Weight Estimation - Conceptual Design of Airplanes
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Reasoning Aircraft weight, and its accurate prediction, is critical as it affects all aspects of performance, manufacturing costs, selling price and all other items. Designer must keep weight to a minimum as far as practically possible. Preliminary estimates possible for take-off weight, empty weight and fuel weight using basic requirement, specification (assumed mission profile) and initial configuration selection.
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Glossary AFM: Aircraft flight manual MTOW: Maximum takeoff weight MEW: Manufacturer’s empty weight MZFW: Maximum zero-fuel weight MLW: Maximum landing weight BOW: Basic operating weight FAR: Federal Aviation Regulation L/D: Lift-to-drag ratio WTO: Weight at takeoff WPL: Payload weight
Prof. Bento S. de Mattos
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Some Tasks in the Conceptual Design Sensitivity study (Wto to Wpl, We, R, S.F.C(Cj), and L/D)
Preliminary drag and weight estimation (CD0, We,Wto,Wf)
Estimating T/W, W/S
Cost prediction
Configuration selection
Structural layout
Landing gear design
Design of stabilizers and control surfaces Design of cockpit and the fuselage
Estimation of cg variation and airplane inertias Prof. Bento S. de Mattos
Design of the wing
Selection Integration of the Propulsion system 6
This course material is concerned with Preliminary drag and weight estimation (CD0, We,Wto,Wf)
Sensitivity study (Wto to Wpl, We, R, S.F.C(Cj), and L/D)
Estimating T/W, W/S Cost prediction
Configuration selection
Structural layout
Landing gear design
Design of stabilizers and control surfaces Design of cockpit and the fuselage
Estimation of cg variation and airplane inertias Prof. Bento S. de Mattos
Design of the wing
Selection Integration of the Propulsion system 7
Manufacturer’s Empty Weight: Weight of the structure, powerplant, furnishings, systems and other items of equipment that are an integral part of a particular aircraft configuration. It is essentially a “dry” weight, including only those fluids contained in closed systems. Includes: - airframe, systems - closed system fluids - seats, seat belts - seller-furnished emergency equipment - fire extinguishers Does not include: - galley structure, ovens, inserts, etc. - escape slides - life rafts, life vests - portable oxygen bottles - fluids like engine oil, trapped fuel, potable water
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Standard Items: Equipment and system fluids which are not considered an integral part of a particular aircraft configuration, are not included in the MEW, but which do not normally vary for aircraft of the same type. Standard items may include, but are not limited to: - unusable fuel, oil, and engine injection fluids - unusable drinking and washing water - first aid kits, flashlights, megaphone, etc - emergency oxygen equipment - galley/bar structure, inserts, ovens, etc. - electronic equipment required by the operator
Prof. Bento S. de Mattos
Operational Items: Personnel, equipment and supplies necessary for a particular operation but not included in the Basic Empty Weight. These items may vary for a particular aircraft and may include, but are not limited to: - flight and cabin crew plus their baggage - manuals and navigation equipment - removable service equipment: cabin (blankets, pillows, literature, etc.) galley (food, beverages, etc.) - usable drinking and washing water - toilet fluid and chemical - life rafts, life vests, emergency transmitters - cargo containers, pallets, and/or cargo tiedown equipment if used.
Weight Definitions • disposable load = payload + useable fuel (+any necessary ballast) Where Payload = the revenue earning load
Maximum ramp weight: MTOW + start, taxi, and run-up fuel Maximum ramp weight is that approved for ground maneuver Maximum landing weight: maximum weight approved for touchdown
Maximum zero fuel weight: Maximum weight allowed before usable fuel must be loaded in defined sections of the aircraft. Any weight added above the MZFW must be only due to fuel. 11
• APS weight (aircraft prepared for service), which is the same as the basic empty weight, i.e. fully equipped operational, without crew, usable fuel or payload (the load that generates revenue, income). • AUW, Wo The all-up (gross) weight is the maximum weight at which flight requirements must be met. Maximum to take-off weight
= gross (all-up) weight = MTOW = operating empty weight + disposable load
in which operating empty weight and disposable load are built up as follow Basic empty weight = Manufacture’s weight + standard items (From an equipment standpoint, the airplane is ready for operation.)
