Case

Flash Flood Coverage in KPK and Neighboring Regions – July 14, 2025

Using multi-source remote sensing data acquired from July 11 to 13, 2025—including Sentinel-2, Landsat-8, Landsat-9, and Sentinel-1—and applying the KDFIMv2 algorithm, floodwater depth retrieval has been completed for the affected regions. Results indicate minimal variation in floodwater depth around the Chashma and Tarbela Reservoirs, with no significant expansion of the inundated area. Howe...

Flash Flood Coverage in KPK and Neighboring Regions – July 13, 2025

In response to the intense rainfall event affecting Punjab, Khyber Pakhtunkhwa (KP), and Balochistan, satellite-based rapid flood mapping was conducted to assess the impacted areas on July 11, 2025.Based on the KDFIMv2 algorithm, the distribution of natural surface water prior to the flooding was derived using multi-source satellite imagery from January to June 2025, including Sentinel-2, Lands...

Wildfire Risk Mapping for Pakistan from July 14 to July 20, 2025

 数据源：VIIR VNP43MA4\VNP43IA4数据；GFS数据火险分布情况：n Balochistan省（奎达、苏拉布、米斯图恩、博兰等）风险级别：高 - 极高，特别是在Quetta以南与Surab区域集中分布火险。n 信德省（Karachi、Badin、Thatta等）风险级别：中等 - 高，Karachi以北和东部的山区及Thatta附近有明显高火险分布。Karachi市区本身风险较低，但周边林地风险较大。n 北部地区（伊斯兰堡、白沙瓦、斯卡杜等）风险普遍较低，但某些局部高山地...

Wildfire risk mapping and identified wildfire points occured last week (Jun 8-15)

Basic geographic data fusion for Nanga-Parbat syntaxis (NPS)

Landslide Prone Zones of North Pakistan(巴基斯坦北部形变图)

Background Crustal Stress Distribution in Pakistan(巴基斯坦地应力背景分布)

Multi-scenario landslide susceptibility mapping of Pakistan based on multi-source remote sensing data(基于多源遥感数据的巴基斯坦多场景滑坡易发性制图)

Flood Risk Level of Pakistan(巴基斯坦流域洪涝风险分布图)

Monthly average images of microwave brightness temperature(微波亮温月均值影像)

Monthly average images of microwave brightness temperatur

FDI Map of Pakistan

The Disaster Emergency Satellite Mission Planning Subsystem and Application Cases(灾害应急卫星任务规划子系统与应用案例)

Topic 2, Subtopic 1, studies the disaster emergency satellite mission planning subsystem, as shown in Figure 1.Figure 1. Interface of the Disaster Emergency Multi-Satellite Dynamic Task Planning SystemAt 14:20 on March 28, 2025, a magnitude 7.9 earthquake occurred in central Myanmar. After the project team initiated the emergency response, seismic parameters such as PGA released by the USGS wer...

Multi-dimensional Assessment of Disaster Losses and Dynamic Decision-making(灾害损失多维度评估与动态研判)

Climate-Adaptive based Cross-Region Crop Damage Assessment基于气候自适应的跨区域农作物损失评估      Using the proposed climate-adaptive cross-region mapping method (R² = 0.82), we rapidly assessed the impact of the 2021 Henan extreme flood on maize in Jiaozuo, Henan Province. The results indicate that the southern and southeastern regions of Jiaozuo suffered the most severe maize damage.  使用...

Multiple-Satellite Images Supported Road Blockage Assessment for March 21, 2024 Naran Avalanche, Pakistan

The avalanche incident occurred in Naran, northern Pakistan on March 21, 2024, which submerged houses and hotels, served as a trigger for further in-depth analysis of avalanche risks in the downstream towns and villages. Through comprehensive multi-case studies, it was found that the phenomenon of snow melting into water before heavy precipitation warrants particular vigilance, as it greatly in...

Distribution Map of Damaged Buildings from the Earthquake in Myanmar（缅甸地震受损建筑物分布图）

Leveraging GF-1B high-resolution satellite imagery (2-meter resolution) provided by the Land Satellite Remote Sensing ApplicationCenter,Ministry of Natural Resources of China, our team conducted a comprehensive damage assessment of buildings impacted by the March 28 Myanmar earthquake. The data revealed severe structural losses, with Mandalay Citysufferingthe most extensive damage—50,000 build...

Pre/Post comparison of damaged bridges near Myanmar epicenter (30km)（缅甸震中30公里范围内受损桥梁的震前/震后对比分析）

Utilizing ZY-1 high-resolution imagery (2- meter resolution) provided by the Land Satellite Remote Sensing Application Center, Ministry of Natural Resources of China, combined with advanced deep learning-based small target recognition algorithms, our team automated damage detection across bridge networks. Partial collapse of a kilometer-scale bridge (The Ava Bridge, coordinates 21.87° N, 95.99°...

Distribution map of damaged buildings in Shigatse earthquake-stricken area(日喀则地震损毁建筑情况)

According to the China Earthquake Networks Center, at 09:05 on January 7, 2025, an M6.8 earthquake occurred in Dingri County, Shigatse City, Tibet Autonomous Region. The focal depth was 10 kilometers, and the epicenter was located at 28.50 degrees north latitude and 87.45 degrees east longitude. On January 9, the joint scientific research team of Central South University and the National Satell...