Can artificial intelligence know disasters before they happen
the
introduction
- 👉Disasters have become increasingly widespread. From
earthquakes and hurricanes to forest fires and floods, finding ways to
confront disasters, or at least predict them, is humanity's primary
concern now and in the near future.
- 👉Researchers in the field of artificial intelligence and
geophysicists at Stanford University believe that artificial intelligence
can be fast and give the appropriate time to warn people, and here 10
seconds can save many lives.
- 👉The year 2008 witnessed an increase in severe climatic
conditions around the world, some of which were associated with heavy
rainfall and floods, and some with increased droughts and fires.
Fortunately, artificial intelligence offers a promising solution to
prevent and mitigate the effects of these disasters.
- 👉Researchers in Spain are working on developing
artificial intelligence algorithms and techniques to predict weather
changes well in advance to avoid floods or any potential danger.
- 👉In recent years, using deep learning and advanced
artificial intelligence, we have achieved promising results in terms of
predicting and forecasting earthquakes. The technology can predict the
intensity of earthquakes according to what was seen by seismic monitoring
stations, and these observations can be used to predict the intensity of
earthquakes within seconds.
- 👉Technology and research have emerged that attempt to
help governments better predict and respond to disasters such as floods,
tsunamis and earthquakes. The researchers are using deep learning
algorithms to filter out city noise so earthquake data can be better
collected. Algorithms analyze seismic data based on previous earthquakes
to predict disasters earlier and notify people more quickly
Forest
fires and flood disasters
- 👉The Joint Artificial Intelligence Center (JAIC) has
worked in collaboration with the US National Guard for over a year
building and engineering an AI-enabled capability to detect a firewall,
which is a gap in vegetation or other combustible material that acts as a barrier
to slow or stop the progression of a wildfire, viz. Another is a
path-shaped area that is uncultivated between the plantings, or on their
margins, and which is kept free of flammable vegetation.
- 👉JAIC and experts in the US National Guard joined forces
in assessing flood damage and ways to mitigate its devastating effects.
JAIC entered into a partnership with the Pacific Northwest National
Laboratory of the US Department of Energy to expand its artificial
intelligence prototypes and develop its algorithms in order to meet the
requirements of decision makers to provide relief to those affected,
direct rescue operations, and provide humanitarian and technical
assistance in the early stages of any natural disasters.
How
governments can use AI for prevention and preparation
The
potential of artificial intelligence (AI) for prevention
- 👉AI plays a critical role in personal disaster
preparedness by providing enhanced accuracy in forecasts, and by using
real-time AI tools individuals can improve their preparedness and response
to natural disasters, reduce risks, and ensure safety. Here are some ways
in which artificial intelligence can be used:
- Early warning systems: Artificial intelligence algorithms can analyze
data from sensors, weather forecasts, satellite images, and social media
to provide early warnings and predictions of impending disasters.
- Monitoring and detection: AI-powered drones, cameras and satellites can
monitor and detect signs of potential disasters, such as monitoring river
levels to detect floods or identifying areas vulnerable to wildfires.
- Modeling and simulation: AI algorithms can simulate various disaster
scenarios, helping authorities and emergency services develop effective
response plans and allocate resources efficiently.
- Real-time decision making: AI systems can process massive amounts of data in
real-time and provide actionable insights to emergency responders,
enabling them to make informed decisions quickly.
- Rescue and recovery: Robots and autonomous systems powered by
artificial intelligence can assist in search and rescue operations, survey
affected areas, and assist in disaster recovery efforts.
- Risk assessment and mapping: Artificial intelligence algorithms can assess
risk levels by analyzing historical data, geographic information, and
climate patterns. This helps governments identify high-risk areas and
allocate resources accordingly.
- Image recognition: AI-powered image recognition can quickly analyze
aerial photographs and satellite images to identify fire hotspots, flooded
areas, or other disaster-related incidents. This enables faster response
and targeted allocation of resources.
Optimization
of statistical models for better accuracy
- 👉Artificial intelligence can improve the statistical models
used in disaster management, and improve accuracy in predicting the
severity and impact of natural disasters. By analyzing historical data and
feeding it into machine learning algorithms, AI can identify patterns and
trends, enabling authorities to make more informed decisions.
- 👉AI has already shown promising results in disaster
management scenarios. For example, IBM's Deep Thunder software uses
artificial intelligence to predict severe weather events, helping
municipalities to prepare and respond effectively. Likewise, Google's
Flood Forecasting Initiative uses artificial intelligence to predict
floods in vulnerable areas, providing advanced warning and allowing
authorities to take preventive measures.
- 👉Artificial intelligence has great potential in preventing
and managing natural disasters. By harnessing the power of AI, we can
enhance preparedness, response and recovery efforts, ultimately saving
lives and reducing the devastation caused by such events.
Artificial
intelligence and corporate empowerment
- 👉For example, AI-based weather forecasting could enable
companies to determine when a storm is likely to form, as well as how fast
it is moving. This can help companies plan evacuation routes, take
preventive measures, and reduce the risk of natural disasters.
- 👉Artificial intelligence can also be used to analyze
satellite data to identify changes in the environment. This data can be
used to detect changes in the environment that could lead to increased
risk of natural disasters, as well as changes in water levels and soil
erosion that could also be indicators of an impending event. With the help
of AI, organizations can better prepare for natural disasters by taking
the necessary steps to protect their assets and communities.
- 👉In addition to predictive modeling, AI can also be used
to analyze historical data to better understand how natural disasters
occur. Artificial intelligence can be used to identify patterns in data
and develop more accurate models of how natural disasters will occur in
the future. This knowledge can then be used to create improved emergency
response plans.
- 👉Furthermore, AI can also be used to improve disaster
preparedness and response. AI-based software can be used to monitor
natural disasters in real time, allowing organizations to quickly respond
to potential risks. AI can also be used to process sensor data to provide
a better understanding of the disaster, making it easier to deploy the
right rescue resources to the right areas.
The
US Pentagon’s opinion on artificial intelligence
- 👉The Pentagon tends to rely on artificial intelligence
in facing natural disasters and providing humanitarian aid in stricken
areas. According to the US UPI news agency, the Pentagon will help develop
artificial intelligence algorithms to improve decision-making in the early
stages of natural disasters and the accompanying humanitarian efforts.
Launching
5 federations
- 👉This plan was announced in a virtual meeting via the
Internet, in which representatives of the US Departments of Defense and
Energy and Microsoft Corporation participated, in addition to an official
at the White House last weekend.
- 👉Michael Kratsios, the Pentagon's chief technology
officer, said five consortiums of companies and government agencies have
been launched. The objectives of the partnership projects between the US
government and the private sector will focus on employing the best
technological talents for artificial intelligence, starting with
decision-making to provide humanitarian aid, mitigating natural disasters,
and how to implement elaborate plans that protect lives and property.
- 👉Nand Moolchandani, acting director of the Joint
Artificial Intelligence Center (JAIC) at the Pentagon, noted that the US
military devotes significant time and resources to disaster response and
humanitarian aid. “Software (artificial intelligence) has cost
characteristics,” Mulchndani added.
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