Operating empty weight = basic empty weight + operational items
The maximum allowable weights that can legally be used by a given airline are listed in the AFM, and Weight and Balance Manual; these are called the airplane’s Certified Weight Limits: • Maximum weights chosen by the airline • Some airlines refer to these as the “purchased weights” • Certified weight limits are often below the structural limits • Airlines may buy a certified weight below structural capability because many of the airport operating fees are based on the airplane's AFM maximum allowable weight value. Typically the purchase price is a function of the certified weight bought
Prof. Bento S. de Mattos
The maximum allowable Operational Takeoff Weight may be limited to a weight which is lower than the Certified Maximum Weight by the most restrictive of the following requirements: • Airplane performance requirements for a given altitude and temperature: - Takeoff field length available - Tire speed and brake energy limits - Minimum climb requirements - Obstacle clearance requirements • Noise requirements • Tire pressure limits • Runway loading requirements • Center of gravity limitations Prof. Bento S. de Mattos
Weight Definitions Take-off weight (WTO) – (Roskam method) WTO = WOE + WF + WPL
(1)
where: WOE (or WOWE ) = operating weight empty WF = fuel weight WPL = payload weight Note that other methods (e.g. Raymer) use slightly different terminology but same principles.
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Weight Definitions Operating weight empty may be further broken down into: WOE = WE + Wtfo + Wcrew
(2)
where: WE
= empty weight
Wtfo = trapped (unusable) fuel weight Wcrew = crew weight 16 Prof. Bento S. de Mattos
Weight Definitions • Empty weight sometimes further broken down into: WE = WME + WFEQ
(3)
where:
WME = manufacturer’s empty weight WFEQ = fixed equipment weight (includes avionics, radar, airconditioning, APU, etc.)
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Weight Figures for Transport Aircraft Aircraft
MTOW (tones)
MLW(tones)
Basic Operating Weight (tones)
BOW/MTOW
Jet Airliners/Transports Airbus A319
75.5
62.5
40.6
0.537
Airbus A380
560
386
276.8
0.494
ERJ-145LR
22
19.3
12.114
0.550
Embraer 170ER
37.2
32.8
20.94
0.563
Embraer 190LR
50.3
43
27.72
0.551
Boeing 747-400ER
412.769
295.742
180.985
0.438
Boeing 767-400ER
204.117
158.758
103.1
0.505
Boeing 777-200 (HGW, GE Engines)
286.9
206.35
137.05
0.478
Boeing 777-200LR
347.452
223.168
145.15
0.418
Boeing 777-300ER
351.534
251.3
167.83
0.477
Boeing 727-200ADV
95.1
73.1
45.72
0.480
Boeing 757-200
115.65
95.25
62.10
0.537
Boeing 737-900
79.15
66.36
42.56
0.536
Boeing 787-8
219.539
167.829
114.532
0.522
Business Jets Cessna Citation X
16.14
14.425
9.73
0.603
Dassault Falcon 50 EX
18.498
16.2
9.888
0.535
Embraer Legacy 600
22.50
18.5
13.675
0.600
Cessna Encore
7.634
6.895
4.763
0.624
Gulfstream G350
32.160
29.937
19.368
0.602
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Weight Figures for Transport Aircraft (cont.)
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Weight Figures for Fighter Aircraft
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Overview All textbooks use similar methods whereby comparisons made with existing aircraft. In Roskam (Vol.1, p.19-30), aircraft classified into one of 12 types and empirical relationship found for log WE against log WTO. Categories are: – (1) homebuilt props, (2) single-engine props, (3) twinengine props, (4) agricultural, (5) business jets, (6) regional turboprops, (7) transport jets, (8) military trainers, (9) fighters, (10) military patrol, bombers & transports, (11) flying boats, (12) supersonic cruise. 21
Overview (Cont.)
