The commercial impact of scheduling and optimisation on university space planning and utilisation
Submitting Institution
Queen's University BelfastUnit of Assessment
Computer Science and InformaticsSummary Impact Type
TechnologicalResearch Subject Area(s)
Mathematical Sciences: Applied Mathematics
Information and Computing Sciences: Computation Theory and Mathematics, Information Systems
Summary of the impact
A QUB spin-out company, EventMAP, led by Queen's University Belfast
researchers, has commercialised joint research in resource planning and
optimisation by QUB and University of Nottingham to build a global
capability in resource planning and management. The specific impact of the
QUB team's activities in research and commercialisation include:
(i) Saving real estate construction costs through simulation and
optimisation at the planning stage. In one recently completed commercial
project for Victoria University, Australia (2009-2011), the use of
EventMAP's tools and involvement enabled the University to avoid new
construction costs estimated by Victoria University at £70m.
(ii) In another international construction project in Abu Dhabi, UAE, the
property developer estimates that EventMAP's involvement saved an
estimated £4.6M in reduced real estate construction costs.
(iii) Similarly, EventMAP enabled Imperial College London to achieve
savings of around £600k in its South East Quadrant redevelopment project
within the impact period.
(iv) EventMAP has solved major planning and timetabling problems for
around 15 leading UK and international educational institutions. Among
them are three of the Russell Group's top five universities, and
Paris-Sorbonne University.
(v) Since 2008 the company's headcount has grown from 2 part time
employees to 8 full time and 5 part time employees, and turnover has
doubled each successive year.
Underpinning research
For over a decade, researchers in Computer Science at Queen's University
Belfast have been a key part of a collaborative research programme in
optimisation and scheduling, with researchers at the University of
Nottingham. The lead QUB researchers, Dr Barry McCollum and Dr Paul
McMullan, have both been in academic posts at QUB for over 10 years. Dr
McCollum was previously employed in timetabling and scheduling at
University of Nottingham in 1995-97, and this was the starting point for
the ensuing long-standing collaboration.
As part of the collaborative research programme, the specific research
contributions of the QUB team include the following two examples:
(i) The development of novel meta-heuristics which are sufficiently
generic to achieve performance across a range of different datasets and
application areas [1]. Recent research has led to the development of
adaptable heuristics, which make the finding and adapting of optimal
parameter settings more automatic, and makes the software more generic.
Such `Hyperheuristic Approaches' have been shown to be extremely versatile
and robust [2]. Algorithms developed by the QUB team, specifically a
hybridisation of the extended Great Deluge Improvement metaheuristic with
an adaptive construction heuristic, are part of the commercial software.
The techniques have been applied by the QUB researchers, under consultancy
arrangements, to a number of diverse commercial application areas,
including building resource planning, aircraft fuel management,
advertisement scheduling, manufacturing scheduling, staff rostering,
parallel processing and campanology.
(ii) The modelling of resource management problems
Detailed modelling of
a commercial project and its constraints is essential to commercial
success. The QUB team's research, published in leading journals, has
presented novel problem modelling techniques and evaluated them using
international benchmark standards and real world implementations [3, 6].
They have shown that there is a clear relationship between how the problem
is modelled and the structure of the application algorithm.
The team at QUB led the development of new industrially relevant
benchmark standards during their leadership of the 2nd International
Timetabling Competition (http://www.cs.qub.ac.uk/
itc2007). The team has also led a number of key international
initiatives. Dr McCollum is permanent co-Chair of the PATAT series of
conferences, and organised the very successful conference in Belfast in
2010. Dr McMullan gave an invited plenary talk at the PATAT 2012
conference in Norway. Dr McCollum is permanent co-Chair of the MISTA
series of conferences (http://www.mistaconference.org/2011/).
This is recognition of the team's standing and setting of the research
agenda in the field of algorithmic development and real world problem
modelling.
References to the research
[1] Bai R, Burke EK, Kendall G, Li J and McCollum B, "A Hybrid
Evolutionary Approach to the Nurse Rostering Problem", IEEE Transactions
on Evolutionary Computation 14(4): 580-590, 2010. This paper illustrates
the use of the team's novel Hybrid evolutionary approach. Journal ISI
impact factor: 4.371. 20 Google Scholar citations.
[2] Qu R, Burke EK and McCollum B, "Adaptive Automated Construction of
Hybrid Heuristics for Exam Timetabling and Graph Colouring Problems",
European Journal of Operational Research, 198(2): 392-404, 2009.
This paper moved the area of hybrid heuristics forward by adding the novel
capability of adaptable hybrid heuristics. 48 Google Scholar
citations.
