A decoupling evaluation method for a wind power prediction error based on k-nearest neighbor search first calculates a prediction error caused by a power correction stage based on information of planned and actual available capacities, finds real meteorological data closest to numerical weather…
A method for quantifying and assessing a scheduling risk considering source load fluctuation and rescheduling, and an apparatus for quantifying and assessing a scheduling risk considering source load fluctuation and rescheduling are provided. The method includes establishing a scene set considering…
Embodiments relate to generating time-series energy usage forecast predictions for energy consuming entities. Machine learning model(s) can be trained to forecast energy usage for different energy consuming entities. For example, a local coffee shop location and a large grocery store location are…
Presented herein are techniques for balancing energy usage. A method can include obtaining energy consumption patterns of a plurality of devices that consume energy in an environment from a plurality of data sources. The method can further include analyzing operational patterns of the plurality of…
A building energy system includes equipment operable to consume, store, or discharge energy resources purchased from a utility supplier to satisfy energy loads and a controller configured to allocate the energy resources across the equipment over a prediction horizon by performing a stochastic…
A method for operating a microgrid includes: calculating, based on historical data including a historical input vector of an input quantity, a historical output vector of two output quantities of the microgrid, and a reference trajectory including target values for the two output quantities, a…
Lowest cost usage scheduling of an energy system during a time interval of interest is achieved by utilizing two components of learning and optimization. First, several learning methods are used to forecast energy production and if needed energy consumption of a given group of energy components as…
Disclosed are a method and system for utilizing wind energy in mariculture. The method includes performing fitting on a wind energy power time series and a historical actual wind energy power time series, obtaining a historical fitted wind energy power time series, inputting the historical fitted…
An energy control system employing agentic machine learning techniques to intelligently manage hydrogen production and storage, solar energy production, and interfacing with external systems such as the grid and virtual power plants (VPPs). In accordance with various embodiments of the present…
Various embodiments of the teachings herein include an energy management system for a building having power consumption devices, power generation devices, and power storage devices. An example includes: a monitoring unit to acquire information about power generated by the power generation devices…
A method comprising: receiving, by an apparatus or system, a first set of values for an electric grid, a second set of values for a first electricity supply, and a third set of values for a second electricity supply; receiving, by the apparatus or system, data from a plurality of electricity…
An energy management system includes a plurality of electrical consumers, an asset aggregator. The plurality of electrical consumers is configured to consume electrical power supplied by an electrical power grid. The plurality of electrical consumers is within a geographical region. The asset…
Power management is provided. A system for power management includes one or more processors. The processors are configured to detect, from a plurality of sensors for a vehicle, sensor data indicative of an evolving route. The processors are configured to provide, to a remote server, the sensor…
An example operation may include one or more of determining a future time to receive energy at a location based on historical energy consumed at the location over time, determining respective environmental factors of receiving energy from a plurality of energy sources at the location at the future…
This invention concerns a method to manage a local low-voltage electrical power grid, wherein each building (B) connected to said grid comprises a building power management system (BPMS) which . is monitoring and controlling the power flows within the considered building (B) and configured to…
The disclosure relates to control device, a system a method and a computer program product for calculating optimal distribution of timed-energy attribute certificates.
A vehicle configured to provide energy to a building is disclosed. The vehicle may include a transceiver configured to receive a set point temperature, historical building load consumption information and current building load consumption information associated with the building. The vehicle may…
Die vorliegende Anmeldung stellt ein Verfahren, eine Vorrichtung und eine elektronische Ausrüstung zur Blindleistungseinstellung einer integrierten Feldstation für einen Ventilator, eine Photovoltaik und eine Energiespeichereinheit bereit, umfassend die folgenden Schritte: Erfassen von…
The present disclosure provides systems and methods for managing electrical energy generated by a renewable microgrid. One or more processors of a system may store priorities for one or more consumer loads; forecast an amount of available electrical energy for a time period; allocate a first…
Methods and systems for determining a hosting capacity in a distribution grid are disclosed herein. The methods and systems may use optimization models that consider operating conditions of a distribution grid having a distinct topology, characteristics, and predetermined performance parameters…
An example system may include an energy storage unit and various processors configured to communicate with components of the energy storage unit. The example system may determine a consumption model that predicts a future consumption for a node based on local power consumption for the node. The…
A predictive controller for a building energy system obtains a function that defines an amount of energy consumed by both waterside equipment and airside equipment during a time period as a summation of multiple equipment-specific energy components including a waterside energy component indicating…
Systems and methods are described herein for novel uses and/or improvements to artificial intelligence applications in an environment with limited or no available data. In particular, systems and methods are described herein for providing network arrangement recommendations based on power…
Disclosed techniques relate to orchestrating power consumption reductions across a number of hosts. A current value for an aggregate power threshold of a plurality of hosts may be identified. During a first time period, an aggregate power consumption of the plurality of hosts may be managed using…
The disclosure provides a multi-energy integrated short-term load forecasting method and system, which relates to the technical field of load forecasting. In the disclosure, after classifying the acquired relevant data of multi-energy integrated short-term load forecasting, the data after sample…
An AI-based platform for enabling intelligent orchestration and management of power and energy is provided herein. The AI-based platform includes a set of simulation systems that are configured to perform at least one simulation of at least one energy-related operation performed by a set of…
A method and a device for forecasting an electric load, an electronic device, and a computer-readable storage medium are provided. The method includes: acquiring historical load data prior to a forecast date; generating a load sequence based on the historical load data; performing variational mode…
The method includes obtaining first information including electric power supply and demand conditions of one or more first consumers managed by a first aggregator; obtaining second information including electric power supply and demand conditions of one or more second consumers managed by a second…
A power generation system for an aircraft includes a first power source, a second power source, and a power dispatch module communicatively coupled with the first and second power sources. The power dispatch module includes a controller having one or more processors configured to perform a…
Disclosed are a net load forecasting method and apparatus for a new energy electric power market. The method includes: obtaining and performing data preprocessing on new energy output data and external environmental data, and extracting strongly correlated features from the new energy output data…