Most aircraft of reasonably conventional design can be assumed to fit into one of the 12 categories. New correlations may be made for new categories (e.g. UAVs). Account may also be made for effects of modern technology (e.g. new materials) – method presented in Roskam Vol.1, p.18. Raymer method uses Table 3.1 & Fig 3.1 (p.13). 22 Prof. Bento S. de Mattos
Roskam’s Empty Weight Estimation Method
Category 7
Category 8
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Raymer’s Empty Weight Fraction Estimation Equation
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This workflow addresses a higher fidelity approach for weight estimation!
Process begins with guess of take-off weight. Payload weight determined from specification. Fuel required to complete specified mission then calculated as fraction of guessed take-off weight. Tentative value of empty weight then found using: WE(tent) = WTO(guess) – WPL - Wcrew - WF - Wtfo (4)
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Values of WTO and WE compared with appropriate correlation graph. Improved guesses then made and process iterated until convergence. Note that convergence will not occur if specification is too demanding.
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Initial Guess of Take-off Weight
Good starting point is to use existing aircraft with similar role and payload-range capability. An accurate initial guess will accelerate the iteration process. 28
Payload Weight & Crew WPL is generally given in the specification and will be made up of: passengers & baggage; cargo; military loads (e.g. ammunition, bombs, missiles, external stores, etc.).
Typical values given in Roskam Vol.1 p8. Specific values for some items (e.g. weapons) may be found elsewhere.
29 Prof. Bento S. de Mattos
Mission Fuel Weight • This is the sum of the fuel used and the reserve fuel. WF = WF(used) + WF(res) (5) • Calculated by ‘fuel fraction’ method. – compares aircraft weights at start and end of particular mission phases. – difference is fuel used during that phase (assuming no payload drop). – overall fraction is product of individual phase fractions. 30 Prof. Bento S. de Mattos
civil jet transport
• •
1. 2. 3. 4. 5. 6. 7. 8.
Start & warm-up Taxi Take off Climb Cruise Loiter Descend Taxi
Fuel fractions for fuel-intensive phases (e.g. 4, 5 & 6 above) calculated analytically. Non fuel-intensive fuel fractions based on experience and obtained from Roskam (Vol I, p12), Raymer, etc. 31
Prof. Bento S. de Mattos
Reference: Roskam Vol. I - Table 2.1 Prof. Bento S. de Mattos
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Using Roskam’s method/data for a transport jet (Vol.I, Table 2.1): W1/WTO = 0.99 W2/W1 = 0.99 W3/W2 = 0.995
For piston-prop a/c: For jet a/c: where:
1 Ecl 375 Vcl
1 Ecl c j
p cp
L W3 ln cl D cl W4
L W3 ln cl D cl W4
(6a)
(6b)
Ecl = climb time (hrs), L/D = lift/drag ratio, cj is sfc for jet a/c (lb/hr/lb), cp is sfc for prop a/c (lb/hr/hp), Vcl = climb speed (mph), p = prop efficiency, W3 & W4 = a/c weight at start and end of climb phase. 34 Prof. Bento S. de Mattos
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Initial estimates of L/D, cj or cp, p and Vcl made from Roskam or Raymer databases for appropriate a/c category.
•
Alternatively, use approximations, e.g. from Roskam Vol.1, Table 2.1 (W4/W3=0.98 for jet transport, 0.96 to 0.9 for fighters). 35
Prof. Bento S. de Mattos
Phase 5 (cruise) • Weight fraction calculated using Breguet range equations. 1 p L W4 • For prop a/c: Rcr 375 V c D ln W (7a)
V Rcr c j
cl
p
cr
L W4 ln D cl W5 cr
•
For jet a/c:
•
These give the range in miles.
cl
5
(7b)
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For jet a/c, range maximised by flying at 1.32 x minimum drag speed and minimising sfc. – –
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Wing operates at about 86.7% of maximum L/D value. Cruise-climbing can also extend range.
