no code implementations • 19 Apr 2024 • Daniel May, Matthew Taylor, Petr Musilek
Existing studies at the intersection of transactive energy and model-free control primarily focus on socioeconomic and self-consumption metrics, overlooking the crucial goal of reducing community-level net load variability.
no code implementations • 22 Mar 2024 • Daniel C. May, Petr Musilek
This facilitates comparing ALEX and a benchmark energy management system, which optimizes building-level self-consumption, ramping rate, and peak net load.
no code implementations • 28 Apr 2022 • Pengyue Hou, Ming Zhou, Jie Han, Petr Musilek, Xingyu Li
Adversarial training is an effective method to boost model robustness to malicious, adversarial attacks.
no code implementations • 14 Nov 2021 • Nastaran Gholizadeh, Petr Musilek
Therefore, edge computing methods, such as federated learning, are gaining more importance for this purpose.
no code implementations • 22 Oct 2021 • Mikael Sabuhi, Ming Zhou, Cor-Paul Bezemer, Petr Musilek
The goal of this review paper is to analyze and summarize: (1) which anomaly detection techniques can benefit from certain types of GANs, and how, (2) in which application domains GAN-assisted anomaly detection techniques have been applied, and (3) which datasets and performance metrics have been used to evaluate these techniques.
1 code implementation • 29 Jan 2021 • Sara Ghaemi, Sara Rouhani, Rafael Belchior, Rui S. Cruz, Hamzeh Khazaei, Petr Musilek
While the development of different blockchain networks shows great potential for blockchains, the isolated networks have led to data and asset silos, limiting the applications of this technology.
Distributed, Parallel, and Cluster Computing
no code implementations • 6 Aug 2020 • Elizaveta Kharlova, Daniel May, Petr Musilek
The proposed model is based on two seminal concepts that led to significant performance improvements of deep learning approaches in other sequence-related fields, but not yet in the area of time series prediction: the sequence to sequence architecture and attention mechanism as a context generator.
no code implementations • 15 Jan 2014 • Yifan Li, Petr Musilek, Marek Reformat, Loren Wyard-Scott
In a significant minority of cases, certain pronouns, especially the pronoun it, can be used without referring to any specific entity.