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Disaster Management

The document discusses disaster management case studies focusing on land hazard zonation, earthquake vulnerability assessments, drought assessments, and flood assessments in India. It highlights the systematic approaches taken to identify and mitigate risks associated with natural hazards, including data collection, mapping, and community education. Specific case studies illustrate the practical applications of these assessments in regions affected by landslides, earthquakes, droughts, and floods, emphasizing the importance of preparedness and response strategies.
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0% found this document useful (0 votes)
19 views15 pages

Disaster Management

The document discusses disaster management case studies focusing on land hazard zonation, earthquake vulnerability assessments, drought assessments, and flood assessments in India. It highlights the systematic approaches taken to identify and mitigate risks associated with natural hazards, including data collection, mapping, and community education. Specific case studies illustrate the practical applications of these assessments in regions affected by landslides, earthquakes, droughts, and floods, emphasizing the importance of preparedness and response strategies.
Copyright
© © All Rights Reserved
We take content rights seriously. If you suspect this is your content, claim it here.
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UNIT - V

Disaster management case studies

Land hazard zonation


 Land hazard zonation, often referred to as Hazard Zonation Mapping, is a systematic
approach to identifying and mapping areas that are prone to specific natural hazards. This
practice is essential for disaster risk reduction and land-use planning. Here's an overview
of land hazard zonation:

1. Types of Hazards:

 Land hazard zonation focuses on various natural hazards, including but not limited to
earthquakes, floods, landslides, tsunamis, volcanic eruptions, and wildfires.
 Each hazard type requires its own hazard zonation study and mapping.

2. Data Collection:

 Hazard zonation begins with the collection of relevant data, such as historical records of
past events, geological and meteorological data, soil and terrain information, and
topographical data.
 Modern technologies, including Geographic Information Systems (GIS), remote sensing,
and advanced monitoring equipment, are often used to gather data.

3. Hazard Assessment:

 Expert geologists, seismologists, meteorologists, and other specialists analyze the


collected data to assess the risk and potential impact of specific hazards in a given area.
 They consider factors like the frequency and magnitude of events, environmental
conditions, and vulnerabilities of the built environment.

4. Mapping and Zonation:

 Based on the hazard assessments, maps are created to designate zones that represent
different levels of risk or susceptibility to the specific natural hazard.
 These zones may be categorized as high risk, moderate risk, and low risk or given
specific classifications based on the hazard type.

5. Land-Use Planning:
 The hazard zonation maps play a crucial role in land-use planning and development.
They inform authorities about areas where certain land uses, construction practices, or
building codes may need to be restricted or adapted.
 For example, areas prone to flooding might be designated for recreational use, while
those at high risk of landslides may be off-limits for construction.

6. Safety Measures and Mitigation:

 Zonation maps guide the implementation of safety measures, such as evacuation plans,
early warning systems, and the construction of infrastructure that can withstand specific
hazards.
 Mitigation efforts aim to reduce vulnerabilities and enhance preparedness.

7. Public Awareness and Education:

 Hazard zonation information is communicated to the public to raise awareness of risks


and promote individual and community preparedness.
 Public education helps residents understand the importance of adhering to safety
regulations and building codes.

8. Regular Updates:

 Hazard zonation maps must be periodically updated to account for changes in


environmental conditions, urban development, and new scientific data.
 Frequent reviews ensure the maps remain accurate and relevant.
 Land hazard zonation is an integral component of disaster risk management, helping
communities, governments, and organizations make informed decisions to reduce the
impact of natural disasters and protect lives and property. It supports a proactive
approach to disaster preparedness and response.

Case Study 1: Landslide Hazard Zonation in Himachal Pradesh


Background: Himachal Pradesh, a hilly state in northern India, is highly susceptible to
landslides due to its steep terrain and heavy monsoon rains.

Action Taken:

 Hazard Zonation: The state government, with the assistance of geological agencies,
conducted extensive landslide hazard zonation studies.
 Mapping and Classification: Hazard maps were created to classify areas into high,
moderate, and low landslide risk zones.
Land-Use Planning: Local authorities incorporated the hazard maps into land-use planning,
restricting construction and development in high-risk zones.

Early Warning Systems: Remote monitoring equipment and early warning systems were
installed in high-risk areas to alert residents to potential landslides.

Community Training: Communities were educated on recognizing early warning signs and
evacuation procedures.

