Showing 3041 - 3050 of 5708 Items
Outlier Detection in Energy Datasets
Date: 2022-01-01
Creator: Stephen Crawford
Access: Open access
- In the past decade, numerous datasets have been released with the explicit goal of furthering non-intrusive load monitoring research (NILM). NILM is an energy measurement strategy that seeks to disaggregate building-scale loads. Disaggregation attempts to turn the energy consumption of a building into its constituent appliances. NILM algorithms require representative real-world measurements which has led institutions to publish and share their own datasets. NILM algorithms are designed, trained, and tested using the data presented in a small number of these NILM datasets. Many of the datasets contain arbitrarily selected devices. Likewise, the datasets themselves report aggregate load information from building(s) which are similarly selected arbitrarily. This raises the question of the representativeness of the datasets themselves as well as the algorithms based on their reports. One way to judge the representativeness of NILM datasets is to look for the presence of outliers in these datasets. This paper presents a novel method of identifying outlier devices from NILM datasets. With this identification process, it becomes possible to mitigate and measure the impact of outliers. This represents an important consideration to the long-term deployment of NILM algorithms.
Unraveling Paradise: Colonialism and Disguise in German Language Literature
Date: 2022-01-01
Creator: Brigita Kant
Access: Open access
- For centuries, the Pacific Islands have been disguised by Europeans through the trope of “island paradise." Despite Europe’s role in bringing colonization and racial oppression to Oceania, the dominant narrative has been that Pacific Islanders lead simple lives, untouched from the complicated aspects of the “modern world.” This narrative has enabled White outsiders to fantasize about the Pacific Islands as a place for personal denial of Western social conventions, simultaneously allowing White European men to fetishize and possess Pacific Island culture and identity. My honors project will closely examine three fictional German language texts- Haimotochare (1819), Der Papalagi (1920), and Imperium (2012)- centered around the exploration German colonial involvement in Pacific Islands. My analysis of these texts will allow for the understanding of how the false narrative of “island paradise” came to be, how it has been embraced and weaponized, and what it means for both German and Pacific Islander post-colonial identity.