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Water Resource Management
IBM Watson Analytics
Arun Prasad
Gaurav Pandey
Mrunmayee Shukla
Georgia State University
Introduction
• 85% percent of the population lives in driest half of the planet.
• Only 3% of total water is fresh water and two-thirds of that is in the form of frozen glaciers.
Population vs Water availability:
• 1.1 billion people around the world lack access to water
• 2.7 billion face water scarcity during at least one month of the year.
Impacts of Water Scarcity:
What could this mean?
• By 2025, as per UNO’s projection 1.9 billion people will live in countries or regions with absolute
water scarcity
• Two-thirds of the world’s population could be under stress conditions
Objective
• Recent changes in fresh water resources across various locations.
• Impact of the following parameters on water conservation techniques:
• Precipitation
• Temperature
• Per Capita
To examine:
To Design:
• A recommendation system that would provide appropriate and optimal water conservation
solutions.
• Potential users will include:
• Government
• Infrastructure Planners
• Worldbank.org
• Global Precipitation data.
• Global temperature data.
• Water.usgs.gov
• Water used in the United States.
• ncdc.noaa.gov
• US Average temperature data..
• US Average precipitation data
• data.worldbank.org/data-catalog
• data.worldbank.org/data-catalog/global-water-costing-study
Timeframe of Analysis:
• 2010 - 2016
Data Sources
Insight1: Single solution for extreme temperature regions
IBM Watson’s analysis concluded that
• Areas with both extreme cold and
hot temperature yielded similar
recommendations, for low
precipitation values.
• Water treatment plants were
detected as the most viable
solutions at these locations.
Insight 2: What is the most common solution for water resource management?
IBM Watson inferred that:
• Underground Water harvesting to be
the most viable and optimal solution
for most of the countries.
• Underground Water harvesting – The
cheapest water management system.
• Model successfully recommends most
Optimal solution.
• Combined with the previous analysis
we can decipher that most countries
lie in the medium to high precipitation
regions and in medium to high-
temperature regions.
Insight 3: What if a country has different climatic regions?
• Countries with varying climatic
regions may needs to be analyzed
further.
• US has different temperature and
precipitation throughout.
• Data of all states gave much better
results.
• Other such country may include
India.
Insight 3: Contd..
• Underground Water Harvesting is
the most prominent solution for
US.
• The combined model
recommended Dams, as the
solution for US.
• Most of the big dams in west
coast are dried up.
• This shows Underground Water
Harvesting is better solution than
Dams.
Insight 4: Social Media Analysis [Twitter]
The Watson Twitter analysis helped us:
• Starting from the year 2016, a
sentiment analysis of Twitter feeds
related to water conservation.
• Water harvesting reveals that not
many people are talking about the
issues related to water scarcity.
• It suggests that there is a lack of
awareness among people related to
the threat of water shortages.
Insight 5: Feasibility
A feasibility study by considering the per
capita income of countries was
performed in Watson, that helped us
determine:
• What are the countries lying in 1st
quartiles (low per capita income)?
• For how many such countries Dams is
the recommended solution?
• Since Dams require huge capital, such
solution may not be feasible for these
countries.
• Watson may be trained to provide
much such insights by providing more
parameters.
Insights Dashboard:
Predictions Dashboard:
• This model and insights can be used by any country to find out most efficient water conservation
method based on the climatic conditions.
• Help countries take informed decisions to select most optimal technique for water resource
management.
• Countries with varied climates can extend this model for getting a better solution.
• Sharing resources and technologies to help underdeveloped countries implement recommended
solutions.
• Assess feasibility of recommended solution before starting implementation.
Recommendations:
Water Resource Management

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Water Resource Management

  • 1. Water Resource Management IBM Watson Analytics Arun Prasad Gaurav Pandey Mrunmayee Shukla Georgia State University
  • 2. Introduction • 85% percent of the population lives in driest half of the planet. • Only 3% of total water is fresh water and two-thirds of that is in the form of frozen glaciers. Population vs Water availability: • 1.1 billion people around the world lack access to water • 2.7 billion face water scarcity during at least one month of the year. Impacts of Water Scarcity: What could this mean? • By 2025, as per UNO’s projection 1.9 billion people will live in countries or regions with absolute water scarcity • Two-thirds of the world’s population could be under stress conditions
  • 3. Objective • Recent changes in fresh water resources across various locations. • Impact of the following parameters on water conservation techniques: • Precipitation • Temperature • Per Capita To examine: To Design: • A recommendation system that would provide appropriate and optimal water conservation solutions. • Potential users will include: • Government • Infrastructure Planners
  • 4. • Worldbank.org • Global Precipitation data. • Global temperature data. • Water.usgs.gov • Water used in the United States. • ncdc.noaa.gov • US Average temperature data.. • US Average precipitation data • data.worldbank.org/data-catalog • data.worldbank.org/data-catalog/global-water-costing-study Timeframe of Analysis: • 2010 - 2016 Data Sources
  • 5. Insight1: Single solution for extreme temperature regions IBM Watson’s analysis concluded that • Areas with both extreme cold and hot temperature yielded similar recommendations, for low precipitation values. • Water treatment plants were detected as the most viable solutions at these locations.
  • 6. Insight 2: What is the most common solution for water resource management? IBM Watson inferred that: • Underground Water harvesting to be the most viable and optimal solution for most of the countries. • Underground Water harvesting – The cheapest water management system. • Model successfully recommends most Optimal solution. • Combined with the previous analysis we can decipher that most countries lie in the medium to high precipitation regions and in medium to high- temperature regions.
  • 7. Insight 3: What if a country has different climatic regions? • Countries with varying climatic regions may needs to be analyzed further. • US has different temperature and precipitation throughout. • Data of all states gave much better results. • Other such country may include India.
  • 8. Insight 3: Contd.. • Underground Water Harvesting is the most prominent solution for US. • The combined model recommended Dams, as the solution for US. • Most of the big dams in west coast are dried up. • This shows Underground Water Harvesting is better solution than Dams.
  • 9. Insight 4: Social Media Analysis [Twitter] The Watson Twitter analysis helped us: • Starting from the year 2016, a sentiment analysis of Twitter feeds related to water conservation. • Water harvesting reveals that not many people are talking about the issues related to water scarcity. • It suggests that there is a lack of awareness among people related to the threat of water shortages.
  • 10. Insight 5: Feasibility A feasibility study by considering the per capita income of countries was performed in Watson, that helped us determine: • What are the countries lying in 1st quartiles (low per capita income)? • For how many such countries Dams is the recommended solution? • Since Dams require huge capital, such solution may not be feasible for these countries. • Watson may be trained to provide much such insights by providing more parameters.
  • 13. • This model and insights can be used by any country to find out most efficient water conservation method based on the climatic conditions. • Help countries take informed decisions to select most optimal technique for water resource management. • Countries with varied climates can extend this model for getting a better solution. • Sharing resources and technologies to help underdeveloped countries implement recommended solutions. • Assess feasibility of recommended solution before starting implementation. Recommendations: