Achieving a Predictive Design for Manufacture Capability in Composites by Integrating Manufacturing Knowledge and Design Intent

Lead Research Organisation: University of Bristol
Department Name: Aerospace Engineering

Abstract

The use of advanced composites in commercial aircraft structures has significantly increased in recent years through products such as the Airbus A350XWB, where they make up 52% by weight of the structure. But the transition over from metals has actually been slower than anticipated, despite the advanced composites promise of offering lower weight components that are capable of exhibiting high strength-to-weight ratios & high stiffness. This slow uptake is primarily due to the high cost of manufacturing; and is now more of a concern, as when designing a new aircraft the mechanical properties are not the only aspect taken into consideration. Composites must be cost-competitive.

Historically, civil aircraft design and manufacturing was largely conducted in-house and relied heavily on manual intervention, especially during assembly. This reliance on manual operations came as a result of long development times and ongoing aircraft design iterations, which together rendered the mass production of aircraft costly and infeasible. In the past decade a transformation has occurred as aircraft manufacturers see higher sales and uptake; and are increasingly subcontracting parts and systems to suppliers. Boeing for example increased their outsourcing from 35-50% for the 737 program to 70% for the 787 program. Whilst this has provided cost saving opportunities for the Original Equipment Manufacturer (OEM), it adds pressure to an already restricted supply chain to deliver parts that are not only made to specification but governed by shortening times and cost reductions. It has also demonstrated supply chain inefficiencies in the global industry, and that the need for cost-effective manufacturing methods tailored for smaller and medium sized suppliers has become more evident.

For these companies, the cost of rearranging the work space and of purchasing new equipment is quite restrictive, especially if manufacturing small batches of components, as they may not reach their break-even point. In order to meet the projected growth & demand for the aerospace industry, and guard against projected skills shortages, manufacturing techniques need to be developed to allow for greater efficiency, affordability, and greater consistency in quality. The ultimate goal is to produce high quality components right first time, consisting of the proper dimensions and performance properties that are not only reproducible, but economically viable.

Composites usage is particularly dominant in secondary structures or sandwich panels. The complex geometries associated with these restrict the use of automation and so hand layup dominates the manufacturing process. It involves forming a pre-impregnated cloth over a geometry into as near-net shape as possible, using shear as the main in-plane deformation mode. Difficulty in manufacture arises from geometrical clashes (imposed by structural and aerodynamic performance of the aerofoil, resulting in tight dimensional tolerances); audit trails (imposed by the OEM), and; their low-cost development (company imposed). These coalesce such that the majority of the total manufacturing cost for aircraft composite components resides in secondary structures, dependent on inefficient design and manufacturing processes based on tacit skills and understanding.

To break this vicious cycle for price-critical parts, either low-cost manufacturing methods or designs for manufacturability need to be implemented. This research targets the latter, developing a new toolset capable of informing for intelligent design processing that considers manufacturing capabilities earlier, and delivering the design intent to manufacturing as functional unambiguous workflow instructions enabling right first time yields. A new process towards composites DfM will be developed through this research, and in enabling gathered information to be exploited in simple formats, a user-based knowledge system will be achieved.

Planned Impact

The approach taken in this research - of closing the loop in composites DfM by better integration of manufacturing knowledge and design intent, and in delivering a virtual tool capable of predictive capacity in design and better informing of manufacture - offers manufacturers of secondary structure composite products the potential to achieve their ultimate goal. That of producing high quality components right first time, consisting of the proper dimensions and performance properties that are not only reproducible, but low in cost; whilst still using the hand layup process. Despite this research targeting well-founded installed techniques and capabilities (if inefficient), this approach is innovative and positively disruptive in two ways:

1. It will offer a new understanding in the relationship of design complexity and manufacturing capability through the formulation of a capability index, based on a geometry's surface area the effect of coupling features together. No such index is known to exist in composites hand layup & DfM; though examples are available for other materials and products (such as the Lucas method in DfA). Combining this index with observed and measured key variables of the laminator, the material, and mould interactions will allow for performance predictions to be made
2. By developing a virtual tool better able to describe how and why a laminator forms a material to a surface, a predictive capacity for composites design and manufacture will be delivered, integrating an exploitable Knowledge Base System (KBS). In combination they will deliver a unique service, capable of streamlining conceptual design and offering a simple yet powerful suitability analysis, whilst automatically delivering manufacturing workflow. There is no toolset able to achieve either of these tasks at the detail envisioned, but commercial tools for selecting processes do exist at a top level (such as that provided by Granta Design)