For prop a/c, range maximised by flying at minimum drag speed and sfc. –
Wing operates at maximum L/D value.
37 Prof. Bento S. de Mattos
Initial Estimates of Lift/Drag Ratio (L/D) •
Using Roskam (Table 2.2 – selected values): cruise
loiter
8 - 10
10 - 12
Business jets
10 – 12
12 - 14
Regional turboprops
11 – 13
14 – 16
Transport jets
13 – 15
14 - 18
Military trainers
8 – 10
10 - 14
Fighters
4–7
6–9
13 – 15
14 – 18
4-6
7–9
Homebuilt & single-engine
Military patrol, bombers & transports Supersonic cruise
38 Prof. Bento S. de Mattos
In order to obtain a better estimation for the L/D ratio we shall consider the Breguet equations for range (R) and endurance (E): Jet Airplane V R c j
L W i ln W f D
Airplane fitted with propeller 1 R c j
(7a)
(7b) 1 E c j
L W ln i W f D
(6b)
L W ln i W f D
V E c j
L W ln i W f D
(6a)
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Considering that he TSFC does not vary with speed and that the drag polar can be written as
CD CD 0 kC
2 L
(8a)with
1 k Ae
(8b)
After inserting into the preceding Breguet equations the above drag polar, we obtain the L/D ratio for maximum range and maximum endurance for a jet airplane deriving the resulting equations and equaling them to zero: 1 3 A e L CD 0 D max range 4
(9a)
1 Ae L CD 0 D max endurance 2
(9b)
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Using
CL2 L CL CD CD 0 Ae D CD
CL CL2 CD 0 Ae
with Differentiating with respect to CL and setting to zero Diff CL
d CD dCL
CL2 C CD 0 CL 2 L Ae Ae CL2 CD 0 Ae
2
0 CL2 CD 0 Ae
Therefore, the CD for this condition is CD CD 0
1 CD 0 Ae 2CD 0 Ae 41
Specific Fuel Consumption Jet aircraft - Initial estimates of cj (lb/hr/lb) • Using Raymer (Table 3.3):
•
cruise
loiter
Turbojet
0.9
0.8
Low-bypass turbofan
0.8
0.7
High-bypass turbofan
0.5
0.4
Roskam Vol.1 Table 2.2 (p.14) gives a/c category-specific values (see next slide). 42
Specific Fuel Consumption Jet aircraft - Initial estimates of cj (lb/hr/lb) • Using Roskam (Table 2.2): cruise
Loiter
Business & transport jets
0.5 - 0.9
0.4 - 0.6
Military trainers
0.5 - 1.0
0.4 - 0.6
Fighters
0.6 - 1.4
0.6 - 0.8
Military patrol, bombers, transports, flying boats
0.5 – 0.9
0.4 - 0.6
Supersonic cruise
0.7 – 1.5
0.6 - 0.8 43
Specific Fuel Consumption •
•
Using Raymer (Table 3.4): cruise
loiter
Piston-prop (fixed pitch)
0.4
0.5
Piston-prop (variable pitch)
0.4
0.5
turboprop
0.5
0.6
Take propeller efficiency (p) as 0.8 or 0.7 for fixed-pitch piston-prop in loiter.
