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NRES 404

Environmental Sensors and Data Science

Catalog2026-2027
Credits3 units
LevelUpper Division
Standard

Overview

Description

Technology has driven rapid advancements in environmental sensing, but data science applications require careful field experiments and data management. Developing effective environmental monitoring requires knowledge across a variety of disciplines: field methods, electronics, computer programming, time series analysis, machine learning, and physical modelling. In this course, students will develop skills in these fields through hands-on activities and projects.

Requirements

Prerequisites

NRES 217NRES 295STAT 152APST 270
Original catalog text

Prerequisites

Prerequiste(s): NRES 217 and NRES 295 andSTAT 152 or APST 270

Units

Lecture2
Laboratory Studio1

Catalog Details

Offering

Offered: Every Fall

Terms

fall

Attributes

Standard

Learning Outcomes

  • deploy an environmental sensor system by choosing sensors, programming dataloggers, estimating power needs, and understanding basic electronics in a hands-on setting.
  • create a quality assurance plan and quality control procedures for their sensor system or existing public dataset.
  • create a data management plan, associated metadata, and release the data in a public format using data their own data or a public dataset.
  • analyze existing time series data, improve its quality, and apply it in a model to make predictions using lab assignments and a class project.