Bayesian machine learning for autonomous-driving systems PhD

Entry requirements
2:1+
Full-time
3 years
Start date
01 January 2019
Application deadline
18 November 2018
Reference number
AAE-CP-1819
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) and an outstanding 66% of the work of Loughborough’s academic staff who were eligible to be submitted to the REF was judged as ‘world-leading’ or ‘internationally excellent’, compared to a national average figure of 43%.

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. 

The Loughborough University Centre for Autonomous Systems (LUCAS) has a wide range of expertise in unmanned /autonomous vehicles, focussing on the development and implementation of advanced control, planning, sensing and perception, and decision-making. The research group has an excellent track record in the area of autonomous systems and received a number of grants in recent years.  Loughborough University transport-related research portfolio is extensive, and amongst our accolades are seven prestigious Queen’s Anniversary Prizes, in recognition of our world-class research excellence. Our long-standing industrial partnerships allow us to work closely with some of industry’s key organisations including Rolls Royce, Jaguar Land Rover, Ford and Nissan. Intelligent mobility and autonomous driving are more than simply an enabling technology. It represents a revolution in modern transportation, spanning in-vehicle, vehicle-to-vehicle and vehicle-to-infrastructure intelligence: across all modes of transport. At Loughborough, we are reimagining the shape of the next-generation of connected and autonomous vehicles.

Find out more.

Project detail

An autonomous vehicle comprises essentially the following modules: sensory data representation, sensor-fusion & perception (AI/ML based techniques), localisation, control & decision-making, and communication (V2X). Autonomous driving is a very exciting research area, multidisciplinary and will shape the future of mobility and the next generation of vehicles. So, there are numerous technological and research challenges to be resolved in autonomous driving era.

The aim of this PhD project is to develop a multi-sensory perception system to support autonomous driving and advanced driving systems. The main approaches will be based on Bayesian deep learning, 3D data-environment representation, probabilistic sensor-fusion and inference. This PhD project finds applications in many areas, such as: sensor fusion (camera, radar and 3D-LIDAR); object detection and classification using Deep Learning (eg: pedestrian, cyclists, cars); road detection; object/obstacle tracking; probabilistic/statistical machine learning; spatio-temporal inference.

Funding

This 3-year studentship provides a tax-free stipend of £14,777 per annum plus tuition fees at the UK/EU rate. International (non-EU) students are welcome to apply, however the studentship will only cover the international tuition fee and no stipend will be available. You would therefore need to provide your own living costs.

Supervisors

Primary supervisor: Dr Cristiano Premebida

Secondary supervisor: Dr Cunjia Liu

Find out more

For further project details please contact Dr Cristiano Premebida.

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 international qualification) in automotive engineering, aeronautical engineering, electrical and computer engineering, computer science or a related subject.

A relevant master's degree and/or experience in one or more of the following will be an advantage: machine learning, artificial intelligence, mobile robotics, sensor fusion, programming skills (such as Matlab, Python, ROS).

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

Algeria

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Algeria 17/20 15/20 12.5/20

Argentina

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Argentina 8.5 7.5 6.0

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

Australia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Australia - honours degree (AQF level 8) First class Upper second, H2A Lower second, 2B
Australia - ordinary degree (AQF level 7) High Distinction 85% Distinction 80% Distinction 75%

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)

Azerbaijan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Azerbaijan 4.5 or 90% 4 or 80% 3.5 or 70%

Bahrain

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Bahrain - GPA 4.0 scale 3.5 3.0 2.8

Bangladesh

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Bangladesh – BUET or 'Good Private' University - 4 year degree 1st (70%) 2nd (60%) 2nd (55%)
Other universities 1st (80%) 1st (70%) 2nd - (60%)

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

Belarus

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Belarus 9 8 6.5

Belgium

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Belgium 80% (Magna Cum Laude)/17 70% (Cum Laude)/14 60%/12

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%

Brazil

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Brazil 8.5/A 7.5/B 6.0/C

Brunei

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Brunei First Upper Second (60%/B/3.1) Lower Second (50%/C/2.7)

