Operational Needs for a Paradigm Shift in Life Prognosis

advertisement

A Paradigm Shift in

Structural Life Prognosis

…recapturing USAF aircraft availability, performance and supportability

Col Rob Fredell, Ph.D.

Military Assistant to the Chief Scientist of the Air Force

Presented to AFOSR Workshop on Prognosis

19 February 2008

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

Overview

Aging aircraft in perspective

Carefree Structures

High-Velocity Maintenance

Prognosis Role as Integrator

Summary

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

2

Aging Aircraft in Perspective

“I don’t want to have to write a letter…Your son or daughter is dead because the wing fell off on takeoff. We knew it was going to fall off, we just didn’t know when.”

- General Ron Keys, COMACC, as quoted in USA Today, 8 May 2007

“The US Air Force has grounded its entire fleet of 676 F-15 fighter jets after a jet crashed on a training mission in Missouri last week.”

- BBC on-line, 6 November 2007

"It's kinda like taking your…1970 Chevrolet and tearing it down, repairing anything you find wrong with it--extending the life of the car.”

- Keith Gilstrap, Warner Robins ALC, as quoted in the Aim Points, 12 Feb 2008

“"We're trying to catch up with 20 years of neglect.”

- Loren Thompson, the Lexington Institute, in the Dayton Daily News, 11 Feb 2008

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

3

2.0

1.5

1.0

0.5

0.0

3.5

3.0

2.5

Top 10 Maintenance Drivers (MMH), Total AF

Finding, fixing cracks and WUC WUC Description corrosion: trending upward

03 LOOK PH OF SCH INSP

11 AIRFRAME

04 SPECIAL INSPECTIONS

13 LANDING GEAR

46 FUEL SYSTEM

14 FLIGHT CONTROLS

74 FIE CONTROL

23 POWER PLANT

Lack of investment in structures

12 CKPT & FUSE COMPTS sustainment costing USAF…

Total of Top 10 =

% of Total FY05

MMH Hrs

14%

12%

11%

8%

5%

5%

4%

4%

3%

3%

68%

..while continued investment in propulsion paying big dividends

2001

2002

2003

2004

2005

03 11 04 13 46

WUC

14 74

Maintenance Category

23 76

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

12

4

Missouri Air National Guard Mishap

2 Nov 2007

• Aircraft broke up in flight

• Pilot ejected with injuries

• Forward fuselage separated from acft

Separation occurred here

• Cause: Fatigue of “fatigue proof” upper cockpit

• 700+ aircraft grounded for detailed inspections

• 162 aircraft remain grounded as of 11 Feb 08

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

Source: www.af.mil

5

C-130 Structural Health Assessment

Center Wing Box fatigue, corrosion limiting life of E, H fleets

Many aircraft at or past upper limit for unrestricted use

Warner Robins ALC executing 3-phase program to renew H CWB

 3-year program to redesign wing splice fitting

 Sole source purchase of conventional replacement CWBs and production data

 Competitive purchase of 100s more replacement CWBs

 Heavier Extended Service Life (ESL) wing for all new J models?

J models currently produced with similar wing as E, H replacements

 More powerful engines, higher TOGW

 Higher usage and severity factors mean similar cracking problems in ~20 years

 ESL wing costs 1,000 lbs of added structure; reduces aircraft performance

Impact on availability

 Reduced availability and increased support costs

 Affects hundreds of aircraft supporting Air Mobility Command, AF Special

Operations, US Coast Guard, US Navy, and many foreign partners

6

SecAF charge: break this cycle

 SecAF goal: long-life structures and lower life cycle costs

Real solutions to fatigue cracking & corrosion, not just replacement

Reduction of inspection burden and improved fleet availability

 Repeatable, consistent way to decide when to retire aircraft

 “Care-free” structures concept offers opportunity

 Truly optimized structures not min weight, but optimized for min life cycle cost

 Cuts structural inspection of wing by 75 - 90% and recaptures weight lost to beef-ups

Retains current inspection and repair processes at lower life cycle costs

 High Velocity Maintenance promises a “depot revolution”

Enhanced aircraft condition awareness prior to depot cycle

 Better planning for more focused, shorter cycle times

 No surprises…No wasted motion…No waiting

 Effective State Awareness crucial to accomplishing all 3

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

7

Overview

Aging aircraft in perspective

Carefree Structures

High-Velocity Maintenance

Prognosis Role as Integrator

Summary

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

8

Hybrid “Care-Free Structures”

Product of Dutch/German/US research

Follows on Fiber Metal Laminates (TU Delft NL, 1980s)

Key features: Durability, damage tolerance, long inspection intervals, ease of repair, corrosion- and impact-resistant structures

Excellent Service History:

 4 AC-130 flaps flown (early 1990s)

 40 C-17 aft cargo doors in service (1995-present)

 Airbus A380 upper fuselage in service (2008)

Care-Free Concept not limited to FMLs

Put the Right Material in the Right Place!

