IT CANNOT BE
CONTROLLED.
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Reasons to Implement Mass BalanceSIGMAFINE in PETROBRAS
• 11 Refineries in Brazil have SIGMAFINE operational. Not all of them are using it.
• Mass Balance Workshops - 2004/April 2005/March 2007/June 2009/May
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Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
Sigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012All rights reserved.
16
Generating Reconciled Data
Process data
PI Tank transactions
ConstraintsConstraints
Sigmafine
Reconciled dataSigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012
All rights reserved.17
Reconciled data
Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
Sigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012All rights reserved.
18
Using Reconciled Data
Reconciled data can be used in many daily Reconciled data can be used in many daily activities of the refinery activities of the refinery staff.staff.
• Oil loss accounting• Determination of fuel consumption KPI
P d ti ti t
yy
• Production accounting support • Maintenance support• Test run data reconciliation • Refinery KPIs follow-up • Optimization group support• Inventory monitoring• Inventory monitoring• Production Planning
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Using Reconciled DataProfits
• Nominal Feed– Above maximum: environmental sanctionAbove maximum: environmental sanction
– Below maximum: financial loss
$$
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Using Reconciled DataProfits
Measurement analysis: actions• A measurement must always be followed by its• A measurement must always be followed by its
reconciled value.– Maintenance report
• Reconciled measurement < Measurement– Lost processing capacity
• Reconciled measurement > Measurement– Check if measurement is inside operational/ environment limits or
licensed value
• In case of doubt, schedule a test with segregated tank.
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Using Reconciled DataProfits
Analysis ofAnalysis of NominalNominal FeedFeed of Coke Unitof Coke Unit -- U052U052Analysis of Analysis of Nominal Nominal FeedFeed of Coke Unit of Coke Unit U052U052
Gabriel Passos Refinery (REGAP)Betim - MG
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Description of the Problem
• Suspicion of lack of accuracy on the feed flowmeasurement of the Coke Unit U052
• Data reconciliation produced a significant differencebetween measured and reconciled data on the Coke unitfeed Measured value was higher than reconciled valuefeed. Measured value was higher than reconciled value,showing a false processed volume.
• Feed is measured by 052FIC316.y• Reconciled value was consistent with redundant
measurement (sum of flows 052FIC314 e 052FIC315) andl i t t ith h f l l f t k 052TQ02 thalso consistent with change of level of tank 052TQ02, the
feed tank (which is a running tank).
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Measured and Reconciled Feed Flow Data
Carga U0524200
3800
4000
ada
(m3/
d)
3400
3600
Car
ga P
roce
ssa
3000
3200
06-2
010
06-2
010
06-2
010
07-2
010
07-2
010
07-2
010
07-2
010
08-2
010
08-2
010
08-2
010
09-2
010
09-2
010
09-2
010
1 0-2
010
1 0-2
010
1 0-2
010
1 1-2
010
1 1-2
010
1 1-2
010
1 2-2
010
01-
11-
21-
01-
11-
21-
31-
10-
20-
30-
09-
19-
29-
09-
19-
29-
08-
18-
28-
0 8-
Medido Reconciliado
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24
Measured Added Flows & Reconciled Feed Flow Data
Carga U0524200
3800
4000
sada
(m3/
d)
3200
3400
3600
Car
ga P
roce
ss
3000
3200
1-06
-201
0
1 -06
-201
0
1 -06
-201
0
1 -07
-20 1
0
1-0 7
-20 1
0
1 -0 7
-201
0
1 -07
-201
0
0 -08
-20 1
0
0-0 8
-20 1
0
0 -0 8
-201
0
9 -09
-201
0
9 -09
-201
0
9-09
-20 1
0
9-1 0
-201
0
9 -10
-201
0
9 -10
-201
0
8-11
-20 1
0
8-1 1
-201
0
8 -11
-201
0
8 -12
-201
0
0 1 11 21 01 1 1 21 31 10 2 0 30 09 19 2 9 0 9 19 29 0 8 1 8 28 08
Combinado A Montante Reconciliado
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Coke Unit Feed Flow Test
• A test was made keeping the feed tank segregated (notreceiving from units). The tank level change wascompared with the added flows (two separate pipes, withflow meters (once they had different destinations).
• Test lasted for 07h 07min.
• Results:– Volume change in tank at 20ºC = 3460.32 m3/d– Main flow meter measurement 052FIC316 = 3666.3 m3/d– Added flow of individual flow meters = 3415.00 m3/d.
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Results
• Flow meter values showed that the Coke unit wasprocessing a volume smaller than the programmed value.
• Daily loss in processed capacity was around 220 m3.
• Considering this difference and taking the averagemarginal value (of that period) of US$ 150 00/m3 anmarginal value (of that period) of US$ 150.00/m , anincrease in monthly profits of US$ 990,000.00 wasachieved.
• The annual gain should be US$ 11,880,000.00.
