Flood Events

Flood maps for various flood events are generated using multi Earth-Observation (EO) satellite data sets. These flood maps provide the preliminary information i.e. flooded areas / risk zones in a particular location. This may help the civilians or disaster management personnel during heavy rainfall to carry out relief and rehabilitation operations.

Disclaimer :

The flood maps are generated with the short duration of time considering the data availability, and computational facilities. These maps are created to the best of my abilities. In urban areas, the results might be less accurate due to the artifacts in the data. Therefore, I assume no liability regarding the contents or the use thereof.

Flooding in Hyderabad, Telangana, India (14 Oct 2020)

There is an unexpected and unprecedented flow of water at many locations in Hyderabad from 10 Oct to 14 Oct 2020 due to heavy rainfall, lack of efficient drainage system and cyclone formation in Bay of Bengal. "Nine persons, including a child, were crushed to death while three persons were injured after a boulder fell on their house at the Bandlaguda area of Hyderabad, following heavy rainfall in the city, police said (Source: https://www.newindianexpress.com/cities/hyderabad/2020/oct/14/ninedead-as-hyderabad-continues-to-get-heavy-showers-for-second-straight-day-2209841.html)". The water level in Hussain Sagar has increased rapidly and reached its full capacity. Many locations in Hyderabad and its surroundings like Chandrayanagutta, Hassan Nagar, Tallabkatta, Osmannagar, and Teegalkunta are flooded and houses were damaged and filled with rain water. Many housing colonies in Asifnagar and Tolichowki, Meerpet and Balapur were also flooded with knee-deep water. The sentinel-1 & 2 acquired during Sep and Oct 2020 highlighted the change in water levels as shown below.

Temporal Sentinel-1 images (Hyderabad, Oct 2020)

Sentinel-2 FCC images (Hyderabad, Oct 2020)

Sentinel-2 Soil moisture index (Hyderabad, Oct 2020)

Flooding in Gujarat, India (Aug 2020)

Temporal Sentinel-1 images (Gujarat, Aug 2020)

Sentinel-2 FCC images (Gujarat, Aug 2020)

Sentinel-2 Soil moisture index (Gujarat, Aug 2020)

Flooding in New Delhi, India (July, 2020)

Due to unprecedented heavy rainfall in New Delhi slum clusters washed away which led to the death of many people. Several locations and lifeline networks of the Delhi city were flooded, and the depth of floodwater was so heavy. The Sentinel-1 image was acquired during the receding flooding; subsequently, the flooded areas are not highlighted prominently.

Temporal Sentinel-1 images (New Delhi, Jul 2020)

Sentinel-2 FCC images (New Delhi, Jul 2020)

Sentinel-2 Soil moisture index (New Delhi, Jul 2020)

Flooding in Northern Bihar, India (July 2020)

Many parts of northern Bihar is heavily flooded and resulted in severe losses. The unexpected heavy water flow from up streams rivers caused the flooding in low lying areas (Katra, Uphrauli, Jila Missrouli, Bhagalpur). Sentinel-1 and Sentinel-2 satellite images are used to monitor the flood events.

Temporal Sentinel-1 images (Bhagalpur, Bihar)

Sentinel-2 FCC images (Bhagalpur, Bihar, India)

Sentinel-2 Soil moisture index (Bhagalpur, Bihar)

Temporal Sentinel-1 images (Katra, Bihar)

Sentinel-2 FCC images (Katra, Bihar)

Sentinel-2 Soil moisture index (Katra, Bihar)

Flooding in Gorakhpur, UP, India (Jul 2020)

The Central Water Commission (CWC) announced severe flood alert on 17 Jul 2020 and it is expected that a 7 cm fall in Rapti river by 18 Jul 2020 early morning. The earth observation images available in the duration of flood event are used to monitor the temporal dynamics of flood. Below are the timelapse images generated using Sentinel-1, Sentinel-2 satellites.

