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Alina Walch
Alina Walch
Data Scientist, Urbio
No verified email
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Cited by
Year
Big data mining for the estimation of hourly rooftop photovoltaic potential and its uncertainty
A Walch, R Castello, N Mohajeri, JL Scartezzini
Applied Energy 262, 114404, 2020
1622020
Shallow geothermal energy potential for heating and cooling of buildings with regeneration under climate change scenarios
A Walch, X Li, J Chambers, N Mohajeri, S Yilmaz, M Patel, JL Scartezzini
Energy 244, 123086, 2022
482022
Quantifying the technical geothermal potential from shallow borehole heat exchangers at regional scale
A Walch, N Mohajeri, A Gudmundsson, JL Scartezzini
Renewable Energy 165, 369-380, 2021
412021
A critical comparison of methods to estimate solar rooftop photovoltaic potential in Switzerland
A Walch, N Mohajeri, JL Scartezzini
Journal of Physics: Conference Series 1343 (1), 012035, 2019
202019
Spatio-temporal modelling and uncertainty estimation of hourly global solar irradiance using Extreme Learning Machines
A Walch, R Castello, N Mohajeri, F Guignard, M Kanevski, JL Scartezzini
Energy Procedia 158, 6378-6383, 2019
192019
Spatio-temporal estimation of wind speed and wind power using extreme learning machines: predictions, uncertainty and technical potential
F Amato, F Guignard, A Walch, N Mohajeri, JL Scartezzini, M Kanevski
Stochastic Environmental Research and Risk Assessment 36 (8), 2049-2069, 2022
142022
Covid-19 mobility restrictions: impacts on urban air quality and health
N Mohajeri, A Walch, A Gudmundsson, C Heaviside, S Askari, ...
Buildings & cities 2 (1), 759, 2021
132021
A fast machine learning model for large-scale estimation of annual solar irradiation on rooftops
A Walch, R Castello, N Mohajeri, JL Scartezzini
Proceedings of Solar World Congress 2019, 2020
132020
Optimal spatial resource allocation in networks: Application to district heating and cooling
X Li, A Walch, S Yilmaz, M Patel, J Chambers
Computers & Industrial Engineering 171, 108448, 2022
102022
Strategic PV expansion and its impact on regional electricity self-sufficiency: Case study of Switzerland
A Walch, M Rüdisüli
Applied Energy 346, 121262, 2023
82023
A machine learning methodology to quantify the potential of urban densification in the Oxford-Cambridge Arc, United Kingdom
N Mohajeri, A Walch, A Smith, A Gudmundsson, D Assouline, T Russell, ...
Sustainable Cities and Society 92, 104451, 2023
62023
Quantification of the suitable rooftop area for solar panel installation from overhead imagery using Convolutional Neural Networks
R Castello, A Walch, R Attias, R Cadei, S Jiang, JL Scartezzini
Journal of Physics: Conference Series 2042 (1), 012002, 2021
62021
Quantification of existing rooftop PV hourly generation capacity and validation against measurement data
A Walch, M Rüdisüli, R Castello, JL Scartezzini
Journal of Physics: Conference Series 2042 (1), 012011, 2021
42021
Using Machine Learning to estimate the technical potential of shallow ground-source heat pumps with thermal interference
A Walch, R Castello, N Mohajeri, A Gudmundsson, JL Scartezzini
Journal of Physics: Conference Series 2042 (1), 012010, 2021
42021
Spatio-temporal estimation of renewable energy potential in built environments using big data
AUR Walch
EPFL, 2022
32022
Wind of change: predicting wind potentials for the energy transition
F Amato, F Guignard, A Walch
EGU General Assembly Conference Abstracts, EGU21-4581, 2021
12021
Evaluating the levelized costs and life cycle greenhouse gas emissions of electricity generation from rooftop solar photovoltaics: a Swiss case study
X Zhang, A Walch, M Rüdisüli, C Bauer, P Burgherr, R McKenna, ...
Environmental Research: Infrastructure and Sustainability, 2024
2024
Quand IA et SIG explorent le potentiel des énergies renouvelables
A WALCH
2021
Residential density classification for sustainable housing development using a machine learning approach
N Mohajeri, A Walch, D Assouline, A Gudmundsson, A Smith, T Russel, ...
Journal of Physics: Conference Series 2042 (1), 012017, 2021
2021
Assessment of hybrid urban renewable energy potential through sector coupling of photovoltaic electricity and geothermal heat
A Walch, R Sibuet, R Castello, JL Scartezzini
EGU General Assembly Conference Abstracts, EGU21-13411, 2021
2021
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