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National Conference Technical Paper
So, Why do I need to Model ?Presented by John Ioannou
August 2003, Mildura
2
Agenda
• APV Australia
• What is Modelling
• APV Modelling Methodology
• Yalumba Wine Company case study
• So, Why Model
3
APV Australia
• Head office in Clayton, Victoria• Offices in Sydney, Brisbane, Adelaide and Perth• Manufacturing in Brisbane factory• 125 employees• APV Australia business units:
– Product component sales– Contracting Engineering– Service
• Key markets:– Dairy and Processed foods– Brewing and Beverage– Industrial
4
What is Modelling
• Modelling takes a system and breaks it up in to a series of logical steps.
• Analyze how the system behaves.
• A system can be defined as:– Continuous process. Winery– Discrete process. Assembly line– Unit process. Fermentation reaction
5
What is Modelling
Winery Wine Out
Grapes In Crushing Line
Pre-Fermentation
Fermentation
Post-Fermentation
Bottling Wine Out
Grapes In
6
Types of Models - STATIC
• Focus on specific area of process• Does not show interaction between areas• Is NOT time dependent• Mathematical expression(s)• Usually use spreadsheets
Tank Storage CalculationGrape Intake 2000,2001 & 2002
7
Types of Models - STATIC
Available Storage• Site• Non-Site
Stock Position• Previous vintage• Current vintage
Working Space
Required StorageCalculation
Risk Scenarios•Over yield •Sales Slow
8
Types of Models - DYNAMIC
• Wider focus of a process • Shows interactions between areas• Simulation. i.e. “What If” scenarios• Are time dependent
Yalumba Wine Company Model
9
Modelling Tools
• Market Tools– Flow sheets– Spreadsheet (tailored by user or proprietary)– Propriety software on the market
• APV Modelling Methodology– Performed various modelling exercises
• Important to have a clear vision on your objectives so an appropriate tool can be selected.– High level versus Specific applications– Model – Simulation
10
APV Modelling Overview
• Process Engineering – Develops Design. Greenfield projects– Maps current operation Improve current performance– Distinguish between Modelling & Engineering
• Collect and Validate Data– Important to be accurate– Allows weeding out of irrelevant items
• Develop Models– Static– Dynamic
• Analyze Models– Validates a process design.
11
APV Modelling Methodology
• Phase 1 – Modelling Objectives
• Phase 2 – Define the Boundary
• Phase 3 – Define the Process
• Phase 4 – Define the Equipment
• Phase 5 – Define stock position
• Phase 6 – Material & Energy Balances
• Phase 7 – Time related data
• Phase 8 – Modelling
12
Phase 1 – Modelling Objectives
• Create a Scoping document outlining the Objectives, Resources & Timeframe.
• Develop a list of questions that the modelling process needs to answer.
• For example:– Will the current plant setup handle a growth intake of 50% ?– How many centrifuges are required to handle the peak?– How many tanks are required?
• List & Test Assumptions
13
Phase 2 - Define the Boundary
• Map Overall process
• Highlight the area that the modelling will focus on
• Assumption is made that the non modelling zones will not impact on the modelling zone
CRUSHING
PRE-FERMENTPROCESSING
FERMENTATION
POSTFERMENTATION
PROCESSING
BLENDING
FILTRATION
COLD STABILISATION
PRE-BOTTLINGPROCESSING
BOTTLING
GRAPES IN WINERY
DISTRIBUTION
VINEYARD
Materials Inputs
Water Inputs
Utility Inputs
EffluentOutputs
Wine WasteOutputs
Solid WasteOutputs
ModelBoundar
y
14
Phase 3 – Define the Process
• The process outlines how the incoming raw materials are converted into the final product(s) through a series of operations.
• APV generally document the information collected on a flow diagram.