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited .

9

175

Alcoa Hybrid Wing Panel Tests (2006)

Ultra-Long Life Under Severe Conditions

Transport Wing Fatigue Spectrum, saw cut with severed stringer

Baseline: mean flt = 12 ksi, s max = 27.6 ksi, s ground = - 6 ksi; RH > 90%

150

125

B777 wing

@ Baseline Stress

Airbus 380 wing

@ Baseline Stress

Bucci, et al, ASIP 2006

Bolt Ctr Line

Extruded Al Stringer

Fiber Metal

Laminate

Al Sheets

100

75

50

Early Hybrid Concept

@ + 25% Stress

Evolved Hybrid

@ +25% Stress

No external crack growth

Skin side

25

Skin side Stringer side

Desired “natural” fatigue

0

0 2,500 5,000 7,500 10,000 12,500 15,000 17,500 20,000 Flights

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

10

Damage Tolerance Approach

Conventional Aluminum Structures

Current Practice: Inspect for Structural Safety

repairs

Ultimate

Residual

Strength

2nd Insp.

= 1/4 life

Limit

Initial Insp.

= 1/2 life

Repeat Inspections more frequent as multiple cracks occur

1 life

Life extension

Today's Metallic

As damagetolerant aircraft age past original design life, inspection burden grows…

… and risk of inspection-induced damage increases

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

11

ASIP 2006., Nov. 29, 2006 2

Safety through inspection?

Example: bolt hole eddy current inspection of a fuel tank structures

Highly skilled technician

Hand-held eddy current probe

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

12

Safety through inspection? Difficult

Example: bolt hole eddy current inspection of a fuel tank structures

Highly skilled technician

Hand-held eddy current probe, mirror, flashlight, technical data, and

NDI standards

A good NDI technician is hard to find!

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

13

Why is inspection so difficult?

 Now I think we’re prepared for the inspector to enter the wing through this spacious access hole….

DISTRIBUTION STATEMENT A.

Approved for public release; distribution is unlimited.

14

Safety through inspection

…rely on him to be perfect, every single time.

Compliments of David Campbell

Oklahoma City ALC NDI Program Mgr

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

15

Benefits of the Care-free design after Hinrichsen, Alcoa

Residual

Strength

Longer inspection intervals

Much longer a crit , easier to find

Safety, economy and availability

May make enhanced state awareness easier

"Care-free"

Economic Life

Damage Tolerant

Economic Life

"Care-free"

1 st inspection

Ultimate

Load

Inspect & Repair

Limit Load

Fail-safe req.

Onset of widespread fatigue damage

Life Extension

Flight Cycles

0 1X

1 DSG

2X 3X 4X 5X

2 DSG Current Practice: Damage Tolerance

1 DSG Proposed Care-free 2 DSG

6X

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

16

- 1 -

Opportunity: Care-Free Tech Demo?

AF-managed OEM effort

Program: Develop care-free form-fit replacement problem wing structure

 Extend life while improving availability

Eliminate fatigue and corrosion, reduce inspections, cut cost

Fly proof of concept with enhanced state awareness / IVSHM system?

Key Performance Parameters

 Triple fatigue life of current wing

 Eliminate PDM and all wing structural inspections in double current lifetime

Visual inspections for life (no critical flaw size small enough to require NDI)

Weight neutral with SOA structures

 Attempt to prove maturity of prognostics in a demanding aircraft environment?

Notional Schedule:

By 18 months – Design, develop test plan, build 1 st article

By 33 months

– First lifetime of fatigue testing while transitioning to production

By 33 months – Install and flight test 2 nd article

By 48 months – First production article in new and retrofit aircraft

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

17

Overview

Aging aircraft in perspective

Carefree Structures

High-Velocity Maintenance

Prognosis Role as Integrator

Summary

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

18

High-Velocity Maintenance

ALC initiative to increase aircraft availability

Reduce impact of sched maintenance on fleet availability

C-130 PDM = $3.5M ea, 95/yr, 22K Hrs, 160 Days

F-15 PDM = ~$3.75M ea, 97/yr

C-5 PDM = $16.3M ea, 18/yr

1000

Raise Efficiency of Depot Maintenance Processes

 Low man-hour “burn rate” compared to industry

• Airlines: 500-800 man-hours/day

• Depot: 145-220 hours/day

 Field and Depot not synchronized

• Function as two independent systems

• Little communication

“To Be”

State

Aircraft condition not well known at induction

• Result: Long lead times

• High opportunity costs = larger than needed fleets

Additional Availability

ISO

“Current” State

0 After Dement & Keene

HSC ISO PDM

Maintenance Cycle

ISO

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

19

HVM Vision

Increase aircraft availability using common sense tools to

Establish a synchronized, integrated, end-to-end process

Maintenance must not impact mission requirements.

