项目来源

日本学术振兴会基金(JSPS)

项目主持人

趙大放

项目受资助机构

大阪大学

项目编号

24K20901

立项年度

2024

立项时间

未公开

研究期限

未知 / 未知

项目级别

国家级

受资助金额

4810000.00日元

学科

ウェブ情報学およびサービス情報学関連

学科代码

未公开

基金类别

若手研究

关键词

HVAC ; Carbon Neutral ; ZEB ; Carbon emission ; BEMS

参与者

未公开

参与机构

大阪大学，大学院情報科学研究科

项目标书摘要：Progress is smooth due to a strong research base from prior single-HVAC frameworks published in top journals.On-site experiments in campus settings confirmed energy savings and comfort,supporting scalability.Industry partnerships with HVAC firms enable practical testing.JSPS funding and high-performance computers ensure resource availability.Regular team reviews and interdisciplinary collaboration minimize delays,aligning with project goals.Developed a hierarchical BEMS framework to cut building carbon emissions via optimized HVAC control,balancing top-level carbon quotas with local optimizations.Published 7 papers in 2024,including IEEE PESGM,ACM e-Energy,Energies,and Applied Energy,for the topic of advancing temperature forecasting,thermal load disaggregation,and comfort-aware HVAC aggregation.Moreover,the On-site experiments achieved 74%energy reduction in single-room HVAC scheduling,with building-level tests validating the framework.Collaborated with HVAC manufacturers for real-world implementation.Refine hierarchical BEMS with advanced carbon prediction and fair quota allocation using advance machine learning technologies.Scale experiments to diverse buildings with HVAC manufacturers.Acquire more simulation workstations and edge controllers for complex tests.Target publications in Applied Energy and ACM BuildSys/e-Energy by 2026.Secure grants for expanded experiments.Initiate global partnerships to adapt framework to regional carbon regulations,supporting 2050 neutrality goals.Reason:Progress is smooth due to a strong research base from prior single-HVAC frameworks published in top journals.On-site experiments in campus settings confirmed energy savings and comfort,supporting scalability.Industry partnerships with HVAC firms enable practical testing.JSPS funding and high-performance computers ensure resource availability.Regular team reviews and interdisciplinary collaboration minimize delays,aligning with project goals。Outline of Research at the Start:Carbon emission reduction has become an important issue all over the world.Exist Building Energy Management System(BEMS)mainly focus on electricity cost,energy usage and thermal comfort,but carbon emission-oriented BEMS has seldom been studied.This project aims to reduce building carbon emission through optimized control of large-scale HVAC systems,while considering occupant’s preferences and requirements。