• The level of detail will depend on the objectives and timeframe to produce this drawing
15
Phase 3 – Define the Process
Receival BinsCapacity30 ton/bin
Crusher/DestemmerCapacity Max 70 ton/hr
Capacity Average 40 ton/hr
MustHeater/Chiller
SWAPTanks
Swap Recirculation
RackValve
CAP
RotaryScreen
CAP cooler
gravity empty
Wet Marc Pump
1st Pressing
2nd Pressing
RDV ORDecanter OR
Belt Press
SludgeDisposal
Dry MarcBay
CoarseCentrifuge
Juice processed daily
SludgeNot Thick
Sweet Juice
100 HL
PressingAccumulation
1400 HL
Storage toallow Ferment
to finish5 Days
Temp @ 20o
RDV ORDecanter OR
Belt Press
SludgeDisposal
CoarseCentrifuge
WineSludge
Juice
N/A
N/A
free run juice
1400 HL
MLF3 weeks
Temp @ 22o
(1 DegCwarm/day)
FineCentrifuge
RDV ORDecanter OR
Belt Press
SludgeDisposal
Sludge
2800 HL
Age StorageUp to 12months
Temp in 22o
Control tempto 18-20o
(staves)
Wine
Grapes from Vines
MustPump
Red GrapesVarieties - see Basis of DesignQuantities - see Basis of Design
ConveyorStalks &Stems
18 to 20 DegC30 DegC max
??
Red Fermentation6 Days duration
Temp @ 20 to 30 DegCMaintain juice at 22 DegC
Drain and return juice not colder than 5 DegCFermentation controlled at 2 - 3 Baume decrease
per day (Starts at 12 to 15 & ends at 0)
30 DegC8 DegC
Drain and Return Tank
CellarHand
to Press
260 hL/hr
??
Purging??
Cellar Handto Collect
& Return toSwap
(small amount?)
Pressing kept agitated andwhen enough has been
accumulated it is processedthrough the centrifuge
Additions:Bacteria
N/A
To PostFermentation
Diagram
Yalumba Wine CompanyMoppa Winery Project
Red Vintage Process BLock DiagramRevision 3 Issued 4th June 2003
Additions:Red YeastEnzymes
TanninTA / MA
30O Max
Additions:Red Yeast
SO2TA / MA
WeighbridgeSampling &
Testing
Additional cooling for white grapes
rack to nextstep
rack to Drain &Return area
Drain and Return Tank
Are 2 lines ok ??
There will be one available(Must chillers used as backup)
Cap cooler is critical and willbe required on demand
Incline Drainer
Recycle line toavoid drying
free run juice
RotaryScreen
Turbidity100 - 150 ?
ProcessBuffer Tank
Collected and transferred tonext stage within time window.
End of day / next day
clear
Lees1 to 2%
tank volumeTransfer LeesUsing PumpProcess
Buffer Tank
Wine
Lees
ProcessBuffer Tank
Chilled Water4o
(2o with ice water)
Volume skins approx wheel barrowPump used to send to swap tank
CTS Press
3nd Pressing
Flow =% Solids =Pressure =
Flow =% Solids =Pressure =
ProcessBuffer Tank
% Solids =L/discharge =Discharge/hr =
Flow =% Solids = 5 to 8
Pressure =
Flow = 60-80 hl/hr% Solids = 1-2
Pressure =
% Solids = 90L/discharge =17
Discharge/hr =8-10
ProcessBuffer Tank
ProcessBuffer Tank
CAPApprox 1/3 of SWAP volume is the CAP
Auto Blending
1400 HL
Sauv BlancFermented18 - 20 oC
RDV( Decanter )
SludgeDisposal
2800 HL
ChardonnayBatching
Temp @ 10o
RDV( Decanter )
SludgeDisposal
FineCentrifuge
Temp @17 to 18o
Cellar Bright Wine
2800 HL
Sem BlancBatchingCooling
down to 10o
@ 1o per day
RDV( Decanter )
SludgeDisposal
2800 HL
Sem BlancBlended
1400 HL
ChardonnayFermented18 - 20 oC
Auto Blending
2800 HL
ChardonnayBlended onlight lees
Temp @ 10o
RDV( Decanter )
SludgeDisposal
FineCentrifuge
2 x 1400HL
ChardonnayTemp @ 10o
2 x 1400HL
ClarifiedBlend
Temp @ 10o
Cold StablisationHeater
2 x 1400HL
ClarifiedBlend
Temp @ 14o
FilterDE
RDV( Decanter )
2 x 1400HL
ClarifiedBlend
Temp @ 10o
Cold StablisationHeater
2 x 1400HL
ClarifiedBlend
Temp @ 10o
Storage10O
Sterile FilterTangential / DE
PreBottlingStorage15 - 20o
Bottling15-20o To Market
2800 HL
RedAge StorageCellar Bright18 - 20 oC
Auto Blending
RDV( Decanter )
SludgeDisposal
2800 HL
Red BlendedCool to 12o
in tank
2800 HL
RedBlended &Polished
PolishedWIne
Concentrate
Cold Stablisation
2 x 1400HL
RedPolished &
Cold Stabl'd12o
N/A
N/A
N/A
Angaston Site
Moppa SiteUnload Line
Yalumba Wine CompanyMoppa Winery Project
Red & White Post FermentationProcess BLock Diagram
Revision 3 Issued 4th June 2003
N/A
Additions:SO2
Fining -ClarificationFining - Remedial
Red Flow StreamSauv Blanc & Aromatic Flow StreamChardonnay Flow Stream
Sludge
Wine
Light Lees2%
Additions:SO2
Fining -Clarification
Fining - Remedial
SludgeDisposal
HeatRecovery 90 hL/hr
Additions:Nitrogen (degas)
B/P
N/A
Light Lee Wine95% by volume
N/A
Additions:Fining -ClarificationFining - Remedial
Light Lees& Finings2% solids
Wine
B/P
CellarBrightWine
Sludge
RDV( Decanter )
SludgeDisposal
HeatRecovery 90 hL/hr
Additions:Nitrogen (degas)
Gross Lees5% by volume
Light Lee Wine95% by volume
Gross Lees5% by volume
Additions:SO2
Intermittentagitator action
Trigger toproceed to nextstage by Sales
pull.
All ChardonnayBlended by August
Intermittentagitator action
ProcessBuffer Tank
Additions:SO2
ProcessBuffer Tank
ProcessBuffer Tank
All Sem BlancBlended by August
Collect gross less& process within 1
day window
Solids
Polished WineFilterDE
FilterDE
SolidsSmall Amount
Polished Wine
N/A
N/A
10O 14O
Bottle Ready Wine10O 14O
Bottle Ready Wine
N/A
18 - 20 oC
ProcessBuffer Tank
Finings / Light lees
B/P
Note: Down to 12o
Want to maximisetartrate removal tominimise load on
electrodialysis plant.Aim to Cold stabilise
down to 4o
Note: TO Resolve:a) Handling residual
volumesb) Process Ullage
Managemant(Yes for Wine / No
for Juice & Ferments
Single Tanker 270 HL => Fill in ? minutesDOuble Tanker 400 HL => Fill in ? minutes
Heater MembraneFilter
ProcessBuffer Tank
ProcessBuffer Tank
ProcessBuffer Tank
ProcessBuffer Tank
ProcessBuffer Tank
Light lees1%
ProcessBuffer Tank
ProcessBuffer Tank
ProcessBuffer Tank
Light Lees1%
ProcessBuffer Tank
Trigger toproceed to nextstage by Sales
pull.
Trigger toproceed to nextstage by Sales
pull.
ProcessBuffer Tank
Heater12O 14O
Additions:Nitrogen (degas)
16
Phase 4 – Define the Equipment
• List the major pieces of equipment that make up the process.
• Define the maximum capacity for each.
• Define the design capacity for each.
