Japanese history of machine learning application in radiation measurement field and examples of applications at Kyushu University
Creators
- 1. Kyushu University, Interdisciplinary Graduate School of Engineering Sciences, Kasuga, Fukuoka (Japan)
Description
Researchers in radiation methodology field are very familiar with what required to understand machine learning, 'statistics.' Thus, they had originally potential to be machine-learning users. For the evidence, oversea researchers in the field had been applied machine learning technique around 2015. However, Japanese situation was not the same. Staying home by counter measures for COVID-19 might be a chance to study machine learning for Japanese researchers and in these days, the number of applications is increasing and to be close to the world. First our application, a machine-learning neutron spectrum unfolding method, was shown in 2017 at IEEE NSS/MIC. Our applications have been expanded to gamma-ray spectrometry, identification of cosmic-ray from cosmic-ray electrons and so on. (author)
Additional details
Additional titles
- Original title (Japanese)
- 日本における放射線計測分野への機械学習の浸透および九州大学における適用例
Publishing Information
- Journal Title
- Hoshasen
- Journal Volume
- 47
- Journal Issue
- 4
- Series
- 雑誌名:放射線
- Journal Page Range
- p. 156-162
- ISSN
- 0285-3604
INIS
- Country of Publication
- Japan
- Country of Input or Organization
- Japan
- INIS RN
- 55005832
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY;
- Descriptors DEI
- CESIUM 137; CHARGED PARTICLE DETECTION; CORONAVIRUSES; GAMMA SPECTROSCOPY; GAUSSIAN PROCESSES; GE SEMICONDUCTOR DETECTORS; LEAST SQUARE FIT; MACHINE LEARNING; NEURAL NETWORKS; NEUTRON SPECTRA; RADIATION METROLOGY
- Descriptors DEC
- ALGORITHMS; ARTIFICIAL INTELLIGENCE; BETA DECAY RADIOISOTOPES; BETA-MINUS DECAY RADIOISOTOPES; CESIUM ISOTOPES; DETECTION; DISEASES; INFECTIOUS DISEASES; INTERMEDIATE MASS NUCLEI; ISOTOPES; LEARNING; MATHEMATICAL LOGIC; MATHEMATICAL SOLUTIONS; MAXIMUM-LIKELIHOOD FIT; MEASURING INSTRUMENTS; METROLOGY; MICROORGANISMS; NUCLEI; NUMERICAL SOLUTION; ODD-EVEN NUCLEI; PARASITES; RADIATION DETECTION; RADIATION DETECTORS; RADIOISOTOPES; SEMICONDUCTOR DETECTORS; SPECTRA; SPECTROSCOPY; VIRAL DISEASES; VIRUSES; YEARS LIVING RADIOISOTOPES; ZOONOTIC DISEASES
Optional Information
- Notes
- 5 refs., 6 figs.