The PI aims to build a new level of detailed understanding in composites manufacture, so that the next steps in optimising layup can be informed (and guard against the risks outlined by Bainbridge in 1983 that are still relevant today). It is anticipated that the following groups will benefit from the proposed research:

a. Aerospace Industry (knowledge): OEMs will benefit by parts of improved reliability & quality consistently being achieved in the supply chain, of reduced incidences of concessions or defective/scrapped parts, of build & cost timescales being met, shorter lead times in design and manufacturing, and better understanding in the impact of future product design complexity. Increased OEM/tier collaboration and further enhancing of SC21 is also feasible
b. UK manufacturing (people): the research will position the UK as a global leader in composites DfM. It will underpin decisions for UK companies competing for manufacturing work, and could enable the on-shoring of parts manufacture previously lost to lower cost economies
c. Skills and training/employment (people & society): the research will lead to enhanced capabilities in composites design and manufacturing, leading to increased skills and opening up opportunities for job creation. A spin-out or start-up as a consultancy or engineering company to exploit the research is also feasible
d. Simulation providers (economy): the research could inspire simulation companies to develop new portfolio items for the composites market, and collaborate, to maximise the research outputs. Improved simulation performance will also reduce waste streams
e. Exploitation in education (society): the research will be communicated to undergraduate & taught postgraduate students at the earliest opportunity, combining with traditional materials to refresh course content and demonstrate new lines of enquiry. It will be used in undergraduate & postgraduate research projects; and demonstrated through the planned website plus University Open Days

Publications

10 25 50
 
Description In this work we have developed several drape simulation toolsets. Some are based on AI enabling the toolset to 'learn' to improve efficiency, while others are updates and adaptions of older models (new graphic engines) that enable more powerful learning and skills training. However one of the toolsets is extremely unique in that it is capable of conducting a detailed DfM assessment of a drape simulation, based on 13 key markers developed in conjunction with the National Composites Centre. Such an assessment is potentially a world first, as it allows designers to review the manufacturability of their design, including understanding the work instruction and process steps required (as much as quality). A time metric is also possible, to assess the productivity of the design versus others (that another toolset is capable of reviewing).
Exploitation Route We are exploring the opportunity to create a new spin-out company based on the outcomes of this work.

(note that url above details the associated Ufi Charitable Trust activities rather than this EPSRC funded works)
Sectors Digital/Communication/Information Technologies (including Software),Manufacturing, including Industrial Biotechology

URL https://layuprite.blogs.bristol.ac.uk
 
Description The outputs of this grant formed the foundation for further funding awards to be achieved (non-UKRI; higher TRLs) which allowed for outreach and collaboration to take place with local colleges. Development examples such as digital instruction technologies, e-learning modules, and state of the art reviews all took place. Much of the first award is captured on an open access blog site: https://layuprite.blogs.bristol.ac.uk/; the second award is planned to be added in the near future (although COVID restrictions limited the same amount of engagement as the first award). The outputs of this grant, in combination with outputs from other related works, has positioned Dr Carwyn Ward and Dr Dennis Crowley as experts in the field of tacit skills (like composite layup) and augmented digital instruction. We have supported relevant work packages in the DETI programme at the National Composites Centre, guiding for technical content as well as trialing demonstrators to offer insight and opinion. Dr Carwyn Ward and Dr Dennis Crowley have worked with the commercilisation team at University of Bristol to explore the potential for a spin-out to form from the research (e.g. https://www.bristol.ac.uk/media-library/sites/red/images/2456%20LayupRITE_Flyer.pdf). An independent external review has suggested there is a useful potential business to be created (in skills and training as well as manufacturing support tools), and further (non-R&D funded) business development is presently in place to take this further (inc. dscussions with interested industrial partners). New research ideas (expanding the digital manufacturing platform) has recently formed, and will be part of a future funding application that will demonstrate international collabortion opportunitiy.
First Year Of Impact 2020
Sector Digital/Communication/Information Technologies (including Software),Education,Manufacturing, including Industrial Biotechology,Other
Impact Types Societal,Economic