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Difficulties
• Main difficulties for identifying the source of the problem:– The inputs of the coke unit U052 feed tank 027TQ02,
come from vacuum residue RV das units U002 and U102, operatingas running tank.
– Flow meters of the vacuum residue flows have low reliability.
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Analysis ofAnalysis of Nominal FNominal Feedeed of FCC Unitof FCC Unit –– U103U103Analysis of Analysis of Nominal FNominal Feedeed of FCC Unit of FCC Unit U103U103
Gabriel Passos Refinery (REGAP)Betim – MG ( September 2011)
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Description of the Problem
• FCC Unit U103, after maintenance, showed a differencebetween reconciled and measured value for gasoil feedflow, measured by flow meter 103FIC157.
Meas ed al e 400 m3/d highe than econciled al e• Measured value 400 m3/d higher than reconciled value.
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Measured and Reconciled Feed Flow Data
Carga de GOPDD da U103g
3000350040004500
m3)
103FIC157
0500
1000150020002500
Car
ga (m 103FIC157 rec
103FIC157
1/8/
2011
8/8/
2011
15/8
/201
1
22/8
/201
1
29/8
/201
1
5/9/
2011
12/9
/201
1
19/9
/201
1
Data
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FCC Unit Feed Flow Test
• FCC unit feed tank 81C was isolated for 4 hours and keptsending heavy gasoil to Unit 103, but did not receivegasoil from distillation units.
Measured level diference was compared to processed• Measured level diference was compared to processedamount.
• Level difference was compatible with reconciled feed flowvalues.
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Increase in Profits
• Average marginal value per m3 of unit feed is US$ 12.60(September 2011).
• Daily loss because of reduced feed equal to US$ 5,040.00.Accrued annual value of US$ 1 839 600Accrued annual value of US$ 1,839,600.
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Analysis ofAnalysis of Nominal FNominal Feedeed of FCC Unitof FCC Unit –– U4100U4100Analysis of Analysis of Nominal FNominal Feedeed of FCC Unit of FCC Unit U4100U4100
Duque de Caxias Refinery (REDUC)Duque de Caixias – RJ
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Description of the Problem
• SIGMAFINE detected a difference between measured andreconcilied feed flow on the feed flow meter of the cokereconcilied feed flow on the feed flow meter of the cokeunit. The measured value was higher than the reconciled.
• The same behaviour was seen when comparing measuredlevel changes of the feed tanks.
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Identifying the Reason of the Problem
• On the third week of February 2011 it was seen that theflow value measured by feed flow meter FI-006 wasdifferent than the tank level measurements whendifferent than the tank level measurements whenconversion of tank volume difference to mass wascalculated at 20°C, but similar when calculated at roomtemperature.
• The flow meter was erroneously calibrated to produce flow• The flow meter was erroneously calibrated to produce flowvalues at room temperature, but the result was consideredto be calculated at 20°C.
• Afterward it was discovered that all flow meters of theproducts of the coke unit showed the same mistake
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products of the coke unit showed the same mistake.
Feed to U-4100
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Difference (Input-Output) x Time
• Effect of the intervention on feed flow meters of unit U4100 - made on 18/02/2011.
Dif b l d ( t d íd )Diferença no balanço de massa (entrada - saída)
1000
1200 18/02/2011
600
800
1000
nça
(m3)
0
200
400
Dife
ren
-200
1-11-2
010
1-11-2
010
1-11-2
010
1-12-2
010
1-12-2
010
1-12-2
010
1-12-2
010
0-01-2
011
0-01-2
011
0-01-2
011
9-02-2
011
9-02-2
011
1-03-2
011
1-03-2
011
1-03-2
011
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01-1
11-1
21-1
01-1
11-1
21-1
31-1
10-0
20-0
30-0
09-0
19-0
01-0
11-0
21-0
Feed Flow Increase and Difference Reduction
• On 18/02/2011 feed flow was increased and difference between flow measurement and feed tanks level change became smaller.
Dif 4100 d í l t 127 128 361Diferença carga 4100 x desnível tanques 127, 128 e 361
6000.00 18/02/2011
4800 00
5200.00
5600.00
zão
(m3)
4000 00
4400.00
4800.00
Vaz
4000.00
27-08
-2010
16-09
-2010
06-10
-2010
26-10
-2010
15-11
-2010
05-12
-2010
25-12
-2010
14-01
-2011
03-02
-2011
23-02
-2011
15-03
-2011
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Total Tanques FI-006
Results
• Results have shown that the unit was processing a smalleramount than programmed.
• Daily loss in process volume was around 215 m3.
• Considering this difference and the average marginal profitof US$ 43 73 for m3 the daily gain due to the elevation ofof US$ 43.73 for m , the daily gain due to the elevation offeed rate was of US$ 9,400.00.
• The annual gain is US$ 3,431,000.00.
