Particle shape measurement: commercialisation and applications
Submitting Institution
University of LeedsUnit of Assessment
General EngineeringSummary Impact Type
TechnologicalResearch Subject Area(s)
Information and Computing Sciences: Artificial Intelligence and Image Processing
Engineering: Chemical Engineering, Interdisciplinary Engineering
Summary of the impact
Research into on-line control of crystallisation at the University of
Leeds started in 2002 which led
to a collaboration being formed with Malvern Instruments Ltd (MIL) in 2006
and subsequently to
the development of a new type of instrument capable of measuring particle
shape and shape-
distribution. The instrument range, Morphologi, launched in 2007
has since generated sales for
MIL of approximately £11 million since January 2008. The instrument is now
operational within
many industrial sectors and used e.g. to optimise process efficiency and
enhance product quality.
The success of this instrument has contributed to providing secure
employment at MIL and to
obtaining the "Queen's Awards for Enterprise: International Trade" in
2011.
Underpinning research
Particulate based products are manufactured in many diverse industries
such as, pharmaceutical,
agro-chemical, dyes and pigments, food, detergent and formulation
additives. Particle
morphology, i.e. shape, is vitally important to achieve efficient
manufacturing processes and
produce a final product within its agreed specification. The morphology
can directly affect, e.g., the
flow of a product within a pipe or a hopper, it can affect the dissolution
rate of ingredients within a
chemical reactor and it can affect the final product end-user properties.
In an extreme case,
morphology can change the bio-availability (i.e. uptake within the body)
of pharmaceutical
ingredients, resulting in a company's loss of license to make a drug
product. Given its importance,
it would therefore be beneficial to many companies to have the ability to
actively monitor particle
morphology.
Previous efforts of monitoring particles have focused on optimising and
controlling the particle size
distribution but this clearly misses important information relating to
particle morphology. Moreover,
optimisation and on-line control of shape-distribution during formulation
and manufacture has long
been considered to be too challenging to achieve.
A multi-scale image analysis algorithm based on wavelet analysis [1] was
developed by Professors
XZ Wang and KJ Roberts at the University of Leeds, with PhD
students J Calderon De Anda and
C Ma and research assistant Dr J Chen. The research was conducted with
research council and
industrial support (AstraZeneca, Syngenta, GlaxoSmithKline, Pfizer, 3M
HealthCare and MIL) over
a number of projects such as EPSRC funded projects GR/R43860/01 (PI Roberts,
2002-2006,
£969,560) and EP/C009541/1 (PI Wang, 2005-2009, £315,524) and was
further developed and
transferred to industry with two MIL funded projects. Using crystal edge
detection and
segmentation techniques, the algorithm enabled the fast on-line analysis
of the crystallisation
process where, in contrast to off-line techniques, the crystals were not
necessarily within the
camera depth of focus causing variation of clarity in the image. This
method represents a
milestone for progress in this specific area of research since it allows
process images obtained on-line
to be analysed quantitatively and used for closed-loop control of shape
distribution of a particle
population.
MIL, as an industrial partner to both research projects funded by EPSRC,
were aware of the
technology being developed at the University of Leeds. Collaborating on
MIL's internal research
and development programme `Vision' the research group at Leeds
contributed to their programme
through;
(1) the development of a multi-scale image analysis technique that is the
only method that can
effectively handle images obtained on-line from crystallisation processes
[1];
(2) a 3D imaging probe (StereoVision imaging probe) that is the first
on-line process imaging
probe that can provide real-time particle 3D shape ([2]; new 3-dimension
technology being
patented);
(3) development of a morphological population balance process model which
for the first time
allows modelling and simulation of the dynamic evolution of particle shape
distribution
subject to variation in process operational conditions [3,4,5];
As a result of the above developments, we have achieved closed-loop
control of crystal shape
distribution [6], a task long considered as almost impossible to achieve.
Key Researchers:
XZ Wang (Lecturer, 01/02/1995 - 31/07/2001, Senior Lecturer,
01/08/2001 - 31/07/2005, Reader,
01/08/2005 - 31/08/2006 and Professor, 01/09/2006 — present)
KJ Roberts (Professor, 01/01/2000 — present)
References to the research
[1]. JA Calderon De Anda, XZ Wang, KJ Roberts (2005)
"Multi-scale segmentation image
analysis for the in-process monitoring of particle shape with batch
crystallisers", Chemical
Engineering Science, 60(4), 1053-1065, DOI:
10.1016/j.ces.2004.09.068.
