Improving aircraft safety in icing conditions
Submitting Institution
University College LondonUnit of Assessment
Mathematical SciencesSummary Impact Type
TechnologicalResearch Subject Area(s)
Engineering: Interdisciplinary Engineering
Summary of the impact
The consultancy company AeroTex makes use of UCL research findings to
design new and improved ice protection systems for fixed wing or rotor
aircraft. These new designs enable AeroTex's customers (aircraft
manufacturers and Tier 1 equipment suppliers) to comply with upcoming
changes that are raising aircraft certification standards and to operate
aircraft more safely in icing conditions. The increase in income to
AeroTex resulting from this work was approximately [text removed for
publication] per year between 2010 and 2013, representing around 15% of
AeroTex's annual turnover.
Underpinning research
When an aircraft flies through cloud at or below freezing temperature,
ice can accrete on its forward-facing parts. This can lead to detrimental
performance, and has been a significant factor in a number of past
incidents and accidents, some of which resulted in the loss of life. Icing
occurs when supercooled water droplets suspended in the cloud impact on
the body of the aircraft and freeze on to it. The rate, amount and
location of ice accretion depend on parameters including temperature,
speed, aircraft surface shape and droplet size. Existing mathematical
models are reasonably accurate in predicting the shape and quantity of ice
produced when droplets are small (≤40μm). However, for
larger droplets (supercooled large droplets, or SLD) the models were
inadequate and tended to dramatically over-predict the amount of ice
produced and wrongly predict its location, partly because larger droplets
tend to splash. This resulted in errors in predicting aerodynamic
performance and safety.
Accurate modelling of aircraft icing is desirable as it can inform the
design of aircraft and ice protection systems, resulting in improved
aircraft safety. Between 2001 and 2013 researchers in UCL's Department of
Mathematics investigated and modelled various aspects of impacts of
relevance to aircraft icing, taking larger droplets into account and
ensuring that models are realistic. Work on asymptotic expansions and
matching, involving complex multi-phase fluids, irregular geometry,
air-water interactions, shallow-layer impacts and ice-skimming, produced
reduced-equation computations and code supported by comparisons with
real-world findings.
Early work (2001-03) involved the development of models that simulate how
a layer of air between a droplet and a water layer affects the impact of
the droplet [1]; the effect of air on impacts — vital for real-world
applications — had never been predicted before. Splashing of large
droplets impacting onto a layer of water was then investigated in 2002 to
2005 [2, 3], with parameters such as air flow, water depth and droplet
size being varied. Findings included the first-ever predictions of surface
roughness effects after impact and how much of the water layer is splashed
away. Some of this work [3] was written up jointly with a group from the
Mathematical Institute in Oxford, the University of Nottingham and the
University of East Anglia, who had arrived simultaneously at the same
research conclusions. This work was followed in 2006 to 2008 by modelling
of impacts involving a solid body approaching another solid body with two
fluids (air and water) between them [4]; in an aircraft icing scenario
this corresponds to an ice crystal impacting upon a solid aircraft surface
covered by a water layer.
A related research strand (2008-13) involved skimming impacts and
rebounds. A model was derived for a solid body (e.g. an ice crystal)
undergoing an oblique skimming impact with a shallow liquid layer and then
rebounding from it [5]; this work included explanations of both entries
into and exits from water. An extension of this model included fluid-body
interactions with multiple bodies and multiple impacts [6], of relevance
to wind-blown ice particles travelling along an aircraft wing.
The above research generated new and simpler computational methodology.
It also provided flexible mathematical predictions of the precise extent
of a splash, rebound duration, effects of surrounding air motion, and
shapes resulting from ice accretion or melting, which take into account
highly variable parameter values including droplet size, impact speed and
angle of incidence.
Site visits and discussions with QinetiQ and AeroTex, together with
complementary experimental input from Cranfield University, were important
for much of the above modelling work [1, 2, 3, 4].
Key UCL researchers: Frank Smith (Professor in Mathematics),
Richard Purvis (PDRA 2002-05), Andrew Ellis (PDRA 2006-08) and Peter Hicks
(PDRA 2010-11).
References to the research
[1] Air cushioning with a lubrication/inviscid balance, F. T. Smith, L.
Li and G. X. Wu, J. Fluid Mech., 482, 291-318 (2003) doi:10.1017/S0022112003004063
[2] Droplet impact on water layers: post-impact analysis and
computations, R. Purvis and F. T. Smith, Phil. Trans. R. Soc. A,
363, 1209-1221 (2005) doi:10.1098/rsta.2005.1562
[3] Droplet impact on a thin fluid layer, S. D. Howison, J. R. Ockendon,
J. M. Oliver, R. Purvis and F. T. Smith, J. Fluid Mech., 542, 1-23
(2005) doi:10.1017/S0022112005006282
[4] Trapping of air in impact between a body and shallow water, A. A.
