Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Authors: Giulia Rinaldi ; Lola Botman ; Oscar Agudelo and Bart De Moor

Affiliation: KU Leuven, Department of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, Kasteelpark Arenberg 10, 3001 Leuven, Belgium

Keyword(s): Decision Support System, Smart Plug Forecasting, Artificial Intelligence Pipeline.

Abstract: Artificial Intelligence pipelines are increasingly used to address specific challenges, such as forecasting smart plug loads. Smart plugs, which remotely control various appliances, can significantly reduce energy consumption in commercial buildings by about 20% when effectively scheduled using AI techniques. Designing these AI pipelines involves numerous steps and variables, requiring collaboration and shared knowledge among designers. A Decision Support System (DSS) can facilitate this process. This paper introduces the Explorative Decision Support System (EX-DSS), which extends the classical DSS framework. The EX-DSS integrates an Explorative Management Subsystem to provide project-specific recommendations and a Data Quality (DQ) module to validate user inputs, ensuring clarity and enhancing information sharing. The EX-DSS architecture framework was tested through a software prototype designed to create AI pipelines for forecasting smart plug loads. The study found that using the EX-DSS improves the quality of suggestions, making them more problem-specific and resulting in a more personalized and meaningful user experience, with a significant potential to reduce energy consumption in commercial buildings. (More)

CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.17.183.154

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Rinaldi, G., Botman, L., Agudelo, O. and De Moor, B. (2024). EX-DSS: An Explorative Decision Support System for Designing and Deploying Smart Plug Forecasting Pipelines. In Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - KMIS; ISBN 978-989-758-716-0; ISSN 2184-3228, SciTePress, pages 197-205. DOI: 10.5220/0012925800003838

@conference{kmis24,
author={Giulia Rinaldi and Lola Botman and Oscar Agudelo and Bart {De Moor}},
title={EX-DSS: An Explorative Decision Support System for Designing and Deploying Smart Plug Forecasting Pipelines},
booktitle={Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - KMIS},
year={2024},
pages={197-205},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012925800003838},
isbn={978-989-758-716-0},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - KMIS
TI - EX-DSS: An Explorative Decision Support System for Designing and Deploying Smart Plug Forecasting Pipelines
SN - 978-989-758-716-0
IS - 2184-3228
AU - Rinaldi, G.
AU - Botman, L.
AU - Agudelo, O.
AU - De Moor, B.
PY - 2024
SP - 197
EP - 205
DO - 10.5220/0012925800003838
PB - SciTePress