Today I am releasing AMPds 2 (The Almanac of Minutely Power Dataset – 2 Years) a new version of my internationally recognized and very popular dataset. AMPds is a dataset consisting of electricity, water, and natural gas consumption. This dataset is ideal for testing load disaggregation/NILM and eco-feedback algorithms and prototypes. A total of 1,051,200 readings for 2 years of monitoring at one minute intervals. There are 21 power meters, 2 water meters, and 2 natural gas meters. Here are are the differences between version 1 and version 2 of AMPds:
- There are no more missing readings. The 1,000 plus readings that where missing have been added. A timestamps with a plus sign in front (e.g. +1342287840) indicate that that readings was missing before.
- There is an additional power meter RSE. To get the old accumulation values WHE value just do WHE = WHE – RSE.
- The water meter pulse reset problem has been fixed.
- Each CVS is formatted nicely so that the raw data can be read easily.
- There is a new password and more reliable downloading system. You need to email me for the new password.
I hope that AMPds can help your research be successful!
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Published by Stephen Makonin
Dr. Stephen Makonin is an Adjunct Professor in Engineering Science and the Principal Investigator of the Computational Sustainability Lab at Simon Fraser University (SFU). He received his PhD in Computing Science at Simon Fraser University in 2014 in the area of computational sustainability. He has been a software engineer for over 24 years working for various local/international industry clients. Stephen is a registered Professional Engineering (PEng) with Engineers and Geoscientists BC and a Senior Member of the IEEE. His research interests include computational sustainability and the understanding of socioeconomic issues that pertain to technological advancement. Stephen is an expert in data engineering, software engineering, and a world-renowned researcher in non-intrusive load monitoring (NILM) and disaggregation. Stephen is currently the Vice-Chair of the IEEE Signal Processing Society Vancouver Chapter and sits on the IEEE DataPort Advisory Committee. He currently serves as the Editor in Chief of the IEEE DataPort Metadata Review Board, and as an Editorial Board Member of Nature's Scientific Data journal.
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