 
Description Augmented learning for high dexterity manufacturing
Amount £150,000 (GBP)
Organisation Ufi VocTech Trust 
Sector Charity/Non Profit
Country United Kingdom
Start 10/2017 
End 03/2019
 
Description LayupRITE 101: Augmented Training for Composites
Amount £150,000 (GBP)
Organisation Ufi VocTech Trust 
Sector Charity/Non Profit
Country United Kingdom
Start 10/2019 
End 10/2020
 
Title Design for Manufacture empirical tool 
Description Excel based tool that takes in composite manufacturing details and asses the design for manufacturing performance of the manufacturing method. Limited application at this stage - needs developing to make it more user-friendly etc. 
Type Of Material Improvements to research infrastructure 
Year Produced 2018 
Provided To Others? No  
Impact None at this stage - overtaken by developments in the Virtual Fabric Placement DfM toolsets. Further research potential possible; TBD. 
 
Title Matlab assessment tool of design for manufacturing in composites simulation/instruction 
Description A Matlab script that enables drape instructions from an in-house simulation tool (written in C) to be assessed/predicted through standard design for manufacturing routines following Boothroyd & Dewhurst methodologies. 
Type Of Material Improvements to research infrastructure 
Year Produced 2017 
Provided To Others? No  
Impact None - overtaken by the Virtual Fabric Placement DfM toolset at this stage. Potential to retunr to this at a later date. 
 
Title New drape instruction tool-set 
Description A drape instruction tool developed within Unity Graphics that enables users to simulate the drape of cloth to complex geometry. The tool reports Design for Manufacture predictions as part of an integrated package of outputs in comparison to the other tools developed. Although the tool-set is based on previous examples of drape instruction/simulation written in Bristol, this newer model is unique through the fact it has been developed in a gaming programme and as the tool-set seeks to incorporate AI routines within it to augmented the users experience. The URL shows a limited application demo. Increased design for manufacture capability, to better incorporate other tools are required to be included in the short term. 
Type Of Material Improvements to research infrastructure 
Year Produced 2018 
Provided To Others? Yes  
Impact AI toolset is unique and has potential to be exploited in other research activities. But the Virtual Fabric Placement DfM tool has overtaken this output for the time being in terms of application. 
URL https://shashitha-kularatna.itch.io/unity-drape-simulator
 
Title Virtual Fabric Placement DfM 
Description Simulation tool using Unity Graphics as its engine, capable of undertaking DfM studies in composites drape inc. digital work instruction. Combines previous works into one central toolset for exploitation. Also directly collaborates with other toolsets for work instruction projection and other digital equipment. 
Type Of Material Improvements to research infrastructure 
Year Produced 2019 
Provided To Others? No  
Impact A unique toolset capable of simulating how a human operator forms a fabric to a complex surface, with DfM assessment functionality and exporting of digital instruction. The toolset is the basis of a potential spin-out activity and has been demonstrated to academia, ediucation, and industry. 
 
Title AI drape simulation database 
Description As the AI solution experiments on drape instruction it records the output of the attempt and over time and various iterations the AI solution builds a repository of learning that it cooperates with to accelerate results. 
Type Of Material Database/Collection of data 
Year Produced 2018 
Provided To Others? No  
Impact Dataset is unique with no known alternative in industry/academia. 
 
Title Tracked layup characterisation 
Description Series of skeleton tracking files as a database of operators manufacturing a component. Used to extract design for manufacturing information but also able to be used for time and motion study if that was needed. 
Type Of Material Database/Collection of data 
Year Produced 2018 
Provided To Others? No  
Impact Data resource is unique, however it has not been exploited at this stage. 
 
Title Virtual Fabric Placement DfM 
Description Unity graphics drape simulation and DfM assessment tool. 
Type Of Material Data analysis technique 
Year Produced 2019 
Provided To Others? No  
Impact Model is unique in application - being able to accurately simulate how a human operator forms a fabric to a suface, and then optimise performance through DfM assessment. Also allows exporting as digital instructions, to work with augmented equipment. 
 
