TY - GEN
T1 - SPARK
T2 - 23rd IEEE International Symposium on Network Computing and Applications, NCA 2025
AU - Pramanik, Anik
AU - Kumar, Mukesh
AU - Panwar, Nisha
AU - Potts, Laramie V.
AU - Shah, Jainam
AU - Sharma, Shantanu
N1 - Publisher Copyright:
©2025 IEEE.
PY - 2025
Y1 - 2025
N2 - This paper develops SPARK — a novel algorithm for predicting fire spread in smart buildings. SPARK leverages prior information about the building (e.g., room flammability, structural layout, and occupant distribution) together with real-time multimodal sensing data from static sensors (e.g., temperature sensors, smoke detectors, and embedded structural monitoring devices), dynamic sensors (e.g., drones and robots), and human sensors such as firefighters. By continuously integrating these heterogeneous information streams, SPARK produces a real-time and adaptive prediction of fire spread. Specifically, SPARK classifies rooms into risk zones (e.g., safe, vulnerable, and critical) using a clustering algorithm.
AB - This paper develops SPARK — a novel algorithm for predicting fire spread in smart buildings. SPARK leverages prior information about the building (e.g., room flammability, structural layout, and occupant distribution) together with real-time multimodal sensing data from static sensors (e.g., temperature sensors, smoke detectors, and embedded structural monitoring devices), dynamic sensors (e.g., drones and robots), and human sensors such as firefighters. By continuously integrating these heterogeneous information streams, SPARK produces a real-time and adaptive prediction of fire spread. Specifically, SPARK classifies rooms into risk zones (e.g., safe, vulnerable, and critical) using a clustering algorithm.
KW - graph model
KW - Sensor data
KW - Smart buildings
UR - https://www.scopus.com/pages/publications/105031765084
UR - https://www.scopus.com/pages/publications/105031765084#tab=citedBy
U2 - 10.1109/NCA67271.2025.00046
DO - 10.1109/NCA67271.2025.00046
M3 - Conference contribution
AN - SCOPUS:105031765084
T3 - Proceedings - 2025 23rd IEEE International Symposium on Network Computing and Applications, NCA 2025
SP - 247
EP - 254
BT - Proceedings - 2025 23rd IEEE International Symposium on Network Computing and Applications, NCA 2025
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 5 November 2025 through 7 November 2025
ER -