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Specific Fuel Consumption •
Using Roskam (Table 2.2): Cruise
loiter
Single engine
0.5 – 0.7, 0.8
0.5 – 0.7, 0.7
Twin engine
0.5 – 0.7, 0.82
0.5 – 0.7, 0.72
Regional turboprops
0.4 – 0.6, 0.85
0.5 – 0.7, 0.77
Military trainers
0.4 – 0.6, 0.82
0.4 – 0.6, 0.77
Fighters
0.5 – 0.7, 0.82
0.5 – 0.7, 0.77
Military patrol, bombers & transports
0.4 – 0.7, 0.82
0.5 – 0.7, 0.77
Flying boats, amphibious
0.5 – 0.7, 0.82
0.5 – 0.7, 0.77 45
Specific Fuel Consumption Java code and applet can be obtained @ http://www.grc.nasa.gov/WWW/K-12/airplane/ngnsim.html
Better estimation for Engine Thrust and fuel flow
Prof. Bento S. de Mattos
• •
Fuel fraction (W6/W5) found from appropriate endurance equation as in Phase 4. For jet a/c, best loiter at minimum drag speed (maximum L/D value); for prop a/c at minimum power speed. W7/W6 = 0.99 W8/W7 = 0.992 47
Prof. Bento S. de Mattos
W8 W7 W6 W5 W4 W3 W2 W1 M ff W7 W6 W5 W4 W3 W2 W1 WTO •
(10)
Mission fuel used (WF(used)) WF (used ) 1 M ff WTO
(11)
48 Prof. Bento S. de Mattos
• • • •
WF then found from equation (5), by adding reserve fuel (WF,res). This then allows for tentative value for WE(tent) to be found, from eq. (4). This may be plotted with WTO on appropriate a/c category graph to check agreement with fit. If not, then process must be iterated until satisfactory. 49
Prof. Bento S. de Mattos
Two other possible mission phases may need to be considered for certain aircraft: – maneuvering – payload drop
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Breguet range equation may be used with range covered in turn (Rturn) from perimeter length of a turn (Pturn) multiplied by number of turns (Nturn).
Rturn Nturn Pturn •
(12a)
For manoeuvre under load factor of n: Pturn
V2 (12b) 2 g n2 1 51
Payload Drop • •
• •
Treated as separate sortie phase with change in total weight but no fuel change. Fuel fraction taken as 1 but subsequent phases corrected to allow for payload drop weight change. Roskam Vol.1 pp.63-64 gives details. e.g. if W5 and W6 are weights before and after payload drops: W W W W W W5
5
4
3
2
1
W4 W3 W2 W1 WTO
W6 W5 WPL
WTO
(13a)
(13b) 52
Prof. Bento S. de Mattos
Worked Example – Jet Transport (Roskam Vol.1, p55) Specification • Payload: 150 passengers at 175 lb each & 30 lb baggage each. • Crew: 2 pilots and 3 cabin attendants at 175 lb each and 30 lb baggage each. • Range: 1500 nm, followed by 1 hour loiter, followed by 100 nm flight to alternate and descent. • Altitude: 35,000 ft for design range. • Cruise speed: Mach number = 0.82 @ 35,000 ft. 53 Prof. Bento S. de Mattos
Worked Example – Jet Transport (Roskam Vol.1, p55) Specification (Cont.) • Climb: direct climb to 35,000 ft at max WTO. • Take-off & landing: FAR 25 field-length of 5,000 ft.
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• • •
WPL = 150 x (175 + 30) = 30,750 lb Wcrew = 1,025 lb Initial guess of WTO required, so compare with similar aircraft: –
Boeing 737-300 has range of 1620 nm for payload mass of 35,000 lb – WTO = 135,000 lbs. Initial guess of 127,000 lb seems reasonable.
–
•
Now need to determine a value for WF, using the fuel fraction method outlined above. 55
Prof. Bento S. de Mattos
As in earlier example, for a transport jet:
W1/WTO = 0.99 W2/W1 = 0.99 W3/W2 = 0.995 56
Phase 4 (climb) W4/W3 = 0.98 • The climb phase should also be given credit in the range calculation. • Assuming a typical climb rate of 2500 ft/min at a speed at 275 kts then it takes 14 minutes to climb to 35,000 ft. • Range covered in this time is approximately (14/60) x 275 = 64 nm. 57 Prof. Bento S. de Mattos
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Cruise Mach number of 0.82 at altitude of 35,000 ft equates to cruise speed of 473 kts.
