paper-with-me

홈 › Papers

Creating a Baseline for Robust Energy Savings Estimation in Households

2020-11-26 · Eftychios Protopapadakis, Anastasia Garbi, Anna Malamou, Maria Kaselimi, Zisis Pontikas, Anastasios Doulamis, Nikolaos Doulamis, Kostas Vasilakis, Nassos Michas, Emmanouel Alexakis

In this paper we present a methodology appropriate for establishing a user-specific hourly-based benchmark period of energy consumption. Such values can be used as reference for explicitly calculating energy savings. The required equipment is limited to low cost sensors. The so-called baseline allows for an explicit comparison of the household consumption now and then, once appropriate adjustments are made to handle the different conditions (e.g. temperature variation). When involving user motivation strategies, hourly based energy savings can provide multiple advantages. However, there are two major factors affecting the baseline construction: corrupted or missing data values and unordinary patterns. In this paper we provide an analytical methodology to handle such scenarios and create year-long hourly-based consumption baseline.

📄 PDF Abstract BibTeX arXiv:2012.02257

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Policy Expectation Counts? The Impact of China's Delayed Retirement Announcement on Urban Households Savings Rates

2023-07-05 · Shun Zhang

This article examines the impact of China's delayed retirement announcement on households' savings behavior using data from China Family Panel Studies (CFPS). The article finds that treated households, on average, experi…

Algorithmic Control Improves Residential Building Energy and EV Management when PV Capacity is High but Battery Capacity is Low

2025-05-26 · Lennart Ullner, Alona Zharova, Felix Creutzig

Efficient energy management in prosumer households is key to alleviating grid stress in an energy transition marked by electric vehicles (EV), renewable energies and battery storage. However, it is unclear how households…

Deep Reinforcement Learningenergy managementManagementModel Predictive Control

Portuguese Households Savings in Times of Pandemic: A Way to Better Resist the Escalating Inflation?

2023-04-05 · Ana Lucia Luis, Natalia Teixeira, Rui Braz

March 2020 confinement has shot Portuguese savings to historic levels, reaching 13.4% of gross disposable income in early 2021 (INE, 2023). To find similar savings figures we need to go back to 1999. With consumption red…

Who cuts emissions, who turns up the heat? causal machine learning estimates of energy efficiency interventions

2025-08-06 · Bernardino D'Amico, Francesco Pomponi, Jay H. Arehart, Lina Khaddour arxiv

Reducing domestic energy demand is central to climate mitigation and fuel poverty strategies, yet the impact of energy efficiency interventions is highly heterogeneous. Using a causal machine learning model trained on na…

Health Care Expenditures, Financial Stability, and Participation in the Supplemental Nutrition Assistance Program (SNAP)

2018-11-13

This paper examines the association between household healthcare expenses and participation in the Supplemental Nutrition Assistance Program (SNAP) when moderated by factors associated with financial stability of househo…

Nutrition