Strategic Investment Decision Making for Value Creation in Energy Transition: A Reinforcement Learning Approach

Name: Strategic Investment Decision Making for Value Creation in Energy Transition: A Reinforcement Learning Approach
Uploaded: 2026-10-11T18:33:18.948542+00:00
Duration: 297 s
Description: The research creates a simulation and uses Reinforcement Learning to find optimal investment policies for energy companies moving toward net-zero emissions. The RL agent learns to balance maximizing profit, minimizing CO2 costs, and achieving competitive advantage by dynamically reallocating funds across oil & gas, renewables, and CO2 reduction sectors over 25 years.

The research creates a simulation and uses Reinforcement Learning to find optimal investment policies for energy companies moving toward net-zero emissions. The RL agent learns to balance maximizing profit, minimizing CO2 costs, and achieving competitive advantage by dynamically reallocating funds across oil & gas, renewables, and CO2 reduction sectors over 25 years.

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