[3] McCollum B, Schaerf A, Paechter B, McMullan P, Lewis R, Parkes A, Di
Gaspero L, Qu R, Burke EK, "Setting The Research Agenda in Automated
Timetabling: The Second International Timetabling Competition", INFORMS
Journal on Computing, Vol 22, No 1, 2010, pp 120-130. This paper
establishes new models of complex real world problems, and underpinned the
2007 International Timetabling Competition which attracted major
international interest. The paper is ranked among the top 1% cited papers
in Computer Science (ISI's Essential Science Indicators). 111 Google
Scholar citations.
[4] Qu R, Burke EK, McCollum B, Merlot LGT & Lee SY, "A Survey of
Search Methodologies and Automated System Development for Examination
Timetabling", Journal of Scheduling, Volume 12(1), pp 55-89, 2009.
This presents a major review of heuristic search based approaches, and
includes novel research contributions by the team. 139 Google Scholar
citations.
[5] Beyrouthy C, Burke EK, Landa-Silva D, McCollum B, McMullan P, Parkes
AJ, "Towards improving the utilisation of university teaching space",
Journal of the Operational Research Society (JORS), Vol 60, pp 130-143.
2009.
This work presents an in-depth investigation into the factors that
contribute to low utilisation of teaching space in universities, and
provides evidence that timetabling and location requirements are key
contributors to low space utilization in practice. This research was
funded by EPSRC and Real Time Solutions Ltd. 17 Google Scholar citations.
[6] McCollum B, McMullan P, Parkes AJ, Burke EK, Qu R, "A new model for
automated examination timetabling", Annals of Operational Research, Vol
194, pp 291-315. 2012. This work produced a formal model of examination
timetabling that incorporates many features found in real-world problems.
15 Google Scholar citations.
Grants: As well as participating as part of the research team in the
EPSRC-funded research at Nottingham (GR/T26115/01, 2005-2009; and
EP/D061571/1, 2006-2011), the commercialisation of the research was
supported by two grants under InvestNI's Growth Acceleration Programme:
for £41K (January 2012) and for 27K (April 2013)
Details of the impact
The QUB team's lead researchers McCollum and McMullan have led the
commercialisation process to exploit the fundamental collaborative
research. In 2003, they established EventMAP (www.eventmapsolutions.com)
— a spinout company based in Belfast whose backers included QUBIS Ltd
(Queen's University's holding company) and the University of Nottingham.
Initially EventMAP sold a timetabling product based on the collaborative
research undertaken by QUB and the University of Nottingham. The company
then developed a more adventurous approach to impact based on involvement
in construction projects at the planning stage. This required
EventMAP to develop its next generation of products based on the latest
joint research between QUB and Nottingham. This new strategy has enabled
EventMAP to have much greater impact on commercial construction projects
in the education sector, by reducing the amount of new real estate which
needs to be constructed. This is made possible by simulation and
optimisation of real estate at the planning stage, using EventMAP's
sophisticated modelling and timetabling tools.
Details of the five areas highlighted in the `Summary of the impact'
section above are now given.
(i) In 2009, the University of Victoria, Australia, was beginning a major
planning project to meet the expansion needs for the next decade. The
Manager, Space Management at Victoria University at the time (now at
Deakin University) expressed their problem as follows:
"Victoria University is a large multi sector (Higher Education and
Vocational Education) University based in the west of Melbourne. The
University has 11 campuses with a total gross floor area of over 300,000
m2. The University was faced with significant
challenges in planning for new space and in optimising the use of
existing facilities. Traditional planning and management approaches to
facilities had resulted in an oversupply of poor quality, inappropriate
rooms that were poorly utilised. The University was actively pursuing
significant student growth, but lacked the financial resources of other
Universities to aggressively expand facilities."
EventMAP Ltd were engaged by Victoria University to undertake an analysis
of existing teaching space use, both through an analysis of timetable data
and from data collected from physical audits of space. EventMAP staff were
on site for two weeks over the course of the project. Using their software
tools, EventMAP delivered a customised, portal-based interactive report
with power to run simulations. The Manager has recorded the impact of
EventMAP's involvement:
"These reports provided the starting point for measuring capacity to
accommodate growth. Modelling on timetable scenarios gave the University
confidence that significant growth could be achieved within existing
physical resources through to the end of the current decade without the
recourse to construct new teaching spaces. This analysis provided by
EventMAP enabled the University to avoid new construction costs,
estimated at $120m [~£70m] over the forecast period."
