Joakim Munkhammar
Senior Lecturer/Associate Professor at Institutionen för samhällsbyggnad och industriell teknik; Byggteknik och byggd miljö
- Telephone:
- +46 18 471 31 15
- E-mail:
- joakim.munkhammar@angstrom.uu.se
- Visiting address:
- Ångströmlaboratoriet, Lägerhyddsvägen 1
752 37 Uppsala - Postal address:
- Box 169
751 04 Uppsala
- Academic merits:
- Docent in Engineering Science
- CV:
- Download CV
More information is available to staff who log in.
Short presentation
The focus of my research is on solar irradiance variability, photovoltaic power generation, transportation, electric vehicle charging and energy use in the built environment. My research is interdisciplinary but main my expertise regards developing mathematical, statistical and machine learning models for simulations and forecasting in space and time. My teaching is focused on solar energy, infrastructure and built environment energy systems.
Publications
Selection of publications
- PHEV Home-Charging Model Based on Residential Activity Patterns (2013)
- Quantifying self-consumption of on-site photovoltaic power generation in households with electric vehicle home charging (2013)
- On the dust abundance gradients in late-type galaxies (2012)
- Markov-chain modeling of energy users and electric vehicles (2012)
- A stochastic model for collective resident activity patterns and energy use (2012)
- A flexible Markov-chain model for simulating demand side management strategies with applications to distributed photovoltaics (2012)
Recent publications
- Urban-scale energy matching optimization with smart EV charging and V2G in a net-zero energy city powered by wind and solar energy (2024)
- Analysis of large-scale energy retrofit of residential buildings and their impact on the electricity grid using a validated UBEM (2024)
- Identifying small decentralized solar systems in aerial images using deep learning (2023)
- Economic estimations of a PV park combined with stationary battery storage operation on day-ahead and frequency regulation markets (2023)
- Day-ahead probabilistic forecasting at a co-located wind and solar power park in Sweden (2023)
All publications
Articles
- Urban-scale energy matching optimization with smart EV charging and V2G in a net-zero energy city powered by wind and solar energy (2024)
- Analysis of large-scale energy retrofit of residential buildings and their impact on the electricity grid using a validated UBEM (2024)
- Identifying small decentralized solar systems in aerial images using deep learning (2023)
- Day-ahead probabilistic forecasting at a co-located wind and solar power park in Sweden (2023)
- The Impact of Considering State of Charge Dependent Maximum Charging Powers on the Optimal Electric Vehicle Charging Scheduling (2023)
- On the properties of residential rooftop azimuth and tilt uncertainties for photovoltaic power generation modeling and hosting capacity analysis (2023)
- Optimal PV-EV sizing at solar powered workplace charging stations with smart charging schemes considering self-consumption and self-sufficiency balance (2022)
- Infinite hidden Markov model for short-term solar irradiance forecasting (2022)
- Comparative studies of EV fleet smart charging approaches for demand response in solar-powered building communities (2022)
- Evaluation of simplified building energy models for urban-scale energy analysis of buildings (2022)
- Combined PV-EV hosting capacity assessment for a residential LV distribution grid with smart EV charging and PV curtailment (2021)
- Review on power-production modeling of hybrid wind and PV power parks (2021)
- Very short term load forecasting of residential electricity consumption using the Markov-chain mixture distribution (MCM) model (2021)
- Modeling combined global, beam, and diffuse clear-sky indices with Markov-chain mixture distribution models (2021)
- Probabilistic load flow analysis of electric vehicle smart charging in unbalanced LV distribution systems with residential photovoltaic generation (2021)
- An alternative optimal strategy for stochastic model predictive control of a residential battery energy management system with solar photovoltaic (2021)
- Improved Photovoltaic Self-Consumption in Residential Buildings with Distributed and Centralized Smart Charging of Electric Vehicles (2020)
- Smart charging of electric vehicles considering photovoltaic power production and electricity consumption (2020)
- 104.32 The Riemann zeta function as a sum of geometric series (2020)
- Review of probabilistic load flow approaches for power distribution systems with photovoltaic generation and electric vehicle charging (2020)
