Newton STFC-Narit: Using astronomy surveys to train Thai researchers in handling Big Data
Newton STFC-Narit: Using astronomy surveys to train Thai researchers in handling Big Data
批准号:
ST/R006539/1
负责人:
James Mullaney
金额:
$11.38万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2018
资助国家:
英国
项目状态:
已结题
起止时间:
2018 至 --
中文摘要
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英文摘要
The most effective way of reducing levels of poverty in developing countries is through their continued economic development, which leads to increased levels of income per person. To remain competitive, however, a developing economy needs access to a workforce with increasingly sophisticated skills. For Thailand today, this means skills that enable innovation, allowing it to successfully compete against other developing and developed economies. With more and more sectors collecting data on their customers, production lines, distribution networks, stock prices, etc., one of the most crucially needed "high-level" skills is the ability to handle large amounts of digital data. However, Thai data scientists and students typically lack ready access to very large datasets, which presents a barrier to their training in this area. Similarly, other scientists - including astronomers - typically lack the necessary data handling skills to efficiently store and analyse the large amounts of data they collect. Our project addresses both these problems by combining UK and Thai astronomers' access to and understanding of very large datasets with Thai data scientists' skills in databasing and machine learning to train Thai students in advanced data handling techniques.Working under the supervision of the Thai and UK partners, the graduate students involved in the project will establish a data centre at NARIT to store and automatically analyse the hundreds of gigabytes of data generated each night by the Gravitational-wave Optical Transient Observatory (GOTO) - a major new survey telescope of which NARIT is a contributing member. In the process, the students will gain vital experience of database management and automated, machine learning-based data analyses. The resulting data centre will be an important research asset for NARIT astronomers and a key training resource for the broader Thai scientific community. Indeed, we will ourselves use the data centre as a training aid in teaching data handling skills to up to 60 other researchers and students during two 5-day practical workshops (one held each year of the grant with space for up to 30 trainees each). Through three graduate research projects, our team will develop the data centre into an automated storage and analysis system with the ultimate goal of outputting a prioritised list of targets for follow-up observations with NARIT's other observing facilities. In doing so, the Thai data centre will be a testbed for machine learning-based analyses, remaining at the forefront of all GOTO data centres in terms of data handling research. On completion of the project, the skills acquired by the Thai students will be readily transferrable to a diverse range of economic sectors such as information technology, medicine, finance, security, etc., thereby helping the further economic development of Thailand.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
Handling Imbalance Problem in Convolutional Neural Network for Astronomical Data Classification
天文数据分类中卷积神经网络不平衡问题的处理
DOI:
--
发表时间:
2019
期刊:
影响因子:
--
作者:
[Liu, J.J.]
通讯作者:
Liu, J.J.
DOI:
10.1109/ickii.2018.8569123
发表时间:
2018-07
期刊:
2018 1st IEEE International Conference on Knowledge Innovation and Invention (ICKII)
影响因子:
--
作者:
[Aireen B. Tabacolde;Tossapon Boongoen;Natthakan Iam-on;J. Mullaney;U. Sawangwit;K. Ulaczyk]
通讯作者:
Aireen B. Tabacolde;Tossapon Boongoen;Natthakan Iam-on;J. Mullaney;U. Sawangwit;K. Ulaczyk
UK involvement in LSST: Phase C (Sheffield D4.1 component)
-
批准号:ST/Y00292X/1
-
项目类别:Research Grant
-
资助金额:$8.15万
-
财政年份:2023
-
负责人:James Mullaney
-
依托单位:
From Stars to Baht: Broadening the economic impact of astronomical data handling techniques in Thailand - Phase II
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批准号:ST/S002820/1
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项目类别:Research Grant
-
资助金额:$18.56万
-
财政年份:2019
-
负责人:James Mullaney
-
依托单位:
From Stars to Baht: Broadening the economic impact of astronomical data handling techniques in Thailand
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批准号:ST/R002614/1
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项目类别:Research Grant
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资助金额:$9.43万
-
财政年份:2018
-
负责人:James Mullaney
-
依托单位:
Newton STFC-NARIT: Using astronomy surveys to train Thai researchers in Big Data analysis
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批准号:ST/P005594/1
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项目类别:Research Grant
-
资助金额:$4.58万
-
财政年份:2017
-
负责人:James Mullaney
-
依托单位:
海外基金