Outcomes:

 Improved land hazard zonation and land-use planning helped minimize casualties and
property damage during landslides.
 The state's focus on community education and early warning systems enhanced overall
preparedness and response.

Earthquake vulnerability assessment


Earthquake vulnerability assessment is a systematic process to evaluate the susceptibility of
buildings, infrastructure, and communities to earthquake-induced damage and its potential
consequences. This assessment is essential for understanding and mitigating the risks associated
with earthquakes. Here are the key components of an earthquake vulnerability assessment:

Data Collection:

 Gather data on building types, construction materials, and structural design in the area of
interest.
 Collect information on the local geological and seismic conditions, such as soil types and
proximity to fault lines.
 Consider historical earthquake data for the region, including magnitude and ground
shaking intensity.

Building Inventory:

 Compile an inventory of buildings and infrastructure within the assessment area.


 Categorize structures based on construction type, age, occupancy, and structural design.

Structural Assessment:

 Evaluate the structural integrity of buildings, bridges, and critical infrastructure through
visual inspections and technical analysis.
 Identify vulnerabilities such as weak foundations, inadequate bracing, or non-compliance
with seismic building codes.

Non-structural Assessment:

 Assess non-structural elements of buildings, including electrical systems, gas lines, and
water supplies, which can pose significant risks during earthquakes.
 Identify potential hazards and vulnerabilities in these systems.

Lifeline Infrastructure Assessment:

 Evaluate the resilience of critical infrastructure systems, such as water supply,


transportation networks, and communication systems, to seismic events.
 Determine the potential for service disruptions and their impacts.

Socioeconomic and Community Assessment:

 Examine the social and economic vulnerabilities of the community, including population
density, income levels, and access to resources.
 Identify vulnerable populations, such as the elderly, disabled, and low-income groups.

Risk Assessment:

 Combine the structural, non-structural, and socioeconomic assessments to calculate the


overall earthquake risk.
 Consider potential casualties, property damage, and economic losses.

Scenario Modeling:

 Develop earthquake scenarios of different magnitudes and intensities to estimate the


potential impact on buildings, infrastructure, and communities.
 Use software and modeling tools to predict ground shaking and structural response.

Risk Mitigation Recommendations:

 Based on the assessment results, provide recommendations for risk reduction and
mitigation measures.
 Suggest retrofitting, strengthening, and reinforcement strategies for vulnerable buildings
and infrastructure.

Emergency Preparedness and Response Planning:

 Collaborate with emergency management agencies to develop and update response plans,
including evacuation procedures, emergency shelters, and first-aid resources.
Public Awareness and Education:

 Engage the community through educational programs to raise awareness about


earthquake risks and preparedness measures.
 Encourage individuals and businesses to take proactive steps to reduce vulnerabilities.

Regular Updates:

 Periodically update vulnerability assessments to account for changes in building stock,


infrastructure, and social factors.
 Stay informed about advancements in earthquake engineering and building codes.

Case Study 1: Bhuj Earthquake Recovery and Retrofitting in Gujarat

Background:

 The 2001 Bhuj earthquake in Gujarat, India, was a devastating event that highlighted the
need for improved earthquake preparedness and risk reduction in the region.

Action Taken:

 Land Hazard Zonation: After the earthquake, extensive land hazard zonation studies were
conducted to identify seismic risk areas and earthquake-prone regions in Gujarat.

Vulnerability Assessment:

 Vulnerability assessments were carried out to identify buildings and infrastructure


vulnerable to earthquakes.

Retrofitting Programs:

 The government and various organizations initiated retrofitting programs to strengthen


and upgrade vulnerable structures, particularly in urban areas.

Public Awareness:

 Public awareness campaigns and educational programs were launched to inform


communities about earthquake risks and preparedness measures.

Outcomes:

 The post-earthquake recovery efforts included the retrofitting of numerous buildings and
infrastructure to make them more earthquake-resistant.
 Land hazard zonation maps and earthquake vulnerability profiles helped guide urban
planning and construction practices in the region.
 The earthquake prompted increased awareness and preparedness for seismic risks in
Gujarat.

Case Study 2: Earthquake-Resilient Housing in Himachal Pradesh

Background:

 Himachal Pradesh, located in a seismically active zone, recognized the need for
earthquake-resilient housing.