Description National Composites Centre collaboration 
Organisation National Composites Centre (NCC)
Country United Kingdom 
Sector Private 
PI Contribution In this collaboration myself and the research team have contributed instruction and tracking equipment to the NCC (developed in a parallel project but applicable in this research as the data capture mechanism), as well as analysis for data exploitation.
Collaborator Contribution The NCC has collaborated with the research team by arranging and then allowing staff (graduates, workshop, apprentices) to work on the equipment provided for a sustained period of time, to build up a knowledge base of manufacturing practice.
Impact The collaboration led to the development of a DfM composites simulation tool. It also led to demonstration of the tool at key aerospace industry company industrial sites.
Start Year 2019
 
Title All version of software and toolsets developed 
Description All activities within the research project. 
IP Reference  
Protection Protection not required
Year Protection Granted 2019
Licensed No
Impact Some potential collaboration with other industrial partners but too early to quantify at this stage.
 
Title All version of software and toolsets developed 
Description All toolsets developed in the project are written and owned by UoB, and demonstrations in the field are limited to video and close control live showings. 
IP Reference  
Protection Copyrighted (e.g. software)
Year Protection Granted 2019
Licensed No
Impact NA at this time - too early to quantify.
 
Description Attendance at Ufi Showcase event 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Ufi Showcase at IET (London) 21 November 2019 - demonstrated the new software tool in compbination with other parallel activities.
Year(s) Of Engagement Activity 2019
 
Description Attendance at trade show 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Research team members went to CAMX 2018 (Dallas) to review activities in the North American market and to disseminate the design for manufacturing and parallel study outcomes.
Year(s) Of Engagement Activity 2018
 
Description Attendance at trade show 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Research team attended the Advanced Engineering show at the NEC Birmingham, to explore what is being done industrially in the field and to update interested parties on the research being conducted. A portion of the NCCs stand at the show was made available to us to ensure the maximum dissemination of information, as well as presenting some details in one of the open forums.
Year(s) Of Engagement Activity 2018
 
Description Conference paper - CIRP Automated Manufacturing 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Conference paper presenting research findings
Year(s) Of Engagement Activity 2019
 
Description Conference paper - SAMPE Nantes 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Presentation of the research conducted to date in an international conference.
Year(s) Of Engagement Activity 2019
 
Description Open day demonstration 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact University of Bristol open days in June and September 2018. Manufacturing trials were set up to allow the visiting students and parents the opportunity to try out composites manufacturing, and engage with the intended research in the project.
Year(s) Of Engagement Activity 2018
 
Description Participant at Trade Show 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Attended Advanced Engineering 2019; discussed and demonstrated project outcomes to date with several industrial companies, arranged to demonstrate the solution to some others at their sites (BAES and Spirit Aerostructures chiefly).
Year(s) Of Engagement Activity 2019
 
Description Research Showcase (National Composites Centre) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact NCC Research Showcase (12 March 2020) to its tiered membership - to present the activity they co-funded, and potentially deliver new lines of enquiry and funding for the work to continue.
Year(s) Of Engagement Activity 2020
 
Description Research showcase (Spirit Aerosystems) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact Digiital instruction and drape simulation demonstration for Spirt Aerosystems at their Prestwick site (Nov 2019). Interest and follow up on the drape simulation activity to be followed up.
Year(s) Of Engagement Activity 2019
 
Description Seminar demonstration - SWARVR Forum 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact A SWARVR meet in Bristol's Engine Shed was attended to present some research updates and to demonstrate developments in AR/VR technologies in a parallel project. This EPSRC project makes use of those hardware developments in the research, and so the team was in attendance to support these demonstrations and to discuss the design for manufacturing applications of the simulation tools in development.
Year(s) Of Engagement Activity 2018
 
Description Seminar presentation - SAMPE UK + EIRE 2018 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Presentation of the developments to date in the newly developing drape instruction tool-sets to the SAMPE UK + EIRE Annual Seminar in Nottingham. A second presentation also demonstrated parallel activities in AR/VR and instruction/tracking of operators.
Year(s) Of Engagement Activity 2018
 
Description Seminar presentation - SWARVR Forum 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact Evening seminar presentation to promote the intended research activity to the general public, along with other works in AR/VR in Bristol.
Year(s) Of Engagement Activity 2017