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Analysis ofAnalysis of Nominal FNominal Feedeed of Coke Unitof Coke Unit –– U980U980Analysis of Analysis of Nominal FNominal Feedeed of Coke Unit of Coke Unit U980U980
Paulínia Refinery (REPLAN)Paulínia - SP
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41
Process Flowsheet
U-210
Unreliable Measurements
TQ 4412
U 210
U-980
FIC98209FI21033
TQ-4412
TQ-4413
U-210A
U-980A
Running tanks make error identification more diffiuclt.
FIC98709
FI21533
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42
Difficulties in Detecting the Errors
• Production of Vacuum residue of units U210 and U210A donot have reliable measurements.
• Tanks involved on the feed operations are running tanks.
• Feed flow meters have a historian of small corrections andhence good reliabilityhence good reliability.
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Historian
• 18/04/2010 : Coke unit U-980 starts operating again afterturn around.
• Coke unit is submitted to a feed test making use ofsegregated feed tankssegregated feed tanks.
• Process unit data is collected from databaseProcess unit data is collected from database.
• Differences are found considering the unit mass balancegas well as the measured and reconciled data.
l C98209 dSigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012
All rights reserved.44
• Flow meter FIC98209 was repaired.
Results
• Reconciliation procedure allowed the discovery that theunit feed was 600m³/d smaller than what was shown bythe flow meters.
The faulty flow meter had its controller set point altered in• The faulty flow meter had its controller set point altered inorder to achieve the programmed load.
• Flow meter FIC98209 was submitted to recalibration andwas back in operation in 21/05/2010.
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Losses and Avoided Losses
Marginal value (U980) = US$ 10.29/ m³
18/04/2010 01/05/2010 11/05/2010 21/05/2010
f13 days between the starting of the unit and the first evaluation with
segregated feed
Period of 10 days until new feed test
More 10 days until effective action on the
flow meter
US$80 262 00 US$61 740 00 US$61 740 00
Recalibrated meter in place and back to the programmed
unit load
US$80,262.00 US$61,740.00 US$61,740.00
Loss for the period: US$203,742.00
Avoided losses: US$2,253,510.00/year
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Leakage through a filter of HTU Leakage through a filter of HTU –– U283U283g gg g
Paulínia refinery(REPLAN)Paulínia - SP
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47
Sigmafine Model of U283
Heavy diesel from distillation units
Light gasoil from coke unit
Light gasoil f FCCfrom FCC units
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Feed to U283
• Feed to U283 shows redundancy because total and individual measurements of each one of the three feeds exist:
FIC28005 = FIC28001+ FIC28002+ FIC28003
• Historically the accrued flow of each individual product shows a small difference in comparison to the total flow p(smaller than 5%).
• From June 9, 2010, a larger discrepancy was identified.
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Observed differences between total feed flow meter and summation of individual feed flow meters on unit U283 in the period June 9th to June 14th:
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The following reconciliation procedures showed even larger differences.
Data FIC-28005(m3)
Soma FIs Individuais (m3) Diferença (m3) Desnível tanque que recebe
(m3)
g
09-jun 5751 5841 -90 5966 * A partir das 17:20. TQ-4213
10-jun 5750 6306 -556 6578 TQ-4213 e TQ-4721
11-jun 5750 6354 -604 6439 TQ-4721 e TQ-4212
12-jun 5750 6316 -566 6547 TQ-4212, TQ4-213, TQ-4721
13-jun 5750 6335 -585 6548 TQ-4721 e TQ-4722
14-jun 5622 5937 -315 5711 * Até as 15:30. TQ4722, TQ4213
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51
Event Detection Using Sigmafine
• Once the event was detected by the reconciliation team, operational people discovered the leakage in a filter.
• Light gasoil from FCC units and light gasoil from coke unit were sent to final product tank without being p ghydrotreated.
• Difficulties in specifying sulphur contained in product• Difficulties in specifying sulphur contained in product (diesel) tank was a confirmation of the leakage.
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52
Loss
• A loss in diesel S-500 production occurred because high sulphur flows arrived into two diesel final product tanks and did not satisfy sulphur specificationsand did not satisfy sulphur specifications.
• Diesel was specified and sold as diesel S-1800 (smaller p (values).
• The degradation of diesel (S 500 to S 1800) produced a• The degradation of diesel (S-500 to S-1800) produced a loss of US$ 800,000.00 in 6 days.
• More losses were avoided thanks to the quick findings of the reconciliation group.
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53
Agenda
• Petrobras overview
P t ti bj ti• Presentation objectives
• Reasons to implement mass balancep• Generating reconciled data• Using reconciled data: profits• Using reconciled data: profits
• Perspectives and future work
Sigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012All rights reserved.
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Perspectives and Future Work
• Include loss models into SIGMAFINE model
• Migration to SIGMAFINE 4
Sigmafine Users Conference - San Francisco, April 23, 2012© Pimsoft Inc. 2012All rights reserved.
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