A System Dynamics Approach to Global Warming (Noah) Junho Kang.

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A System Dynamics A System Dynamics Approach to Global Approach to Global Warming Warming (Noah) Junho Kang (Noah) Junho Kang

Transcript of A System Dynamics Approach to Global Warming (Noah) Junho Kang.

Page 1: A System Dynamics Approach to Global Warming (Noah) Junho Kang.

A System Dynamics A System Dynamics Approach to Global WarmingApproach to Global Warming

(Noah) Junho Kang(Noah) Junho Kang

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Purpose/GoalsPurpose/Goals

• Create a convincing model of global warming scenario

• Complicated enough to explain the whole scenario to a reasonable extent, but simple enough to be understood easily and applied

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Scope of the ProjectScope of the Project

• Estimate, to a certain degree, the effects that increasing amount of Carbon Dioxide gas will have on the Earth's atmosphere over a fixed period of time. The "effects" currently include, but is not limited to, global temperatures, frequency of hurricanes, methane release, and other consequences that will arise from increasing global temperature.

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Expected ResultsExpected Results

• Direct Cause-and-effect relationship between Earth’s Global Temperature and Carbon Dioxide Concentration

• Demonstrate the negative impacts of Global Warming

• Accelerating Cycle of Global Warming

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BackgroundBackground

• Daisyworld

• Parallel Computing-based Climate Simulations

• System Dynamics Modeling and Agent-based Modeling

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TheoryTheory

• System Dynamics Modeling

• Netlogo

• STELLA

• Complex System Modeling

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Current Progress on ModelCurrent Progress on Model

• Five Stocks: Land, Soil, Atmosphere, Ocean and Fuel

• Eight Flows: External Addition, Photosynthesis, Respirations

• Variables

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System Dynamics Model System Dynamics Model (Carbon Cycle)(Carbon Cycle)

Ocean Atmosphere Fossil Fuel

Soil Land BiotaOut/In

(Negligible)

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System Dynamics Model System Dynamics Model (Secondary)(Secondary)

Global Temperature

Ice Hurricanes

AlbedoOcean

TemperatureMethane in Atmosphere

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Variables UsedVariables Used

• Fossile Fuel: Amount of Carbon inside Fossile Fuel

• Atmosphere: Amount of Carbon (Mostly Carbon Dioxide and Methane) inside Atmosphere, directly affects Global Temperature

• Land Biota: Amount of Carbon present in Land organisms, like plants. Help control the amount of carbon by Photosynthesis/Respiration

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Variables Used - ContinuedVariables Used - Continued

• Soil: Amount of Carbon present in Soil, controls the amount of Carbon Dioxide in Atmosphere by respiration and slowly recovers the amount of Fossil Fuel.

• Ocean: Amount of Carbon present in Ocean, mostly in the form of Carbon Dioxide and Methane dissolved in water. Potentially very important, helps control amount of carbon by dissolving it.

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Equations UsedEquations Used

• External Addition (Fossil Fuel → Atmosphere, mostly)

• Photosynthesis (Land → Atmosphere)((Pmax * (pCO2_eff / (pCO2_eff + Khs))) * (1 + (Tsens_p * global-temp)))

• Plant Respiration (Atmosphere → Land)– (Photosynthesis * .5) / dt

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Equations Used - ContinuedEquations Used - Continued

• Litter Fall (Land → Soil)– (50 * (Land / 610))

• Soil Respiration (Soil → Atmosphere)– ((49.4 / INIT_Soil) * Soil * (1 +

(Tsens_sr * global-temp)))• Runoff (Soil → )– (0.6 * (Soil / INIT_soil))

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Progress on Code - 1QTProgress on Code - 1QT

• Output system consisting of an Output file and a graph

• Automatic external addition correction checks 10,000 ticks during run

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Progress on Code - 2QTProgress on Code - 2QT

• External Addition Cycle

• Netlogo Chart Output

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ResultsResults

• Current results show a relationship between global temperature and Carbon Dioxide concentration in Atmosphere.

• As Carbon Dioxide concentration in Atmosphere increases, Earth’s self-balancing system starts working, and attempts to balance the temperature.

• Climate change is accelerated by melting of ice and release of Methane gas.

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Results – Before Fuel AdditionResults – Before Fuel Addition

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Results – After Fuel AdditionResults – After Fuel Addition