• Define Upper and Lower capacity range
• Review plant layout
17
Phase 4 – Define the Equipment
Option A = Seperate Drain & Return Task.use pump and delivery line to retun product to
drain
Option B = Overlap Drain & Return Task.REquire seperate fil and empty lines
Assume we will adopt Option A
CrusherCapacity Max 70 ton/hr
Capacity Average 40 ton/hr
MustHeater/Chiller
CrusherCapacity Max 70 ton/hr
Capacity Average 40 ton/hr
CrusherCapacity Max 70 ton/hr
Capacity Average 40 ton/hr
MustHeater/Chiller
MustHeater/Chiller
Bypass if H/E not required
Bypass if H/E not required
Bypass if H/E not required
Dry MarcBay
Pressing
Incline Drainer
Millers ContinuousDrainer
Free run juice
skins
CTS Press
RotaryScreen
RotaryScreen
Pressing
Incline Drainer
Millers ContinuousDrainer
Free run juice
skins
CTS Press
RotaryScreen
RotaryScreen
Pressing
Incline Drainer
Millers ContinuousDrainer
Free run juice
skins
CTS Press
RotaryScreen
RotaryScreen
Recycle line towet marcpump??
THis area can process theRed and White streams atthe same time.
White => MCP + CIDRed => Press only
Aim to handle peak for aweek or two
What happens to whiteskins from incline drainer?
Red (OR Sauv Blanc) Grapes(Chardonnay / Aromatics)
Sauv. Blanc ( OR Red ) Grapes(Chardonnay / Aromatics)
Chardonnay / AromaticGrapes only
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
1400
900
900
900
900
900
900
900
900
900
900
CAP Cooler
700 700 700 700 700 700
6 off 700hL Drain & Return tanks
RotaryScreen
RotaryScreen
SWAPS to empty under gravity. 1) Rotary screen are to be fixed ?? => No. RS are mobile & are to be placed directly under SWAP tank 2) How is the juice going to get to the rotatry screen? => By Gravity
Issues to resolve?* How many rotary screens - ie is 1 or 2 or moreto handle Drain & Return, cap cooling & empty
SWAP to presses?* Line configuration - supply & return to Drain
and Return tank* How to return skins to SWAPS from Rotaryscreens & what volumes will be genarated?
Water HoseWater HoseWater Hose
Water Hose
Water Hose
Stalks &Stems
450 HL Tank Farm
Used for:
* Pressing Accumulation* Ullage management
1400 HL Tank Farm
900 HL Tank Farm
150 HL Process Tanks
Qty = 5 is this ok?Used for Processing with Centrifuges / RDV's / TF
recycle lineto sludge?
Allowsdilution ofsludge to
RDV better -Reds only?
Whiteoption to 1400?
Redoption to 900?
number of linesdepends on whatfunctions can runsimultaneously
RDV Large RDV Medium
RDV Small
Earth Mixing plant.Pump slurry to oneonly or more thanone RDV at the
same time?
Sludge &Earth
Sludgesmall
Polished wine
Must Pump
Must Pump
Must Pump
125mm
125mm
125mm
PressingsFree Run
PressingsFree Run
PressingsFree Run
Chardonnay/Aromatics Stream Sauvingnon Blanc Stream Red Stream
OperatorInterface
Citect
OperatorInterface
Citect
OperatorInterface
Citect
Do all three sets oflines needs coolers
for the whites?
what other rolefor cap cooler?
125mm
125mm
Wet Marc Streams
Free Run StreamsRed to 1400 (900?)
White to 900 (1400?)
Rotary Screens? max entry velocity
? how to avoid splashing
? recycpe line. Does volumejustify installing line
Red
Sauv Blanc
Red
Sauv Blanc
Yalumba Wine CompanyMoppa Winery Project
Equipment Process Flow DiagramRevision 1 Issued 5th May 2003
Pump or Conveyorsystem
Pump or Conveyorsystem
Pump or Conveyorsystem
Heater 1 or 2 ?
2800 HL Tank Farm
BLENDINGOccurs from 2800to 2800 tank only
Pressing to 450's
DeGas
GrapeIntake
GrapeIntake
GrapeIntake
?????Does theRed lineneed to
havefacility toalso go tocrusherdirectly?