Action Taken:

 Community-Based Housing Projects: Various organizations, including government


agencies and non-profits, initiated community-based earthquake-resilient housing
projects.

Land Hazard Zonation:

 Land hazard zonation studies were used to identify areas with higher seismic risk in the
state.

Vulnerability Assessments:

 Vulnerability assessments were conducted to determine the seismic vulnerability of


existing housing stock.

Building Practices and Materials:

 Earthquake-resistant building practices and materials were introduced in construction


projects.

Funding and Support:

 Donors, including international organizations, provided funding and technical support for
the construction of earthquake-resilient homes.

Outcomes:

 Vulnerable communities in Himachal Pradesh received safer and more earthquake-


resilient housing, reducing the risk of casualties and property damage during seismic
events.
 Collaboration between various stakeholders, including donors, government, and local
communities, helped build earthquake resilience in the state.
Drought assessment
Drought assessment is the systematic process of evaluating the various aspects and impacts of a
drought event in order to understand its severity, duration, and effects on the environment,
society, and the economy. It typically involves the following components:

 Meteorological Assessment: This component involves monitoring and analyzing


meteorological data, such as rainfall patterns, temperature, and humidity, to determine the
onset, duration, and intensity of the drought. Meteorological indicators like the
Standardized Precipitation Index (SPI) are often used.
 Hydrological Assessment: This focuses on the assessment of water resources like river
flow, groundwater levels, and reservoir capacities. It helps in understanding the impact of
drought on water availability and quality.
 Agricultural Assessment: The impact on agriculture is a critical aspect. This includes
evaluating crop conditions, soil moisture, and the potential for crop failure. Assessments
often use indices like the Standardized Precipitation Evapotranspiration Index (SPEI) to
gauge agricultural drought.
 Economic Assessment: This involves analyzing the economic impact of drought on
various sectors, including agriculture, industry, and services. It includes estimating crop
and livestock losses, and damage to infrastructure.
 Environmental Assessment: Droughts can have severe consequences on ecosystems and
biodiversity. This component assesses the impact on forests, wetlands, and wildlife, and
evaluates the potential for long-term ecological damage.
 Social Assessment: Social assessment focuses on understanding the impact of drought
on human populations. It includes evaluating water scarcity, food security, and health, as
well as the displacement of people due to drought-induced migration.
 Risk and Vulnerability Assessment: This step assesses the vulnerability of a region to
drought events, identifying areas and communities at higher risk. It helps in targeting
relief and adaptation measures.
 Mitigation and Response Planning: Based on the assessments, strategies for drought
mitigation and response are developed. These can include implementing water
conservation measures, providing relief assistance to affected populations, and
developing long-term drought resilience plans.

Drought assessments are crucial for proactive drought management, helping governments and
organizations to prepare for and respond effectively to drought events, reduce their impact, and
build resilience in vulnerable regions. These assessments often rely on a combination of
meteorological data, remote sensing, modeling, and on-the-ground surveys to gather
comprehensive information.
Maharashtra Drought (2019): Maharashtra faced one of its worst droughts in 2019. The state
government and various organizations conducted assessments to measure the impact on
agriculture, water resources, and livelihoods. Remote sensing and GIS technologies were used to
monitor changes in land cover and assess water availability.

Bundelkhand Drought (2016): Bundelkhand, a region spanning parts of Uttar Pradesh and
Madhya Pradesh, has been facing recurrent droughts. In 2016, an assessment was done to
evaluate the impact on food security, water sources, and migration patterns. It highlighted the
need for long-term drought mitigation strategies.

Karnataka Drought (2018): Karnataka faced a severe drought in 2018, affecting several
districts. The state government conducted an assessment to determine the extent of crop loss,
water scarcity, and the overall economic impact. This assessment was used to allocate relief
funds and resources.

Latur Drought (2016): Latur district in Maharashtra experienced a severe water crisis in 2016.
The case study of Latur highlights the importance of water management and conservation
measures in drought-prone regions.

Rajasthan Drought (Various Years): Rajasthan is a perennially drought-prone state. Several


case studies have been conducted over the years to assess the impact of drought on agriculture,
livestock, and rural communities. These studies often recommend strategies for water
conservation and livelihood diversification.