•
Using eq. (7b):
•
Assumptions of L/D = 16 and cj = 0.5 lb/hr/lb with a range of 1500 – 64 (=1436 nm) yield a value of:
V Rcr c j
L W4 ln cr D cl W5
W5/W4 = 0.909 58
1 Ecl c j
L W3 ln cl D cl W4
•
Using eq. (6b):
•
Assumptions of L/D = 18 and cj = 0.6 lb/hr/lb.
•
No range credit assumed for loiter phase.
•
Substitution of data into eq. (6b) yields:
W6/W5 = 0.967
59 Prof. Bento S. de Mattos
•
No credit given for range. W7/W6 = 0.99
• •
May be found using eq. (6b) again. Cruise will now take place at lower speed and altitude than optimum – assume cruise speed of 250 kts (FAR 25), L/D of 10 and cj of 0.9 lb/hr/lb. Gives: W8/W7 = 0.965
•
60 Prof. Bento S. de Mattos
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No credit given for range. W9/W8 = 0.992
•
found from eq. (8) (with additional term for W9/W8) = 0.992x0.965x0.99x0.967x0.909x0.98x0.995x0.99x0.99 = 0.796
•
Using eq. (9), WF = 0.204 WTO = 25,908 lb 61
Prof. Bento S. de Mattos
•
Using eq. (4): WE(tent) = WTO(guess) – WPL - Wcrew - WF – Wtfo WE(tent) = 127,000 – 30,750 – 1,025 – 25,908 - 0 = 69,317 lb
•
By comparing with Roskam Vol. 1, Fig. 2.9, it is seen that there is a good match for these values of WE and WTO, hence a satisfactory solution has been reached. 62
Prof. Bento S. de Mattos
•
Specification / design requirements often reevaluated and refined at this stage, using above method. • Examples include: – Effect of a range increase/decrease on MTO. – Effect of payload mass change on MTO. – Effect of using composite materials instead of aluminium alloys. • More details and examples in Raymer p.28-31 and Ch.19. 63
•
Essentially Roskam’s version (Vol.1, p.68) of Raymer’s trade studies detailed above.
•
Sensitivity of MTO is investigated with changes to the following typical set of parameters: –
• •
Empty weight (WE), payload (WPL), range (R), endurance (E), lift/drag (L/D), specific fuel consumption (cj or cp) and propeller efficiency (ηp).
Sensitivity to general parameter y expressed by: WTO y Regression constants used in equations are relevant to particular a/c category. 64
Prof. Bento S. de Mattos
Estimating Cruise Fuel Consumption IPET7 Airliner
Performance Max operating Mach number
0.83
Max operating altitude
41,000 ft (cabin altitude: 8,000 ft)
Take-off field lenght
6,500 ft (SL / ISA + 15°C / MTOW)
Landing field
5,000 ft (SL / MLW = 90% of MTOW)
Range with max payload
2,200 nm (overall fuel volume for 3,200 nm version)
External noise
FAR 36 Stage IV minus 15 db
Estimating Cruise Fuel Consumption The number of Mach for maximum specific range (SR) is not the same as that for maximum M*L/D because sfc increases with speed
IPET7 Mach*L/D vs. Mach number
IPET7 SR vs. Mach number
41000 ft 14,00
41000 ft
12,00 0,290
10,00 M*L/D
SR [nm/kg]
0,270 0,250 0,230 0,210
8,00 6,00 4,00
0,190
2,00
0,170 0,150 0,40
0,50
0,60
0,70
0,80
0,90
0,00 0,40
0,50
Mach MTOW
90% MTOW
Long Range
MMO
0,60
0,70
0,80
0,90
Mach 80% MTOW
MTOW
90% MTOW
80% MTOW
67
TAS SR Fuel flow
69
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