- Estimating the spatiotemporal potential of self-consuming photovoltaic energy to charge electric vehicles in rural and urban Nordic areas (2020)
- Clear-sky index space-time trajectories from probabilistic solar forecasts (2020)
- Probabilistic solar forecasting benchmarks on a standardized dataset at Folsom, California (2020)
- Scenario-based modelling of the potential for solar energy charging of electric vehicles in two Scandinavian cities (2019)
- Photovoltaics and opportunistic electric vehicle charging in the power system (2019)
- Probabilistic forecasting of high-resolution clear-sky index time-series using a Markov-chain mixture distribution model (2019)
- A spatiotemporal Markov-chain mixture distribution model of the clear-sky index (2019)
- A generative hidden Markov model of the clear-sky index (2019)
- An N-state Markov-chain mixture distribution model of the clear-sky index (2018)
- A Markov-chain probability distribution mixture approach to the clear-sky index (2018)
- Spatial Markov chain model for electric vehicle charging in cities using geographical information system (GIS) data (2018)
- Modeling of photovoltaic power generation and electric vehicles charging on city-scale (2018)
- Residential probabilistic load forecasting (2018)
- Probabilistic forecasting of solar power, electricity consumption and net load (2018)
- Probabilistic forecasting of electricity consumption, photovoltaic power generation and net demand of an individual building using Gaussian Processes (2018)
- Review on probabilistic forecasting of photovoltaic power production and electricity consumption (2018)
- Polynomial probability distribution estimation using the method of moments (2017)
- An autocorrelation-based copula model for generating realistic clear-sky index time-series (2017)
- A copula method for simulating correlated instantaneous solar irradiance in spatial networks (2017)
- On the properties of aggregate clear-sky index distributions and an improved model for spatially correlated instantaneous solar irradiance (2017)
- Probabilistic Load Flow for Power Grids With High PV Penetrations Using Copula-Based Modeling of Spatially Correlated Solar Irradiance (2017)
- Self-consumption enhancement and peak shaving of residential photovoltaics using storage and curtailment (2016)
- Correlation modeling of instantaneous solar irradiance with applications to solar engineering (2016)
- Elbilarna kommer - men hur ska de laddas? (2015)
- John Nash, 1928-2015: En fenomenal, men besvärlig hjärna (2015)
- Household electricity use, electric vehicle home-charging and distributed photovoltaic power production in the city of Westminster (2015)
- On a probability distribution model combining household power consumption, electric vehicle home-charging and photovoltaic power production (2015)
- Characterizing probability density distributions for household electricity load profiles from high-resolution electricity use data (2014)
- PHEV Home-Charging Model Based on Residential Activity Patterns (2013)
- Chaos in a fractional order logistic map (2013)
- Norra Djurgårdsstaden (2013)
- Quantifying self-consumption of on-site photovoltaic power generation in households with electric vehicle home charging (2013)
- On the dust abundance gradients in late-type galaxies (2012)
- Short-term probabilistic forecasting at a co-located wind and solar power park in Sweden
- On a Probability Distribution Convolution Approach to Clear-Sky Index and a Generalized Ångström Equation
- A city-level assessment of residential PV hosting capacity for low-voltage distribution systems considering rooftop data and uncertainties
Books
- نظرية الإشعاع الشمسي (2021)
- Solar Radiation Theory (2019)
- Mankind's Universe (2015)
- Distributed Photovoltaics, Household Electricity Use and Electric Vehicle Charging (2015)
- Människans universum (2014)
- Markov-chain modeling of energy users and electric vehicles (2012)
Conferences
- Economic estimations of a PV park combined with stationary battery storage operation on day-ahead and frequency regulation markets (2023)
- Validation of a PV generation model for simulation of wide area aggregated distributed PV power generation that takes into individual systems locaiton and orientation into account (2023)
- Very short-term scenario-based probabilistic forecasting of PV park power production (2023)
- Validating and Improving an Aggregated EV Model for Energy Systems Evaluation (2023)
- Validating and Improving an Aggregated EV Model for Energy Systems Evaluation (2023)