Korobkin, A. S. Ellis and F. T. Smith, J. Fluid Mech., 611,
365-394 (2008) doi:10.1017/S0022112008002899
[5] Skimming impacts and rebounds on shallow liquid layers, P. D. Hicks
and F. T. Smith, Proc. R. Soc. A, 467, 653-674 (2011) doi:10.1098/rspa.2010.0303
[6] On interaction between falling bodies and the surrounding fluid, F.
T. Smith and A. S. Ellis, Mathematika, 56, 140-168 (2010) doi:10.1112/S0025579309000473
References [1], [5] and [6] best indicate the quality of the
underpinning research.
Relevant research grants:
(i) Theory and computation in unsteady flow modelling (GR/S35394/01);
£4,121; awarded to Professor Frank T. Smith; sponsor: EPSRC (CASE Award);
2003-2006
(ii) Faraday fast track proposal: droplet impact on water layers
(GR/R91939/01); £103,456; awarded to Professor Frank T. Smith; sponsor:
EPSRC (RA support); 2002-2004
(iii) Air and surface effects on water droplet impact (EP/D069335/1);
£257,779; awarded to Professor Frank T. Smith; sponsor: EPSRC (RA
support); 2006-2010
Details of the impact
Aircraft icing consultancy company AeroTex was founded in 2002, as an SME
offshoot from QinetiQ. Since 2008, it has used UCL's research to underpin
its specialist icing work, ranging from ice accretion physics to the
design and certification of ice protection systems [A].
In 2010, the United States Federal Aviation Administration (FAA) proposed
new aircraft icing regulations. The European Aviation Safety Agency (EASA)
followed suit in 2011, proposing a similar update to their certification
specifications for large aeroplanes. Since then, aircraft manufacturers
have been working to ensure their designs meet these specifications, as
the proposals will come into force imminently.
These proposals followed a number of accidents, including the October
1994 crash of American Eagle Flight 4184, which rolled out of level flight
and crashed into a field in Indiana, killing all 68 people on board.
Investigations found that the accident was caused by a build-up of ice on
the wings during icing conditions that included freezing rain, or
supercooled large droplets (SLD). At the time, the FAA required aircraft
to be tested and certified for flight in icing conditions, but the rules
were aimed at much smaller cloud-droplet diameters. The importance of
SLDs, and their significant splash effects, was unknown, and was not even
considered when certifying aircraft. Accidents including Flight 4184 and
many since then highlighted the inadequacy of the icing certification
standards and led to lengthy, complex discussions between authorities,
manufacturers and designers about introducing updated regulations, and how
these would be prepared for. This then resulted in the FAA introducing its
proposals for new regulations that include SLD and ice crystals.
In 2002, the UCL group was asked by industry to conduct research into
SLD. UCL's research described in section 2 helps AeroTex to design new ice
protection systems that meet these regulatory requirements [A]. It also
impacts upon AeroTex's customers by enabling them to operate aircraft more
safely in icing conditions and to comply with improved safety legislation.
The research came to influence AeroTex through research collaborations,
including Research Associate placements, and meetings of the UK Icing
Group, of which UCL and AeroTex are both members. The owner of AeroTex
said: "We have been able to use the knowledge generated within our
analysis phase so that there has certainly been a benefit to us. We flow
the knowledge generated by UCL into designs for ice protection systems for
commercial customers" [B].
AeroTex makes use of UCL research when advising customers on whether ice
protection is needed and when designing new ice protection systems that
comply with future and current regulations. The UCL research findings are
an important part of a portfolio of methods and evidence used to make
decisions, and have directly influenced the course of development of
AeroTex's AID (Aircraft Icing Design) analysis tool, used in aircraft ice
protection system design. UCL research also helps AeroTex to stay ahead of
their competitive rivals; the company has become experienced at providing
consultancy for manufacturers who need to conform to the new certification
rules [A].
UCL's research has not only led to these important impacts on aircraft
safety, but also has commercial benefits for AeroTex. [text removed for
publication]
AeroTex's customers are confidential, but include several aircraft
manufacturers and Tier 1 (the top approved) equipment suppliers. New
sub-system designs have already been or are to be incorporated into
manufactured aircraft, and are estimated to be included on thousands of
aircraft over many years. UCL research has helped both AeroTex and their
customers to understand the effects of ice on planes, and the safety
implications associated with icing. It has helped AeroTex provide system
designs that comply with proposed new rules, and enabled them to compete
effectively against their rivals, supporting improved aircraft safety for
the future. The financial figures as far as the customers are concerned
are confidential but extend into the hundreds of thousands of pounds
sterling.
Sources to corroborate the impact
[A] The Aircraft Icing Consultant at AeroTex UK can be contacted to
corroborate all of the claims and details about AeroTex, including what
the company uses the UCL research for and how it benefits from this, and
the details of income generated and projects conducted. Contact details
provided separately.
[B] Statement from the owner of AeroTex (contained within a document
about the EPSRC funded Knowledge Exchange Programme — see page 1) —
corroborates that the research is used by AeroTex and is beneficial to the
company. Document available on request.