[2]. XZ Wang, KJ Roberts, CY Ma (2008) "Crystal growth
measurement using 2D and 3D
imaging and the perspectives for shape control", Chemical Engineering
Science, 63(5),
1173-1184, DOI: 10.1016/j.ces.2007.07.018.
[3]. CY Ma, XZ Wang, KJ Roberts (2008) "Morphological
population balance for modelling
crystal growth in face directions", AIChE Journal, 54(1), 209-222,
DOI: 10.1002/aic.11365.
[4]. CY Ma, XZ Wang (2008) "Crystal growth rate dispersion
modeling using morphological
population balance", AIChE Journal, 54(9), 2321-2334, DOI:
10.1002/aic.11549.
[5]. XZ Wang, CY Ma (2009) "Morphological Population Balance
Model in Principal Component
Space", AIChE Journal, 55(9): 2370-2381, DOI: 10.1002/aic.11860.
[6]. J Wan, XZ Wang, CY Ma (2009) "Particle Shape Manipulation
and Optimization in Cooling
Crystallization Involving Multiple Crystal Morphological Forms", AIChE
Journal, 55(8), 2049-2061),
DOI: 10.1002/aic.11892.
Of the above, reference [1] best indicates the quality of the
underpinning research. This paper has
been extensively cited and demonstrates the capability of analysing
crystal morphology with
varying image quality. This capability was crucial for the development of
Malvern's Morphologi
instrumentation.
Details of the impact
Context
UK SME Malvern Instruments Ltd (MIL) is one of the world's leading
developers and
manufacturers of particle characterisation instruments. Its products are
used during R&D and
manufacturing to understand and control the properties of dispersed
systems ranging from proteins
and polymers in solution, particle and nanoparticle suspensions and
emulsions, through to sprays
and aerosols, industrial bulk powders and high concentration slurries.
In 2005-2006, concurrent with the EPSRC projects (EP/C009541/1 and
GR/R43860/01), MIL
invested £130k in image analysis and crystallisation research and £300k to
sponsor Prof XZ
Wang's Readership position. The insights from the Vision
project fed into MIL's development of
Morphologi G2, the first instrument in the world able to measure
particle shape and shape
distribution in real time. Leeds research "contributed notably" in
three areas [A]:
- "The selection of appropriate analysis algorithms leading to
improved correlation between
measured parameters and material performance
- Designing and carrying out crystallisation experiments to generate
data for system testing
and validation
-
Using the multi-scale image analysis algorithm developed at Leeds
to process the images
obtained in experimentation in order to do further analysis of the
particles such as texture
analysis and classification."
The first Morphologi G2 was launched at the end of 2005 and was
superseded in September 2007
by the G3.
Impact
The innovative step to which research conducted at the University of Leeds
has contributed has
had a range of impacts during the eligible period on MIL and also on
Morphologi users around the
world in a range of industrial sectors and applications, much of which is
regarded by MIL as
proprietary information. However, public sources of information shows MIL
to have a truly global
outreach with over 50 international subsidiaries and distributors of their
instrumentation.
MIL
Impacts on MIL are both strategic and financial, the Company strengthening
its competitive
advantage in markets around the world and winning significant new business
since 2008:
- Establishing Morphologi as a key product in its portfolio, helped by
extending the range in
October 2012 with the launch of the G3-ID [B], which added chemical
identification of
particles using Raman spectroscopy to the core imaging functionality of
Morphologi
- Generating revenue of nearly £11m from Morphologi since 2008, "leading
to revenues of
£12 million, about 90% of it was generated since January 2008". [A]
-Strengthening its position in all of its important markets (Europe,
USA, Asia and the Far
East) through "increased sales and continued growth worldwide" [A]
- Helping "secure a number of people in employment at Malvern".