Coastal flooding- storm surge assessment


1. Meteorological Data and Storm Tracking:
 Begin with the collection of meteorological data related to the storm, including its wind
speed, atmospheric pressure, and projected path.
 Use weather models and historical storm data to track and forecast the storm's
development.
2. Storm Surge Models:
 Utilize storm surge models that simulate the behavior of the ocean in response to the
storm's winds and pressure changes.
 These models incorporate factors such as bathymetry (seafloor depth), coastal
topography, tidal conditions, and the storm's characteristics to predict surge heights and
inundation patterns.
3. Tidal Influence:
 Consider the influence of astronomical tides in coastal areas. Combine predicted storm
surge heights with expected tidal levels to determine the total water level during the
event.
4. Inundation Mapping:
 Create inundation maps that show the areas at risk of flooding, incorporating predicted
surge heights, tidal conditions, and local topography.
 These maps help identify low-lying and vulnerable zones.
5. Real-Time Monitoring:
 Continuously monitor the storm and the evolving conditions, using tide gauges, weather
buoys, and remote sensing technology.
 Real-time data is crucial for updating and refining surge forecasts as the storm
approaches.
6. Risk Assessment:
 Evaluate the potential impact of the storm surge on coastal communities, critical
infrastructure, transportation networks, and ecosystems.
 Assess vulnerabilities and identify high-risk areas.
7. Emergency Preparedness and Response:
 Share surge forecasts and inundation maps with local authorities and emergency
management agencies to facilitate evacuation plans and resource allocation.
 Ensure that evacuation orders and emergency alerts are issued in a timely manner.
8. Public Communication:
 Disseminate timely and accurate information to the public, providing clear guidance on
evacuation, shelter locations, safety precautions, and the storm's progress.
 Use a variety of communication channels, including social media, emergency alert
systems, and local news outlets.
9. Post-Event Assessment:
 After the storm surge event, conduct a thorough post-event assessment to evaluate the
accuracy of surge forecasts, the effectiveness of the response, and the impact on
communities and infrastructure.
 Use the findings to improve future response plans and coastal resilience measures.
10. Long-Term Planning and Mitigation:
 Incorporate the lessons learned from storm surge events into long-term coastal planning
and resilience strategies.
 Consider measures such as improved infrastructure design, land use regulations, coastal
protection, and ecosystem restoration to reduce future vulnerability to storm surges.

Pluvial Flood Case Study in India:


When flooding exceeds the absorption capacity of the soil leads to flood known as pluvial flood
or flash flood.
Chennai Floods (2015): The city of Chennai in Tamil Nadu experienced severe pluvial flooding
in December 2015 due to exceptionally heavy rainfall. The unprecedented rainfall led to the
overflowing of urban drainage systems, resulting in extensive flooding in the city and its
suburbs. The floods disrupted transportation, damaged infrastructure, and caused significant
economic losses. This event highlighted the need for improved urban planning, drainage
infrastructure, and flood management in rapidly growing metropolitan areas.

# Chennai flood -2025

# 500 people were killed

# 1.8 million were displaced

# Economy loss - 14000- 50000 crores

Fluvial Flood Case Study in India:


When water level in a river, lake or stream rises and overflows onto the neighboring land.

Kerala Floods (2018): The state of Kerala in southwestern India faced a devastating fluvial flood
in August 2018. Intense and prolonged monsoon rains caused several rivers to overflow,
inundating vast areas and leading to significant loss of life and property. The floods were among
the worst in the state's history and emphasized the challenges of managing riverine flooding in a
region prone to heavy monsoon rains. It also underscored the importance of sustainable land use
practices and river basin management.

# Due to southwest monsoon

# 410 people were killed

# destroyed 10000 km roads

# 1 million people were left homeless

# According to meteorological department worst flood in 100years.

# Schools in 14 districts were closed.


Forest fire - case studies
A forest fire, also known as a wildfire, is an uncontrolled and often rapidly spreading fire that
occurs in forests, grasslands, or other wildland areas. These fires can have significant
environmental, economic, and social impacts. Here are some key aspects of forest fires:

Causes:

 Natural Causes: Forest fires can occur naturally due to lightning strikes or volcanic
eruptions. Lightning fires are a common natural cause in many forested regions.
 Human Causes: The majority of forest fires are caused by human activities. These can
include campfires left unattended, discarded cigarettes, arson, equipment sparks, and
land-clearing practices such as slash-and-burn agriculture.

