Motion Resistance Imaging Photoplethysmography PhD

Entry requirements
2:1 +
Full-time
3 years
Part-time
6 years
Start date
01 October 2019
Application deadline
31 July 2019
Reference number
SHUF2018
UK / EU fee
£4,327
International fee
£21,100
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 , including tailored careers advice, to help you succeed in your research and future career. 

Project detail

Imaging Photoplethysmography (iPPG) is an emerging optical imaging technology to non-invasively detect changes of microvascular blood volume in tissues with selective region of interest. Loughborough University iPPG is one of the pioneering outcomes derived from fundamental research of opto-physiological interaction (NASA/TM-2011-216145) employing a Lambert-Beer law and motion artefact photoplethysmography (PPG). However, the present state of introduction of iPPG into imaging monitoring and diagnosis systems is still far away from meeting criteria of clinical setups for routine monitoring and assessment, and individual health monitoring due to uncontrollable motion artefacts. The goal of the PhD project is to explore an auto-correlation model of 3D moving objective(s) to establish a calibration-free iPPG for real-time vital-sign monitoring and blood perfusion mapping.

This PhD project will integrate dynamic opto-physiological modelling into an enabling optoelectronic multi-image sensing architecture design of a user prototype leading to a motion-free imaging technology as follows:

  • Optimal opto-illumination of moving objective(s) with a well understanding of mechanical principles of blood-flow microcirculation
  • A mathematical model to interpret a coordination of multiple cameras to auto-tract moving objective(s)
  • A deep learning (DL) architecture to enable image processing with a higher self-calibration and for accurate measurement
  • A diverse and coherent engineering solution to provide motion resistance and real-time functionalities of calibration-free iPPG with a better performance of physiological measurements
  • Physiological testing to be undertaken not only to validate a 3D auto-track model for iPPG applications but also to gain a further real-time insight into physiological variations

Supervisors

Primary supervisor: Dr Sijung Hu

Secondary supervisor: Prof Vadim Silberschmidt

Find out more

For further project details email Dr Sijung Hu or register your interest and ask us a question.

To find out more about the School of Mechanical, Electrical and Manufacturing Engineering, please visit our website.

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 Physical sciences (Applied Physics) or Engineering (Electronic Engineering, Computer Programming)
  • a relevant Master's degree and / or experience in one or more of the following will be an advantage: Embedded Software, Electronics, Signal processing, opto-physiological monitoring.

Afghanistan

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

Albania

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Diplomë e Nivelit të Pare (First Level (University) Diploma (from 2010) 9.5 8.5 8

Armenia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Bakalavri Kochum 90% 80% 70%
Magistrosi Kochum 3.9 3.5 3.0

Austria

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Degree/ Diplomstudium / Magister degree 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%)
Maitrise 18 15 or Bien 12 or Assez Bien

Bolivia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
A Licenciado, 4 years Private (public/private) 85/78 75/66 67/55

Bosnia and Herzegovina

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Diploma Visokog Obrazovanja / Diplomirani 10 9 8

Botswana

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

China

Students are required to have a bachelor degree (4 years) for entry to a postgraduate programme. The University uses the Shanghai Academic Ranking of World Universities to identify the required final mark, as outlined on the table below:

First class (70%) Mid 2:1 (65%) 2:1 (60%) Mid 2:2 (55%) 2:2 (50%)
Shanghai Rank Top 250 85% 81% 80% 78% 77%
Shanghai Rank 251-500 89% 84% 83% 81% 80%
Shanghai Rank 501+ 92% 87% 86% 85% 82%

Affiliated colleges

The University will consider students from Affiliated Colleges in the following way:

Applicants from colleges affiliated to universities in the top 250 Shanghai rankings will considered if they have achieved or are likely to achieve final marks of 80%-84%.

Applicants from colleges affiliated to universities which are 251-500 in the Shanghai rankings will considered if they have achieved or are likely to achieve final marks of 82%-87%.

Applicants from colleges affiliated to universities which are above 500 in the Shanghai rankings will considered as follows:

  • School of Business and Economics: not considered
  • All other programmes if they have achieved or are likely to achieve final marks of 82%-87%.

Universities given special consideration

Applicants from a small number of Chinese universities that specialise in business, management, finance or creative arts will be given special consideration by the University. The full list of these universities and the Shanghai band under which they will be considered can be found in the PDF below.

Download the list of Chinese universities given special consideration here

Students who do not meet the above requirements may occasionally be considered if they have a relevant degree, can show good grades in relevant subjects, and/or have substantial relevant work experience.

Costa Rica

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Licenciado 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%)
4 year Licenciado 3.8 Magna Cum Laude 3.5 Cum Laude 3.2
Título de [subject area] - 85% 82%

El Salvador

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
5 year Licenciado 8.5 7.5 6.5
Título de Ingeniero 85% 75% 65%
Arquitecto - Muy Bueno Bueno

Estonia

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

Ethiopia

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
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%)
4-year degree (% = new system) 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 - grade / percentage A B / 75% C / 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%)
Universidad de San Carlos de Guatemala - 80% 60%
Private university - 85% 70%

Guyana

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

Hungary

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Alapfokozt or Egyetemi Oklevel / Bachelor 5 4 3

Iceland

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Baccalaurreatus degree or Kandidatsprof/Candidatus Mag 8.5 7.5 6.5

Ivory Coast

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
Diplome d'Etude Approfondies, Diplome d'Etude Superieures or Diplome d'Etude Superieures 16 14 (Bien) 12 (Assez Bien)

Jamaica

First-class honours (70%) Upper second-class honours (60%) Lower second-class honours (50%)
For degrees studied at 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.

Fees and funding

UK / EU fee

Full-time degree per annum
£4,327

International fee

Full-time degree per annum
£21,100

Starting your studies in the 2018/19 academic year?

If your start date is October 2018, January 2019, or April 2019 your tuition fees for this academic year will be at the 2018/19 rates.

Tuition fees cover the cost of your teaching, assessment and operating University facilities such as the library, IT equipment and other support services. University fees and charges can be paid in advance and there are several methods of payment, including online payments and payment by instalment.

This is an open call for candidates who are sponsored or who have their own funding. If you do not have funding, you may still apply, however Institutional funding is not guaranteed. Outstanding candidates (UK/EU/International) without funding will be considered for funding opportunities which may become available in the School.

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How to apply

All applications should be made online. Under programme name select Mechanical and Manufacturing Engineering. Please quote reference number: SHUF2018

Apply now