(ii) In a similar international project starting in 2010, the Higher
Colleges of Technology (HCT), United Arab Emirates, received approximately
£100M funding from the Abu Dhabi government to construct a new campus for
its Abu Dhabi Men's College. This figure was based on a business case
submitted by the HCT and the challenge was to ensure that the total
construction area fell within it. The commercial property development arm
of the Abu Dhabi Government, Mubadala Development Corporation, used the
EventMAP software in partnership with EventMAP as a planning tool to
determine the full schedule of accommodation for the campus development.
Applying the software to determine key space drivers, the project was
able to reduce the total required floor area by 25,000 m2,
ensuring that the parameters of the business case could be met. Validation
through the construction of a valid timetable proved to both the Abu Dhabi
Government and to HCT that the reduced total floor area was adequate and
appropriate for their requirements. The commercial developers, Mubadala
Infrastructure, have estimated that the usage of the Optime software and
associated engagement with EventMAP helped reduce the resource
requirement, leading to savings of £4.6m. (Because of regional commercial
sensitivities, it has not been possible to obtain written confirmation of
this financial aspect of the impact, though the second source below can
corroborate the details.)
(iii) At Imperial College London, a similar use of EventMAP's tools and
expertise led to further impact through involvement in ICL's South East
Quadrant project. Imperial College sits on some of the most expensive real
estate within the UK. Prior to the engagement with EventMAP, projected
short-term capital build costs were estimated at more than £20m. As the
need to maximise space utilisation was therefore paramount, Imperial
College engaged with EventMAP. Work took place between April 2008 and
September 2012. Using EventMAP's Optime and AutoMAP tools, the QUB team,
through EventMAP, conducted a thorough space assessment. Recommendations
informed the College's capital build strategic planning. This included the
internal remodelling of space within the South East Quadrant. One outcome,
as expressed by Imperial, was:
"EventMAP's expertise and software tools for planning and scheduling
enabled Imperial College to generate capital savings estimated at £600K."
EventMAP also delivered a distributed Enterprise Resource Planning (ERP)
system for Imperial College, which maximised the use of institutional
space while improving the education environment for students and staff.
The Timetabling Project Manager at the time has said that the system:
"has allowed Imperial College to deliver much improved flexible
timetables while maximising the use of space... the time taken
to construct departmental timetables was halved. The overall
implementation process has represented significant cost savings. "
(iv) As EventMAP's reputation has built up, the company has won a number
of significant contracts during the assessment period in resource
management and timetabling with around 15 leading UK and international
educational institutions. These include three from the Russell Group's top
five universities. EventMAP has also extended its reach overseas. Since
2008 it has won contracts with leading overseas universities; in addition
to the above examples in Australia and Abu Dhabi, these include Deakin
University, Melbourne, the University of Sydney, Helsinki University and
Paris-Sorbonne University. After the success of the major international
projects above, EventMAP received financial assistance from Invest
Northern Ireland (£41k in January 2012 and £21K in April 2013) to
accelerate the company's entry into key export markets.
(v) At the start of the assessment period (2008), the company had just
two part time employees. Since then, it has grown to 8 FT and 5 PT
employees and doubled turnover in each successive year to £410k. In this
period it has developed and launched four separate products covering
resource modelling and exam and event scheduling, all underpinned by its
powerful Optime scheduling engine which incorporates algorithms developed
by the QUB team as part of the underpinning research. Specifically, these
include a hybridisation of the extended Great Deluge Improvement
metaheuristic with an adaptive construction heuristic. The algorithms were
also implemented within EventMAP's bespoke AutoMAP management methodology
which accurately models sustainable change within an institution.
EventMAP's tools uniquely link intuitive problem modelling of resource
requirements and constraints with a range of underlying techniques capable
of producing practical and holistic solutions. Competitors, by contrast,
are unable to translate the resource needs into a usable model which is
intuitive and interactive. In addition, because competitor solutions use
'greedy' optimisation algorithms that work sequentially through a problem,
resultant solutions are often incomplete and therefore unworkable. This
has given EventMAP an important competitive advantage, and has helped in
delivering commercial impact.
Sources to corroborate the impact
To corroborate the impact of EventMAP on the Victoria University project,
the contact is now at:
Manager, Space Management Systems
Facilities Services Division, Deakin University
For corroboration of the impact of EventMAP on the Abu Dhabi Men's
College project:
Senior Business Development Manager
Mubadala Infrastructure
To corroborate the impact of EventMAP on the Imperial College South East
Quadrant project
Space Management and Timetabling Project Manager
Imperial College London