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Authors
Chaiwino, Wipawinee
Chaisee, Kuntalee
Oonariya, Chalump
Wongsaijai, Ben
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Funding
Funding for this research was provided by:
CMU Proactive Researcher (710/2567)
NSRF via the Program Management Unit for Human Resources (EX010180)
Integrated Urban Climate Action for Low-Carbon and Resilient Cities (81300497)
Centre of Excellence in Mathematics, Mahidol University
Chiang Mai University
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Article History
Received: 7 February 2026
Accepted: 8 April 2026
First Online: 16 April 2026
Declarations
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: All original programs used for the analysis in this study were written in Python. The authors are willing to share the code and data upon reasonable request. For access to these materials, please contact Ben Wongsaijai at Ben.wongsaijai@gmail.com or Kuntalee Chaisee at kuntalee.chaisee@cmu.ac.th.
: The authors declare no competing interests.
