Machine-learning in the Performance Analysis and Operational Optimization of Domestic Buildings PhD

Entry requirements
2:1+
Full-time
3 years
Start date
1 April 2019
Application deadline
6 January 2019
Reference number
ABCE18/R75/3
UK / EU fee
Not applicable
International fee
Not applicable
Location
Loughborough

Overview

Loughborough University is a top-ten rated university in England for research intensity (REF2014). In choosing Loughborough for your research, you’ll work alongside academics who are leaders in their field. You will benefit from comprehensive support and guidance from our Doctoral College, including tailored careers advice, to help you succeed in your research and future career.

Find out more

In the 2014 Research Excellence Framework, the School of Architecture, Building and Civil Engineering was ranked first for research environment in Architecture, Built Environment and Planning, with 95% of research rated ‘world-leading’ or ‘internationally excellent’ for its influence on society, the economy and policy. The School boasts world class facilities, with £1.4m recently invested in its 3,000m2 laboratory and one of the fastest High-Performance Computer clusters in the UK.

A key part of the School’s ethos is the extensive links with industry. Many research projects are sponsored and applied by organisations in the civil engineering, construction and transport sectors, and Loughborough graduates are highly sought after by industry and commerce world-wide.

Project detail

Applications are invited for PhD research into the development and application of machine-learning methods to the condition monitoring and operational optimization of domestic buildings. The research will be based on the automatic calibration of grey-box models to data obtained from smart-meter and smart-control systems. The models will also be used to monitor the condition of the building and its energy systems, and to identify future operating scenarios that improve energy performance and occupant comfort.

This project is one of four studentships focused on the design and operation of buildings on an individual and community scale. All four projects make use of building performance modelling and numerical search methods, with the students in the cohort collaborating to accelerate their individual understanding and to explore research questions that lie across the boundaries of their individual topics.

More information about the School can be found here

Funding

The three-year studentship provides a tax-free stipend of £14,777 a year (2018/19 rates – stipend will rise in line with the level set by the Research Councils) for the duration of the studentship plus tuition fees at the UK/EU rate.

International students may apply for these positions; funding will cover tuition fees at the international rate in full, but the student will be responsible for their own living costs (estimated at £14,500 per year).

Supervisors

Primary supervisor: Prof. Jonathan Wright

Secondary supervisor: Dr Richard Buswell

Contact details

For information about this position, please contact:

Name: Prof. Jonathan Wright

Email address: J.A.Wright@lboro.ac.uk

Telephone number: (01509) 222 621

 

Why you should choose us

Entry requirements

Our entry requirements are listed using standard UK undergraduate degree classifications i.e. first-class honours, upper second-class honours and lower second-class honours. To learn the equivalent for your country, please choose it from the dropdown below.

Entry requirements for United Kingdom

Applicants should have, or expect to achieve, at least a 2:1 honours degree (or equivalent) in a relevant discipline. Applicants having a background in subjects relating to building energy use, mechanical or control engineering, and computing science are particularly welcomed. A relevant master’s degree and/or employment experience will be an advantage.

Afghanistan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Afghanistan 95% 85% 70%

Albania

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Albania 9.5 8.5 8

Armenia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Armenia - percentage 90% 80% 70%
Armenia - GPA 3.9 3.5 3.0

Austria

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Austria A (or 1.5) mit Auszeichnungbestanden 60% or B or 3.0 (or 2) 50% or C or 2.7 (or 3)

Barbados

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Barbados - classification 1st 2:1 2:2
Barbados - letter grading A B (or 75%) C (or 55%)
Barbados - GPA 3.6 3.0 2.0

Benin

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Benin 18 15 or Bien 12 or Assez Bien

Bolivia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Bolivia 85/78 75/66 67/55

Bosnia and Herzegovina

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Bosnia and Herzegovina 10 9 8

Botswana

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Botswana - master's degree A or 80% B or 70% C or 60%

Costa Rica

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Costa Rica 9 8 or 80 or Notable 7.0 or 70 or Sufficiente

Dominican Republic

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Dominican Republic 3.8 Magna Cum Laude 3.5 or 85% Cum Laude 3.2 or 82%

El Salvador

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
El Salvador 8.5 or 85% 7.5 or 75% or Muy Bueno 6.5 or 65% or Bueno

Estonia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Estonia 5 or A 4 or B 3 or C

Ethiopia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Ethiopia - master's A/GPA 4.0 A/GPA 3.5 B/GPA 2.8

Georgia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Georgia 5 (95%) 4.5 (85%) 4 (75%)

Grenada

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Degree from University of West Indies - classification 1st 2:1 2:2
Degree from University of West Indies - letter grading A B or 75% C or 55%
Degree from University of West Indies - GPA 3.6 3.0 2.0

Guatemala

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Guatemala - Universidad de San Carlos de Guatemala - 80% 60%
Guatemala - private university - 85% 70%

Guyana

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Guyana - master's - Pass with distinction or GPA 4.0 -

Hungary

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Hungary 5 4 3

Iceland

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Iceland 8.5 7.5 6.5

Ivory Coast

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Ivory Coast 16 14 (Bien) 12 (Assez Bien)

Jamaica

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Jamaica - the University of West Indies or degrees accredited by UCJ and CCCJ 1st (GPA 3.6) 2:1 (GPA 3.0) or B 2:2 (GPA 2.0) or C

Latvia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Latvia 9 7 6

Liberia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Liberia - master's 4.0 or 90% 3.5 or 85% 3 or 80%

Mauritius

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Mauritius 1st or 70% 2:1 or 60% 2:2 or 50%

Nepal

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Nepal - master's (after 3 year bachelor degree) 90% or 3.9 GPA 80% or 3.8 GPA 70% or 3.3 GPA

Nicaragua

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Nicaragua - 80% 70%

Panama

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Panama 91 (A) 81 (B) 71 (C)

Papua New Guinea

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Papua New Guinea 1st 2:1 2:2

Paraguay

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Paraguay - 4 3.5

Senegal

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Senegal - 14/20 or bien 12/20 or Assez Bien

Serbia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Serbia 9 8.25 7.5

Sierra Leone

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Sierra Leone - classification - 2:1 2:2
Sierra Leone - percentage grading - 60-69% 50-59%
Sierra Leone - letter grading - B+ B

Slovakia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Slovakia 1.5 or B 2.0 or C 2.5 or C/high D

Sweden

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Sweden - Overall grade of VG with a minimum of 90 credits at VG Overall grade of G with a minimum of 90 credits at G

Tajikistan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Tajikistan - 4.5 4

Trinidad and Tobago

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Trinidad and Tobago - University of the West Indies or degrees accredited by ACTT 1st 2:1 2:2

Uruguay

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Uruguay 10/12 8/12 or MB or 90% 6.5/12 or B or 80%

Zambia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Zambia - master's - B+ or 3.5 or 70% -

Zimbabwe

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Zimbabwe - 65% 60%

English language requirements

Applicants must meet the minimum English Language requirements. Further details are available on the International website.

How to apply

All applications should be made online. Under programme name, please select Civil and Building Engineering (Built Environment). Please quote reference ABCE18/R75/3. The deadline for applications is 6 January 2019.

Apply now