Characteristics:

 Rapid Spread: Forest fires can spread quickly, driven by wind and fueled by dry
vegetation. The speed of their spread can make them challenging to control.
 Intense Heat: Forest fires generate intense heat, which can lead to the combustion of
trees, plants, and even the forest floor. The heat can also create its own weather patterns,
including strong winds that further fuel the fire.

Environmental Impact:

 Biodiversity Loss: Forest fires can lead to habitat destruction, killing or displacing
wildlife. Some ecosystems are adapted to fire and may even benefit from it, but severe
fires can still harm wildlife.
 Air Quality and Climate: Forest fires release smoke and particulate matter into the air,
impacting air quality and potentially contributing to climate change due to the release of
carbon dioxide.

Economic and Social Impact:

 Property Damage: Forest fires can destroy homes, infrastructure, and agricultural land,
leading to significant economic losses.
 Health Concerns: The smoke from forest fires can have serious health effects,
particularly for individuals with respiratory conditions. Evacuations may be necessary to
protect people from the immediate dangers of the fire.
Case studies

 Uttarakhand Forest Fires (2016): In 2016, the state of Uttarakhand in northern India
faced one of the worst forest fire incidents in its history. Prolonged dry conditions,
combined with high temperatures, led to widespread forest fires. Thousands of acres of
forested land were affected, and the fires posed a threat to biodiversity and air quality.
The Indian Air Force and the National Disaster Response Force (NDRF) were deployed
to assist in firefighting and relief efforts.
 Kurangani Forest Fire (2018): In March 2018, a devastating forest fire occurred in the
Kurangani hills of Tamil Nadu. A group of trekkers was caught in the blaze, resulting in
the tragic loss of several lives. This incident highlighted the dangers of forest fires for
both the environment and public safety.
 Bandipur Forest Fires (2019): The Bandipur National Park in Karnataka faced a series
of forest fires in 2019. The fires severely impacted the park's ecosystem and wildlife,
including the endangered Indian elephant and the tiger. The authorities launched
extensive efforts to control the fires and mitigate their impact on the biodiversity of the
region.
 Simlipal Forest Fires (2021): In 2021, the Simlipal Biosphere Reserve in Odisha
witnessed significant forest fires that affected vast areas of the reserve. The fires were
challenging to control due to remote terrain and difficult access. These fires raised
concerns about the loss of valuable biodiversity in the reserve.

Man made disaster


Bhopal Gas Tragedy (1984):

 Cause: The disaster was caused by the release of toxic methyl isocyanate (MIC) gas from
a pesticide plant owned by Union Carbide India Limited in Bhopal, Madhya Pradesh. The
gas leak resulted from a combination of factors, including inadequate safety measures,
equipment malfunction, and poor maintenance.
 Impact: The release of toxic gas resulted in immediate and widespread devastation.
Thousands of people died within days, and many more suffered severe health effects,
including respiratory problems, blindness, and long-term chronic illnesses. The disaster
had a devastating impact on the environment as well.
 Response: The initial response to the disaster was chaotic and inadequate. Local
hospitals were overwhelmed, and many victims did not receive prompt medical care.
Union Carbide Corporation, the parent company, provided compensation to the victims,
but the amount was widely criticized as insufficient.
 Long-term Consequences: The Bhopal Gas Tragedy left a lasting impact on the affected
individuals and the city of Bhopal. It also led to increased awareness about industrial
safety, environmental regulations, and corporate responsibility. Legal battles and protests
continued for years, demanding justice for the victims and stricter regulations for
chemical industries.

The Bhopal Gas Tragedy remains one of the most significant man-made disasters in India's
history, highlighting the importance of stringent safety measures, disaster preparedness, and
responsible corporate behavior in preventing and responding to industrial accidents.

The Chernobyl disaster

The Chernobyl disaster, which occurred on April 26, 1986, in Pripyat, Ukraine, is one of the
most infamous nuclear accidents in history. Here is a case study of the Chernobyl disaster:

Background:

 The Chernobyl Nuclear Power Plant, located near the town of Pripyat in the former
Soviet Union, was the site of the disaster.
 The accident occurred during a late-night safety test in Reactor Number 4 of the plant.
 Due to a combination of design flaws, operator errors, and a lack of safety measures, a
catastrophic explosion and fire released large amounts of radioactive materials into the
atmosphere.

