minhquan24 commited on
Commit
24c4380
·
verified ·
1 Parent(s): 2420980

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +76 -1
README.md CHANGED
@@ -7,4 +7,79 @@ sdk: static
7
  pinned: false
8
  ---
9
 
10
- Edit this `README.md` markdown file to author your organization card.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7
  pinned: false
8
  ---
9
 
10
+ # 🔥 FireFusion: Bushfire Prediction & Risk Intelligence System
11
+
12
+ ## 📌 Overview
13
+ **FireFusion** is an AI-powered system designed to predict bushfire risk and support early warning efforts across Victoria, Australia. By integrating multi-source environmental data and applying machine learning models, the project aims to provide accurate, timely, and actionable fire risk insights.
14
+
15
+ This project combines **predictive modelling**, **data engineering**, and **real-time data integration** to address the growing challenges of bushfire management and misinformation during crisis events.
16
+
17
+ ---
18
+
19
+ ## 🎯 Objectives
20
+ - Predict bushfire risk using environmental and temporal data
21
+ - Support early warning systems for communities and authorities
22
+ - Integrate heterogeneous data sources into a unified pipeline
23
+ - Provide reliable, data-driven insights to reduce misinformation
24
+
25
+ ---
26
+
27
+ ## 🧠 Model Description
28
+
29
+ ### Approach
30
+ The system leverages a combination of:
31
+ - Supervised machine learning models (e.g., Random Forest, XGBoost)
32
+ - Time-series forecasting techniques
33
+ - Geospatial data analysis
34
+
35
+ ### Features
36
+ - Temperature, humidity, wind speed
37
+ - Vegetation and fuel conditions
38
+ - Historical fire records
39
+ - Geographic and temporal patterns
40
+
41
+ ### Future Improvements
42
+ - Deep learning models (LSTM, Transformer-based forecasting)
43
+ - Satellite imagery integration
44
+ - Real-time streaming pipelines
45
+
46
+ ---
47
+
48
+ ## 🏗️ System Architecture
49
+
50
+ ```text
51
+ +----------------------+
52
+ | Data Sources |
53
+ |----------------------|
54
+ | Weather APIs |
55
+ | Sensor Data |
56
+ | Historical Fire Data |
57
+ +----------+-----------+
58
+ |
59
+ v
60
+ +----------------------+
61
+ | Data Ingestion Layer |
62
+ +----------------------+
63
+ |
64
+ v
65
+ +----------------------+
66
+ | Data Processing |
67
+ |----------------------|
68
+ | Cleaning |
69
+ | Feature Engineering |
70
+ +----------+-----------+
71
+ |
72
+ v
73
+ +----------------------+
74
+ | Modeling Layer |
75
+ |----------------------|
76
+ | Training |
77
+ | Evaluation |
78
+ +----------+-----------+
79
+ |
80
+ v
81
+ +----------------------+
82
+ | Deployment Layer |
83
+ |----------------------|
84
+ | API / Dashboard |
85
+ +----------------------+