[A]
As such Morphologi also contributed to the Queens Award for Enterprise,
International Trade in
2011. [A, G]
Morphologi Users
Morphologi products provide industrial users with critical information
that helps accelerate R&D,
enhance and maintain product quality, and optimise process efficiency.
They are used in both
traditional (e.g. cement) and advanced manufacturing sectors (e.g.
pharmaceuticals) in
applications including:
- Discovery/R&D screening
- Crystallisation engineering
- Formulation development and optimisation
- Process scale-up and optimisation
- Troubleshooting and root cause analysis in manufacturing
- Automation of microscopy methods e.g. detection and enumeration of
foreign particulates
- Validation of quality control particle sizing methods (e.g. laser
diffraction)
Examples of Morphologi's impact on users include the following (note that
quotes in italics are
taken directly from the relevant web pages shown in the corroboration
section that detail the
business advantages these companies experienced since using the
instrument):
- Mo-Sci Corporation (Missouri, USA) regards the Morphologi G3 as
unique, testing
several systems and finding that "while able to characterise our
specialised glass materials
from a size distribution standpoint, other systems couldn't separate out
and identify
individual particles that overlapped within the view of the microscope".
And in terms of
productivity: "During the development of the unique glass beads used in
blood typing cards
(almost half a million glass microspheres per card), it could take three
operators four days
to look at the beads in a single card." "The Morphologi G3 can
accurately measure all the
beads on a card in around 15 minutes, and that includes setting up the
sample. The
measurements themselves take only a few minutes and produce enormous
amounts of
information". [C]
- The Morphologi G3 is used by Solvay Pharmaceuticals (Georgia, USA)
during R&D: "By
analysing shape as well as size, the Morphologi G3...helps us more fully
understand the
materials we are working with and what we can do with them". The
company previously
contracted out much of its particle characterisation work and has
benefited from "shortened
R&D times and much richer data". The R&D team also studies
wet granulation: "Being able
to look at the continuum in terms not only of granule size, but also of
shape was a useful
exercise in determining granule growth". [D]
- Particle Technology Labs (Chicago, USA), a full service
particle characterisation lab,
uses the Morphologi G3 and G3S (G3 with an integrated sample dispersion
unit) to analyse
clients' materials: "Not only has the Morphologi G3 allowed us to move
away from manual
imaging methods, we can now process large numbers of images in many
different ways
and examine a wide variety of parameters to provide more detailed
information and the
extra insight required". [E] The ability to "investigate
sample-to-sample differences or R&D
applications...is very important for a cGMP compliant laboratory with a
primary client base
in the pharmaceutical, nutraceutical, and food & beauty industries".
And the G3S "provides
the highest level of automation, and the greatest variety of measurement
parameters". [F]
As one of MIL's "key products" [A] the success of this innovative
range of instruments has made an
obvious contribution toward MIL being awarded the prestigious Queen's
Award for Enterprise:
International Trade 2011 [G]. This award adds significantly to the
national and international
reputation of MIL, to pursue excellence within its business sector.
Sources to corroborate the impact
A. Letter of corroboration from Technology Leader, Malvern Instruments
Ltd, Malvern
B. `Malvern Instruments launches Morphologi G3-ID to global markets',
PR2953, released 3rd
October 2012, http://www.malvern.com/malvern/pr.nsf/id/pr2593
C. `Malvern's Morphologi G3 helps Mo-Sci Corporation produce precision
glass', PR1910,
released 30th November 2009, http://www.malvern.com/malvern/pr.nsf/id/pr1910
D. `Morphologi G3 "adds new dimension" to Solvay Pharmaceuticals
R&D', PR1924, released
9th February 2010, http://www.malvern.com/malvern/pr.nsf/id/pr1924
E. `PTL adds Malvern's Morphologi G3 to its testing technologies',
PR1960, release date 4th
May 2010, http://www.malvern.com/malvern/pr.nsf/id/pr1960
F. `Morphologi G3 supports the expansion of Particle Technology Labs',
PRPTL, release date
26th February 2010, http://www.malvern.com/malvern/pr.nsf/id/prptl
G. `The Queen's Awards for Enterprise Magazine', Winners 2011,
International Trade
http://www.queensawardsmagazine.com/winners2011
All web-sites successfully accessed on 22nd October 2013.