Acoustic Identication of Marine Cetaceans using Deep Learning Techniques
Lead Research Organisation:
Newcastle University
Department Name: Sch of Computer Science
Abstract
Abstracts are not currently available in GtR for all funded research. This is normally because the abstract was not required at the time of proposal submission, but may be because it included sensitive information such as personal details.
Planned Impact
The CDT will have impact in a range of areas:
Industrial and Public Sector Impact
The Centre's main impact will be made through its graduates: it will develop highly skilled researchers with the theoretical and practical skills to transform existing organisations, and create successful new companies.
We have already obtained commitment from 30 partner organisations both large and small, regional, national and international, who wish to work closely with the CDT (as evidenced by the letters of support). Impact on them will come through students working on projects specified by partners, students being placed with partners during their PhD, and ultimately through students moving into positions of influence in organisations when they graduate.
The norm for all software developed in the CDT will be to release it as open source so that it can be exploited by industry. In our experience this can attract companies and be a catalyst for productive collaboration - code from our previous projects has been widely used internationally.
Economic Impact
The global cloud computing market is expected to grow from $38 billion in 2010 to $121 billion in 2015 (M&M, 2013). Working productively with partners will maximise the chances of economic impact, which will come through organisations using their newfound skills, expertise and tools to realise their potential to transform themselves.
UK industry faces a huge skills gap in this area. Demand for big data staff has risen exponentially (912%) over the past five years from 400 advertised vacancies in 2007 to almost 4,000 in 2012 (e-skills UK, Jan 2013). Over the next five years analysts forecast a 92% rise in the demand for big data skills with around 132K new jobs being created in the UK (e-skills UK, Jan 2013). The CDT will provide expert practitioners to fill this gap.
The reason Newcastle City Council is setting up the £2M cloud business engagement facility that will be co-located with the CDT is that it believes that it can transform the local economy by up-skilling existing workers. This investment brings funding for CPD, cloud events and other outreach activities that will disseminate the knowledge developed in the CDT.
Societal Impact
We will build on the knowledge and pathways created in the Social Inclusion through the Digital Economy Hub (SiDE: 2009-15), which is tackling big data challenges across a range of areas of societal importance e.g. healthcare and mobility for older people. We will build on our existing, long-term relationships with SiDE partners; maintain our links with organisations that represent disadvantaged groups; and work directly with users through the 3000 person User Pool created by the SiDE project.
The CDT also has a strong set of investigators tackling key healthcare challenges through the use of cloud computing in medicine, biology and neuroscience. These subjects are now under a deluge of data, and increasingly researchers (including those in the pool of potential supervisors for this CDT) are using cloud computing to extract knowledge from it.
An annual public engagement open-day will disseminate the CDT's work to a diverse audience.
Academic Impact
Academic impact will come from the graduating students (some of whom will stay in academia), ideas (through publications), the publication of open source software and our delivery of training courses to other CDTs and researchers.
The placing of CDT students at our overseas partner Universities - Berkeley and PUCRS, Brazil (please see letters of support) - will provide a way for our student's research to have direct international impact.
Industrial and Public Sector Impact
The Centre's main impact will be made through its graduates: it will develop highly skilled researchers with the theoretical and practical skills to transform existing organisations, and create successful new companies.
We have already obtained commitment from 30 partner organisations both large and small, regional, national and international, who wish to work closely with the CDT (as evidenced by the letters of support). Impact on them will come through students working on projects specified by partners, students being placed with partners during their PhD, and ultimately through students moving into positions of influence in organisations when they graduate.
The norm for all software developed in the CDT will be to release it as open source so that it can be exploited by industry. In our experience this can attract companies and be a catalyst for productive collaboration - code from our previous projects has been widely used internationally.
Economic Impact
The global cloud computing market is expected to grow from $38 billion in 2010 to $121 billion in 2015 (M&M, 2013). Working productively with partners will maximise the chances of economic impact, which will come through organisations using their newfound skills, expertise and tools to realise their potential to transform themselves.
UK industry faces a huge skills gap in this area. Demand for big data staff has risen exponentially (912%) over the past five years from 400 advertised vacancies in 2007 to almost 4,000 in 2012 (e-skills UK, Jan 2013). Over the next five years analysts forecast a 92% rise in the demand for big data skills with around 132K new jobs being created in the UK (e-skills UK, Jan 2013). The CDT will provide expert practitioners to fill this gap.
The reason Newcastle City Council is setting up the £2M cloud business engagement facility that will be co-located with the CDT is that it believes that it can transform the local economy by up-skilling existing workers. This investment brings funding for CPD, cloud events and other outreach activities that will disseminate the knowledge developed in the CDT.
Societal Impact
We will build on the knowledge and pathways created in the Social Inclusion through the Digital Economy Hub (SiDE: 2009-15), which is tackling big data challenges across a range of areas of societal importance e.g. healthcare and mobility for older people. We will build on our existing, long-term relationships with SiDE partners; maintain our links with organisations that represent disadvantaged groups; and work directly with users through the 3000 person User Pool created by the SiDE project.
The CDT also has a strong set of investigators tackling key healthcare challenges through the use of cloud computing in medicine, biology and neuroscience. These subjects are now under a deluge of data, and increasingly researchers (including those in the pool of potential supervisors for this CDT) are using cloud computing to extract knowledge from it.
An annual public engagement open-day will disseminate the CDT's work to a diverse audience.
Academic Impact
Academic impact will come from the graduating students (some of whom will stay in academia), ideas (through publications), the publication of open source software and our delivery of training courses to other CDTs and researchers.
The placing of CDT students at our overseas partner Universities - Berkeley and PUCRS, Brazil (please see letters of support) - will provide a way for our student's research to have direct international impact.
Organisations
People |
ORCID iD |
Darren Wilkinson (Primary Supervisor) | |
Georgia Atkinson (Student) |
Publications

Studentship Projects
Project Reference | Relationship | Related To | Start | End | Student Name |
---|---|---|---|---|---|
NE/W50306X/1 | 31/03/2021 | 30/03/2022 | |||
1948773 | Studentship | NE/W50306X/1 | 30/09/2017 | 19/03/2022 | Georgia Atkinson |
Description | Channel 4 news segemenet discussing data collection technique |
Form Of Engagement Activity | A press release, press conference or response to a media enquiry/interview |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Public/other audiences |
Results and Impact | In November 2019 one of the data collection techniques used to collect acoustic data for my (and others within SNES) research was part of a Channel 4 news segment titled "How climate change is impacting the UK's most significant wildlife reserves" presented by Clare Fallon. It highlighted the technique of using attaching an underwater recorder to a wave glider to try and monitor cetacean population dynamics in the Farnes Deep a marine conservation zone in the North sea located 55km offshore from the Berwickshire coast. |
Year(s) Of Engagement Activity | 2019 |
URL | https://www.channel4.com/news/how-climate-change-is-impacting-the-uks-most-significant-wildlife-rese... |
Description | NUCORE Data Video content |
Form Of Engagement Activity | Engagement focused website, blog or social media channel |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Postgraduate students |
Results and Impact | In November 2020 was interviewed by part of the Newcastle university marketing team who were creating video content for each of the NUCOREs within the university. For the interview I was asked a series of questions where I spoke about my research and also why Newcastle university was a good place for data-intense research, highlighting the program that I am part of. The video is still in production and has yet to be released. |
Year(s) Of Engagement Activity | 2020 |