Machine Learning Model for Local Gas Demand

Machine Learning Model for Local Gas DemandISO New England is a not-for-profit, independent system operator responsible for ensuring the safe and reliable flow of electricity in New England. They play a crucial role in planning for the future of the electric grid and are at the forefront of New England's transition to clean energyInternship: Machine Learning Model for Local Gas DemandDepartment: System Operations and Market AdministrationPreferred Majors: Data Science, Computer Science, Applied MathDepartment Description:The Operations Energy Security Team provides regular energy security forecasts for New England, looking ahead 21 days and beyond to the upcoming summer/winter. These forecasts consider factors that might cause electricity shortages, including:Fuel availabilityEmissions restrictionsKnown generator outagesTiming of intermittent renewables like wind and solarWhat You'll Work On:Develop and test a model to predict local gas heating demand using one or more machine learning algorithms in Python, based on existing local temperature forecasts.This local/zonal model will improve predictions for natural gas availability, a key driver in energy security forecasts.Analyze and document emissions restrictions on New England generators by scraping public emissions permits.Impact of Your Work:The products of this internship (a local gas demand model and an emissions restrictions catalog) are needed to support planned improvements to energy security forecasting tools.Skills and Experience Needed:Python (intermediate or higher)Coursework or previous research/internship experience in machine learning algorithmsGit Version Control Experience (preferred, not required)Additional Requirements:Completed at least the first year of college and currently enrolled in a four-year or graduate-level academic programMust have the authority to work in the US on a permanent basis without requiring sponsorshipEqual Opportunity Employer: ISO New England is an equal opportunity employer.Drug-Free Workplace: ISO New England maintains a drug-free workplace and performs pre-employment substance abuse testing.J-18808-Ljbffr