Immediate Impact:

 The explosion and subsequent fires released a massive amount of radioactive particles
into the atmosphere, spreading across Europe and impacting millions of people.
 Two plant workers died on the night of the explosion, and 28 firefighters and plant
workers succumbed to acute radiation sickness within a few weeks.
 A 30-kilometer exclusion zone was established around the plant, leading to the
evacuation of thousands of residents from Pripyat and nearby areas.

Long-term Consequences:

 The long-term effects of the Chernobyl disaster were extensive and far-reaching,
including health, environmental, and economic impacts.
 Thousands of cases of thyroid cancer, particularly in children, were attributed to radiation
exposure.
 The surrounding environment, including the Red Forest near the plant, was heavily
contaminated, leading to the death of animals and significant ecological disruption.
 Many regions were declared uninhabitable, leading to the permanent displacement of
communities.

International Response:
 The Chernobyl disaster had a profound impact on nuclear safety worldwide and led to
changes in safety protocols and reactor design.
 International organizations, including the International Atomic Energy Agency (IAEA),
provided assistance in managing the crisis and mitigating its impacts.

Sarcophagus and Cleanup:

 To contain the radioactive materials and prevent further releases, a massive concrete
sarcophagus known as the "Chernobyl Shelter" was constructed over the damaged
reactor.
 In the 2010s, the New Safe Confinement (NSC), a more durable containment structure,
was placed over the original sarcophagus.
 Cleanup efforts, including the construction of a long-term storage facility for radioactive
waste, continue to this day.

The Chernobyl disaster serves as a stark reminder of the importance of nuclear safety,
emergency preparedness, and the severe consequences of nuclear accidents. It had a lasting
impact on how nuclear power is perceived, regulated, and managed globally, and it continues to
be the subject of extensive scientific study and public interest

Space based in puts for disaster mitigation and management and field works
related to disaster management
Space-based inputs play a crucial role in disaster mitigation and management. These inputs are
derived from various Earth-observing satellites and can provide valuable information for both
pre-disaster planning and post-disaster response. Here are some ways in which space-based
inputs are utilized in disaster management, along with fieldwork-related applications:

Space-Based Inputs for Disaster Mitigation and Management:

1. Early Warning and Monitoring:


 Remote sensing satellites provide real-time data on weather, including the tracking of
hurricanes, typhoons, and cyclones.
 They monitor climatic conditions, such as droughts and heavy rainfall, which can lead to
floods or wildfires.
 They detect seismic activities and volcanic eruptions.
2. Pre-Disaster Planning:
 Space-based imagery is used to identify disaster-prone areas and assess vulnerabilities.
 Land-use planning and hazard mapping are informed by satellite data to mitigate risks.
3. Disaster Response and Damage Assessment:
 After a disaster, satellite imagery is crucial for assessing the extent of damage to
infrastructure, agriculture, and natural resources.
 It helps in identifying blocked roads and affected areas, enabling more efficient
deployment of resources.
4. Search and Rescue:
 Space-based technology, including GPS and satellite phones, assists in locating disaster
survivors and coordinating rescue efforts.
5. Environmental Impact Assessment:
 Satellite data helps assess environmental damage, such as oil spills, deforestation, and
changes in land use due to disasters.
 Fieldwork-Related Activities in Disaster Management:
6. Rapid Needs Assessment:
 Field teams use satellite-based maps and data to assess immediate needs, locate affected
communities, and plan the response.
7. Rescue Operations:
 Search and rescue teams rely on satellite communication and GPS technology for
navigation and coordination.
8. Aid Distribution:
 Field workers use geographic information systems (GIS) and satellite imagery to plan the
distribution of relief materials and ensure they reach the affected population.
9. Medical Assistance:
 Field medical teams use satellite communications for telemedicine consultations and real-
time data sharing with medical experts.
10. Evacuation Planning:
 Field teams work with satellite imagery to identify safe evacuation routes and shelters.
11. Public Communication:
 Field teams may use satellite phones and other communication tools to keep the public
informed about safety measures, evacuation orders, and emergency contacts.

The integration of space-based inputs with fieldwork activities enhances the efficiency and
effectiveness of disaster mitigation and response efforts. This multidisciplinary approach,
combining remote sensing technology with on-ground fieldwork, is critical in saving lives and
reducing the impact of disasters.

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