Aircraft

Availability

GLSC

CAM

ECSS

LCSE

PLM

AAIP

HVM

MSG-3

Expands HVM to be

“scalable and transportable”

RCM

CBM+

HVM for PDM/ISO

WR-ALC C-130 Prototype

Optimizes the PDM process (the “how”)

Includes all supporting processes

Std Work Supply Chain Ops Lifecycle Mgmt Sourcing Tech Development

No Surprises…No Wasted Motion…No Waiting

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

20

HVM Attributes

from Warner Robins ALC

Current State

Limited Knowledge of A/C Condition

• Two Mx systems; creates knowledge barriers

5+ Year PDM cycle (C-130)

• Damage accumulates, so “must fix now” mentality

Job Shop Environment

• Mechanic must fetch own tools; parts; set up

Inadequate plans – reqmts, parts, materiel, equipment

• Lacks information – complete BOM, planned work, support

Stove-piped processes and execution

• Lack of synchronicity leads to non-compliant work arounds

Future State

Known Aircraft/End Item Condition

• Use lead time ahead of induction

• Order Parts, Training, Infrastructure, Equipment, Data, etc.

Mechanic-Centric Focus (Surgeon)

• Parts, tools, data, equipment pre-positioned at point of use

• Maximum use of kitting

Expand Standard Work & Processes

Single Maintenance Concept

Integrated Planning, Decision-making, & Data Collection

Equivalent to 14% more aircraft on station

Enhanced

State

Awareness

Find, then fix

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

21

HVM for Developmental Aircraft

Capability Spirals

Spiral 1:

Research

Supporting Key Technologies

Enhanced

State

Awareness

Spiral 2:

Vehicle Health Mgmt

Spiral 3:

Total Weapon System

State Awareness

Airframe Condition

- Fully Instrumented (IVHM)

- Onboard Prognostics/Life Prediction

Net-Centric Solution w/ Supply

Base

Standard Work Documented for All

Processes

Total State Awareness

- Right maintenance accomplished when mission requirements allow

Total State Awareness determines when MX required

Airframe Condition

Predictive analysis

- RCM, MSG-3

- Dets assess condition

Airframe Condition

SHMS

- On-board systems diagnostics

- Corrosion sensors

- 100% flight Loads data

Auto data transfer & analysis

Integrated Supply Chain

Management

Single Maintenance Concept

Fully Integrated Management System

Automated Data Collection &

Distribution

Anticipatory Spares Ordering

Automated POM generation of $$

No surprises

Low cost per flying hr

Now

Enhanced State Awareness

- Structural Integrity Prognosis

System

Active Autonomous

Dialogue with Depot

Standard Work for ISO/PDM

Standard Work Documented for

Integrated System

ISO and PDM Integrated

Integrated Management System

- Integrated Data from all systems

- Plans/Schedules

Integrated Requirements and Funding Process

Time

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

22

Overview

Aging aircraft in perspective

Carefree Structures

High-Velocity Maintenance

Prognosis Role as Integrator

Summary

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

23

Prognosis Role in Community Integration

How can material and structural state awareness be achieved?

Desired state Damaged state Failure

After K Jata, Sept 2007

What is the role of an informed maintenance community in developing the prognosis concept?

Can total vehicle state awareness be achieved at an affordable cost?

Can leadership be convinced that prognosis is a better solution?

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

24

Prognosis as Integrator

Prediction &

Prognosis

Sensing for State

Awareness

Force

Management

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

25

Prognosis Drivers:

Data

Physics

Cost

Availability

Capability

Safety

Tribal Customs

Prognosis as Integrator

Prognosis

ASIP-SA

Aircraft Structural

Integrity Program in the age of state awareness

Care-Free Structures

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

26

Summary

High-Velocity Maintenance Carefree structures concepts maturing

 Prognosis community must integrate the “cultures” of the various “tribes” crucial to achieving USAF relevance

Possible collaboration on proposed Tech Demo will drive R&D to solve most difficult aging aircraft problems

Early transition to Tech Demo wing would challenge integrators to focus on the art of the possible.

DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited.

27

Download