Bulgaria

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Bulgaria 6 5 4

Cameroon

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Cameroon 1st or 15/20 or GPA 3.7 2:1 or 14/20 or Bien (GPA 3.4) 2:2 or 12.5/20 or Assez Bien (GPA 3.1)

Canada

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Canada - GPA 4.0/percentage scale 3.5/85% 3.0/75% 2.8/68%
Canada - out of 9 8 7 5
Canada - out of 12 10 8 6

Chile

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Chile 6.0 5.0 4.5

China

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
ShanghaiRanking 1-250 85% 80% 77%
ShanghaiRanking 251 - 500 89% 83% 80%
ShanghaiRanking 501+ 92% 86% 82%

Further information

Colombia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Colombia 4.5 3.5 3.0

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

Croatia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Croatia 4.5 3.8 3.0

Cuba

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

Cyprus

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Cyprus 8.5 7.0 6.5

Czech Republic

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Czech Republic 1.2 2.2 2.7

Denmark

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Denmark 12 10 7

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%

Ecuador

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Ecuador 8.5 (85%) 7.5 (75%) 6 (60%)

Egypt

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Egypt 3.7 3.2 2.7

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

Finland

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Finland - out of 3 3 2 1
Finland - out of 5 4.5 3 2.5

France

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
France 14 12 11

Georgia

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

Germany

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Germany 1.5 2.5 3.0

Ghana

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Ghana First Upper second/60% Lower second/50%

Greece

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Greece 8.5 7.0 6.5

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 -

Hong Kong

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Hong Kong GPA 4.0 scale 3.5 3.0 2.8

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

India

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Institutions listed on the Indian Ranking of Higher Educational Institutions Framework 65% (First) 60% (First) 55% (Upper second)
All other Indian institutions 70% (First with distinction) 65% (First) 60% (First)

Indonesia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Indonesia 3.7 (4.0) 3.3 (3.7) 3 (3.3)

Iran

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Iran 18 16 14

Iraq

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Iraq 85% 80% 75%

Ireland

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Republic of Ireland First (70%) Upper second (60%) Lower second (50%)

Israel

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Israel 90% 80% 75%

Italy

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Italy 109/110 104/110 (or 27) 100/110 (or 26)

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

Japan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Japan 85% 80% or B or 3.0 70% or C or 2.0

Jordan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Jordan - GPA 4.0 scale 3.5 3 or 3.5/5 or 75% 2.8 or 65%

Kazakhstan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Kazakhstan - GPA 5.0/percentage scale 4.5 or 90% 4 or 85% 3.5 or 80%
Kazakhstan - GPA 4.33 scale 3.9 3.7 3.2
Kazakhstan - GPA 4.0 scale 3.7 3.4 3

Kenya

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Kenya First / 70% / A Upper second / 60% / B Lower second / 50% / C

Kosovo

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

Kuwait

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Kuwait GPA 4.0 scale 3.6 3.0 2.8

Latvia

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

Lebanon

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Lebanon - American 90% (3.5) 80% (3.2) 70% (2.8)
Lebanon - French 18 15 12

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%

Libya

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
BSc Engineering, Architecture, Medicine 85 (4.0) 80 (3.0) 75 (2.5)
Other bachelor's degree from a university 90 (4.0) 85% (3.6) 80% (3.0)
Master's degree Master's Master's Master's

Lithuania

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Lithuania 9 8 7

Macau

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Macau 1st or GPA 3.7 2:1 or GPA 3.0 2:2 or GPA 2.5

Macedonia

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

Malawi

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
MSc Degree 75% 70% 65%
BSc Degree - 80% 80%

Malaysia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Malaysia - classification First Class 2.1 2.2
Malaysia - GPA 4.0 scale 3.5 3.0 2.8

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%

Mexico

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Mexico 9 8 7

Morocco

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Morocco 17 15 13

Namibia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Namibia 80% or A 70% or B 60% or C

