Naoki Masuhara

Dr. Naoki Masuhara

School of Humane Science and Environment, University of Hyogo, Himeji, Japan
+1
orcid

Research Focus & Metrics

Academic Career Length

11Years (2016-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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1 December 2020 in Resources, Conservation and Recycling
Verified
Journal Article
Closed access
SLSanghyun Lee
Sanghyun Lee
JCJin-Yong Choi
Jin-Yong Choi
SHSeung-Oh Hur
Seung-Oh Hur
MTMakoto Taniguchi
Makoto Taniguchi
Naoki MasuharaNaoki Masuhara
Naoki Masuhara
SYSeung-Hwan Yoo
Seung-Hwan Yoo

4 February 2022 in Sustainability Science
Verified
Journal Article
Open access
PDF file
TMTakanori Matsui
Takanori Matsui
KSKanoko Suzuki
Kanoko Suzuki
KAKyota Ando
Kyota Ando
YKYuya Kitai
Yuya Kitai
CHChihiro Haga
Chihiro Haga
SKShun Kawakubo
Shun Kawakubo
Sharing successful practices with other stakeholders is important for achieving SDGs. In this study, with a deep-learning natural language processing model, bidirectional encoder representations from transformers (BERT), the authors aimed to build (1) a classifier that enables semantic mapping of practices and issues in the SDGs context, (2) a visualizing method of SDGs nexus based on co-occurrence of goals (3) a matchmaking process between local issues and initiatives that may embody solutions. A data frame was built using documents published by official organizations and multi-labels corresponding to SDGs. A pretrained Japanese BERT model was fine-tuned on a multi-label text classification task, while nested cross-validation was conducted to optimize the hyperparameters and estimate cross-validation accuracy. A system was then developed to visualize the co-occurrence of SDGs and to couple the stakeholders by evaluating embedded vectors of local challenges and solutions. The paper concludes with a discussion of four future perspectives to improve the natural language processing system. This intelligent information system is expected to help stakeholders take action to achieve the sustainable development goals.

1 June 2017 in Journal of Hydrology: Regional Studies
Verified
Journal Article
Open access
MTMakoto Taniguchi
Makoto Taniguchi
Naoki MasuharaNaoki Masuhara
Naoki Masuhara
KBKimberly Burnett
Kimberly Burnett

1 June 2021 in Resources, Conservation and Recycling
Verified
Journal Article
Closed access
SLSang-Hyun Lee
Sang-Hyun Lee
MTMakoto Taniguchi
Makoto Taniguchi
Naoki MasuharaNaoki Masuhara
Naoki Masuhara
RMRabi H. Mohtar
Rabi H. Mohtar
SYSeung-Hwan Yoo
Seung-Hwan Yoo
MHMasahiko Haraguchi
Masahiko Haraguchi

18 August 2018 in Water International
Verified
Journal Article
Closed access
MTMakoto Taniguchi
Makoto Taniguchi
Naoki MasuharaNaoki Masuhara
Naoki Masuhara
STShun Teramoto
Shun Teramoto
In order to evaluate the potential benefit and negative impacts of urbanization on the water-energy-food nexus, analyses have been made in Asia-Pacific countries with production-consumption relationships of water-energy-food nexus. Negative correlations have been found between urbanization rates and energy consumption rates for water and food production. This is because of the difference in decision making processes of resource development as urbanization progresses. Some positive relationships have been found between water consumption for energy production and Gross Domestic Product (GDP), and between water consumption for food production and hydro-meteorological conditions such as dry or wet countries.

15 June 2023 in Journal of Hydrology
Verified
Journal Article
Closed access
SLSanghyun Lee
Sanghyun Lee
MTMakoto Taniguchi
Makoto Taniguchi
Naoki MasuharaNaoki Masuhara
Naoki Masuhara
SYSeung-Hwan Yoo
Seung-Hwan Yoo
YOYun-Gyeong Oh
Yun-Gyeong Oh
RQRui Qu
Rui Qu