KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks

Jiachen Yuan; Ning Xin; Wenzheng Huang; Qiujin Wang; Lingxiao Zhao; Md Maruf Hasan

KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks

Jiachen Yuan
, Ning Xin
, Wenzheng Huang
, Qiujin Wang
, Lingxiao Zhao
, Md Maruf Hasan^*

^*Corresponding author for this work

School of AI and Advanced Computing

Xi'an Jiaotong-Liverpool University

Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

Original language	English
Title of host publication	KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks
Publication status	Accepted/In press - 2025

Cite this

Yuan, J., Xin, N., Huang, W., Wang, Q., Zhao, L., & Hasan, M. M. (Accepted/In press). KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks. In KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks

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title = "KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks",

author = "Jiachen Yuan and Ning Xin and Wenzheng Huang and Qiujin Wang and Lingxiao Zhao and Hasan, \{Md Maruf\}",

year = "2025",

language = "English",

booktitle = "KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks",

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KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks. / Yuan, Jiachen; Xin, Ning; Huang, Wenzheng et al.
KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks. 2025.

Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review

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T1 - KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks

AU - Yuan, Jiachen

AU - Xin, Ning

AU - Huang, Wenzheng

AU - Wang, Qiujin

AU - Zhao, Lingxiao

AU - Hasan, Md Maruf

PY - 2025

Y1 - 2025

M3 - Conference Proceeding

BT - KG-STMI: A Knowledge-Driven MultiModal Framework with Triple-Stage Knowledge Injection for Air Quality Forecasting in Environmental Sensing Networks

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