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

Netherlands

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Netherlands 8 7 6

New Zealand

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
New Zealand First (A/A+) Upper second (B+/A-) Lower second (B-/B)

Nicaragua

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

Nigeria

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Nigeria 7 point Scale 6 5 4
Nigeria 5 point scale 4.5 3.8 3.5
Nigeria 4 point scale 3.5 3 2.5

Norway

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Norway A (1.5) B (2.5) C (3.2)

Oman

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Oman GPA 4.0 scale 3.5 3.0 2.8

Pakistan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Pakistan Public Universities (Tech or Eng) 4 Year degree only First with distinction (75%) / 4.0 First (65%) / 3.2 Second (59%) / 2.6
Pakistan Private Universities (Tech or Eng) 4 Year degree only First with Distinction (85%) First (75%) First (65%)
Pakistan master's (2 or 3 year bachelor's plus master's) First Second (55%) Second

Palestine

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Palestine A / 90% / 3.7 B+ / 85% / 3.3 B / 80% / 3.0

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

Peru

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Peru 16 14 12

Philippines

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Philippines - degree from prestigious state universities or Centres of Excellence (COE) Summa Cum Laude 4.0 / 96% / 1.0 Magna cum Laude 3.5 / 92% / 1.5 Cum Laude 3.0 / 87%/ 2.0

Poland

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Poland 5 (Very good) 4 (Good) 3.5

Portugal

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Portugal 18 16 14

Qatar

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Qatar GPA 4.0 scale 3.5 3.0 2.8

Romania

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

Russia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Russia 4.5 4.0 3.5

Rwanda

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Rwanda - 2:1 or 16/20 or 70% 2:2 or 14/20 or 60%

Saudi Arabia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Saudi Arabia GPA 4.0 scale 3.5 3.0 2.8
Saudi Arabia GPA 5.0 scale 4.5 3.75 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

Singapore

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Singapore - classification First Upper second Lower second
Singapore - GPA 4.0 scale 3.7 3.0 2.7
Singapore - GPA 5.0 scale 4.5 3.5 3.0

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

Slovenia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Slovenia 9.5 8.5 7

South Africa

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
South Africa - classification 1st 2:1 2:2
South Africa - percentage scale 75-100% 70-74% 60-69%

South Korea

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
South Korea 4.0 / A 3.0 / B 2.5 / C+

Spain

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Spain 9.0 7.5 6.5
Spain - UCM grading 3.0 2.0 1.5

Sri Lanka

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Sri Lanka 70% 60% 55%

Sudan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Sudan (North and South) 1st or 70% or B+ 2:1 or 66% Mid 2:2 or 60% or B

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

Switzerland

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Switzerland 6 5 4

Syria

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Syria - state universities 85% 75% 65%
Syria - private universities 95% 85% 75%

Taiwan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Taiwan - prestigious national universities 80% 75% 73%
Taiwan - excellent universities 83% 78% 75%
Taiwan - good universities 88% 83% 80%

Tajikistan

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

Tanzania

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

Thailand

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Thailand GPA 4.0 scale 3.5 3.0 2.8

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

Tunisia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Tunisia 15 (tres bien) 13 (bien) 11 (assez bien)

Turkey

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Turkey 3.5 2.8 2.2

Turkmenistan

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

Uganda

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

Ukraine

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Ukraine 5 4.5 4

United Arab Emirates

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
United Arab Emirates GPA 4.0 scale 3.5 3.0 2.8

United States of America

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
United States of America GPA 4.0 scale 3.5 3.2 2.8

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%

Uzbekistan

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Uzbekistan 90% / 85% 80% / 75% 75% / 65%

Venezuela

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Venezuela - out of 20 - 16 14
Venezuela - out of 9 - 7 6.5

Vietnam

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Vietnam 8.0 7.0 6.0

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, select ‘Aeronautical and Automotive Engineering’. Please quote reference number: AAE-CP-1819 The deadline for applications is 18 November 2018. Interviews will be held on 20 November 2018.

Apply now