Temporal Sentinel-1 images (Gorakhpur, U.P)

Sentinel-2 based FCC

Sentinel-2 Moisture index

Flooding in Assam, India (Jul 2020)

Assam is located in north-east part of India with and area of 78,438 Sq.km. The Brahmaputra, a major trans-boundary river passes through India, Tibet and Bangladesh. During Jul, 2020 there was severe rainfall and may location in Assam state were prone to flood. Therefore, we used Sentinel-1 temporal satellite images to map the flood area in GEE cloud platform. The algorithm used for extraction of flood area is taken from Venkata Sai Krishna Vanama, Dipankar Mandal, Yalamanchili Subrahmanyeswara Rao, "GEE4FLOOD: Rapid mapping of flood areas using temporal Sentinel-1 SAR images with Google Earth Engine cloud platform," J. Appl. Remote Sens. 14(3), 034505 (2020), doi: 10.1117/1.JRS.14.034505.

Flooding due to Amphan cyclone in various location of West Bengal, India (May, 2020)

Cyclone Amphan is expected to make landfall in India on 20 May, on the coasts of India and Bangladesh between the Sagar Islands in West Bengal and the Hatiya Islands in Bangladesh. The storm is currently Category Four on the Saffir-Simpson scale, but when it entered the Bay of Bengal on 18 May it was the strongest storm on record in the area and classified as a Super Cyclone. The storm had wind speeds of 270 kilometres per hour, but has since weakened to 200 kilometres per hour. The strong winds are expected to cause damage and the storm is forecast to bring heavy rain causing flooding. Storm surges of up to 4 metres are expected in some areas.

Officials are working to evacuate people in the affected areas (estimated to be as many as 300,000) but are finding it difficult to relocate the evacuees. Due to the Coronavirus, many in the country are under lockdown, and space in emergency shelters is limited due to distancing measures. While the shelters would normally accommodate as many as 500,000, they now may only have capacity for half that number. (Source: https://disasterscharter.org/web/guest/activations/-/article/storm-hurricane-urban-in-india-activation-653-)

Sentinel-2 TCC images (May 2020)

Temporal Sentinel-1 VV pol images (May 2020)

Sentinel-2 FCC images (May 2020)

Temporal Sentinel-1 VH pol images (May 2020)

Sentinel-2 Soil moisture index (May 2020)

Flooding in southern Iran (Jan 2020)

Many parts of southern Iran especially Sistan and Baluchestan province had experienced severe flooding triggered by massive rainfall. The flood water had damaged the road network, bridges, agricultural crops and dislocated many people. Multi-temporal Earth Observation (EO) images are used to analyze the flood event. The 08 Dec 2019 Sentinel-1 GRDH image is used as pre-flood image. Sentinel-1 SAR image acquired on 20 Dec 2019, 01 Jan 2020 and 13 Jan 2020 are used as flood images. A simple change detection combined with thresholding algorithm is used for mapping the flood areas. These preliminary flood maps are generated from the Google Earth Engine cloud platform as shown below by our team (V. S. K. Vanama, CUSE, IITB and Dipankar Mandal, CSRE, IITB).

Some of the related info about the flood event can be obtained from the following web blogs ESA, floodlist, JBA risk management and spaceref.

2018 Flood Event of Kerala, India.

Kerala, a southern state of India witnessed a disastrous flood during Aug 2018. There were three major rainfall spells from Jul to Aug 2018. The situation got worse due to heavy rainfall combined with dam water release, strom surge, land slides and improper urban planning. Various EO datasets such Sentinel-1, Sentinel-2 and ALOS-2 images are used to analyze the flood event. From the results, it is understood that three districts i.e. Kottayam, Alapphuza, Thrisssur are heavily affected by floods. The preliminary flood map created by our team (V. S. K. Vanama, CUSE, IITB and Unmesh Khati, M. Musthafa from CRPL lab, CSRE, IITB) is given below.

Also, some organisations/researchers like IIRS, ISRO, NASA, Rainfall simulation by NASA, DFO-NASA, ESA, UN & ADB, Wetlands Org, UN-SPIDER, Charater Activations by ISRO, CWC-India and MD Madhusudan used GEE etc. have analyzed the Kerala flood event occurred during Aug 2018.

2017 Flood Event of Western Australia

Southern parts of Western Australia witnessed massive rainfall during 08 Feb - 11 Feb 2017. The rainfall maps created by the Australian Bureau of Meteorology is given below. Heavy flood is seen in Avon catchment, Esperance Coast Basin, Blackwood River catchment and a minor flood is seen in Swan downstream from the Avon. To analyze this event, Sentinel-1 images available through GEE cloud are used. Simple image difference combined with a manual threshold is used to generate the flood maps, and the entire process is carried out on the GEE cloud platform.