?????Do the Swap Wet Marclines need to have the
facility to go to anydejuicer/press?
NOTE: Must H/E bypassmay not be required for
MOPPA. To Be Resolved
D/Earth Filter
D/Earth Filter
18
Phase 5 – Define stock position
• Collect Stock data:• Grape Intake
• Define grape varieties• Intake schedule & time frame (raw material entering)
• Stock on Hand• Define wine products• Previous stock at commencement of vintage
• Bottled Product• Define bottling capacity• Sales data (product leaving)
19
Phase 6 – Balances
• The scope of the modelling project will dictate what Balances are to be developed
• A list of the various balances are:– Mass balance (mandatory)– Energy balances– Waste estimations– Water balances– Other Utility balances
20
Phase 7 – Time Related Data
• Time Motion studies
• Break down data
• Shift data
• Material Delivery Schedule
21
Phase 8 – Develop Model(s)
• STATIC– Tanks Storage Calculation– Grape Intake
• DYNAMIC– Process Model from grape intake to wine filtration
• TANK LAYOUT– Tank farm layout and process model to to validate tank size &
tank mix over the vintage period
22
Phase 8 – Develop Model(s)
INPUTS MODEL OUTPUTS
Grape Intake
PreviousVintage Stock
Bottling Rates
Main ProcessSteps
Main Equipment& Capacity
PROCESS
MODEL
Intake Profile
Volume Profile
Crush Line Loading
Wine Stream Steps
Centrifuge Loading
Filtration Loading
RDV to process
23
Phase 8 – Develop Model(s)
Sauvingnon Blanc Phases1 - Crushing / Depectinising - Floating Daily HL2 - Total Product in Fermentation Cumul HL3 - Fermentation Complete after 25 days => Daily HL
95% Racked HL to centrifuge Daily HL5% Gross Lees HL to RDV Daily HL
4 - Wine Batched into 2800's & cooled for 10days Daily HL100% Centrifuged Wine Daily HL90% RDV Wine Daily HL
5 - Wine Ready for Blending Cumul HL32,104 % Vintage
6 - Wine Blended Wine to Blended Cumul HL16 450 Daily Wine Blended Daily HL2% Light Lees to RDV Daily HL90% RDV Wine Blended RDV Wine Daily HL
31,462 Blended Racked Wine Cumul HL578 Blended RDV Wine Cumul HL
Total Blended Wine Daily HL32,039 Total Blended Wine Cumul HL
7 - Wine to Tangential Filter Wine Ready to Filter Total HL
24
Phase 8 – Develop Model(s)
CENTRIFUGE TOTAL LOADING Hours Total.=> % Capacity ALL 22 production / 24 hrs
3 No of centrifugesNumber of Vintage Days = 119
0.0% No. of Days above 100% = 00.0% No. of Days b/w 80% & 100% = 021.0% No. of Days b/w 60% & 80% = 2548.7% No. of Days b/w 30% & 60% = 5824.4% No. of Days below 30% = 2994.1% No. of Days Centrifuges in use 112
25
Phase 8 – Develop Model(s)
CENTRIFUGE TOTAL LOADING Hours Total.=> % Capacity ALL 22 production / 24 hrs
2 No of centrifugesNumber of Vintage Days = 119
7.6% No. of Days above 100% = 925.2% No. of Days b/w 80% & 100% = 3027.7% No. of Days b/w 60% & 80% = 3321.0% No. of Days b/w 30% & 60% = 2512.6% No. of Days below 30% = 1594.1% No. of Days Centrifuges in use 112
26
So, Why do I need to Model?
• Greater understanding of the process variables and how they affect your process performance.
• Know the process limitation (back up plans).• Know or design process bottlenecks.• Calculates what equipment is required to handle the
peak loads on the process (avoid over capacity capital).– Centrifuges (2 now 1 later) ?– Transfer lines (space for expansion) ?
• Know the limitation for future growth.• So you control the process and not the other way
- Able to anticipate issues earlier & take proactive action
27
Thank You