- Validating and Improving the Aggregated EV Model for Energy Systems Evaluation (2023)
- The Impacts Of Electric Vehicles And Photovoltaics On The Substations Of A Medium Sized Swedish City (2023)
- Residential building with rooftop solar PV system, battery storage and electric vehicle charging (2022)
- Socioeconomic and demographic factors behind the deployment of domestic photovoltaic and solar thermal systems in three Swedish municipalities (2022)
- Downscaling global, beam and diffuse horizontal irradiance based on hour resolution global horizontal irradiance using Markov mixture distribution modeling (2022)
- Direct forecast of solar irradiance for EV smartcharging scheme to improve PV self-consumptionat home (2021)
- Estimating the socio-economic drivers of residential photovoltaic systems adoption in a Swedish city (2021)
- Increasing the photovoltaic self-consumption and reducing peak loads in residential buildings with electric vehicle smart charging (2019)
- Probabilistic forecasting of the clear-sky index using Markov-chain mixture distribution and copula models (2019)
- Potential of battery storage systems to increase the self-consumption of photovoltaics in charging of electric vehicles in residential buildings (2019)
- Spatio-Temporal Downscaling of Hourly Solar Irradiance Data Using Gaussian Copulas (2019)
- Modelling City Scale Spatio-temporal Solar Energy Generation and Electric Vehicle Charging Load (2018)
- Optimal De-Centralized Smart Home-Charging: Potential Study (2018)
- Probabilistic clear-sky index forecasts using Gaussian process ensembles (2018)
- Photovoltaics and opportunistic electric vehicle charging in a Swedish distribution grid (2017)
- Autonomous Electric Vehicle Fleet Charging in Cities (2017)
- An autocorrelation-based copula model for producing realistic clear-sky index and photovoltaic power generation time-series (2017)
- Modelling charging of electric vehicles using mixture of user behaviours (2017)
- Probabilistic modeling of public electric vehicles charging based on travel survey data (2017)
- A comparison of strategies for net demand forecasting in case of PV power production and electricity consumption (2017)
- Investigating the effect of aggregation on prediction intervals in case of solar power, electricity consumption and net demand forecasting (2017)
- Preventing overvoltage in a distribution grid with large penetration of photovoltaic power (2016)
- Copula correlation modeling of aggregate solar irradiance in spatial networks (2016)
- Electricity self-sufficiency and primary energy use in a Swedish residential community, after building renovation and implementation of photovoltaics, small-scale CHP, and electric vehicles (2016)
- Self-consumption enhancement of residential photovoltaics with battery storage and electric vehicles in communities (2015)
- Runaway Growth of Fractal Dust Grains (2015)
- Simulating dispersed photovoltaic power generation using a bimodal mixture model of the clear-sky index (2015)
- Runaway growth of fractal dust grains (2014)
- A Bernoulli Distribution Model for Plug-in Electric Vehicle Charging based on Time-use Data for Driving Patterns (2014)
- Electric Vehicle Charging and Photovoltaic Power Production from Eight Solar Charging Stations in Sweden (2014)
- Photovoltaic self-consumption potential of alternative year-round daylight savings time (2013)
- Evaluating the benefits of a solar home energy management system: impacts on photovoltaic power production value and grid interaction (2013)
- A stochastic model for collective resident activity patterns and energy use (2012)
- A flexible Markov-chain model for simulating demand side management strategies with applications to distributed photovoltaics (2012)
- Widespread integration of distributed photovoltaics at high latitudes (2011)
Reports
- Future load in substations of medium sized Swedish cities (2023)
- Enhancing creative and critical thinking with open problems in engineering sciences (2020)
- Characterization of extensive city-scale solar power generation (2017)
- Nya lösningar för fjärrvärme i miljonprogramsområden (2017)
- Framtida krav på elnäten (2014)
- Krav på framtidens elnät - smarta elnät (2014)
- Prosumer with demand-response: Distribution network impact and mitigation (2013)
- Prosumer with demand-response:Distribution network impact and mitigation (2013)
- Photovoltaics, electric vehicles and energy users: A case study of the Royal Seaport - Visions and energy user expectations (2011)
- Riemann-Liouville Fractional Einstein Field Equations (2010)
Other
