Andrew P. Reiman
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View article: Socially Concave Game Design for Orchestration among Power Distribution System Applications
Socially Concave Game Design for Orchestration among Power Distribution System Applications Open
View article: DistOPF: Advanced Solutions for Distribution Optimal Power Flow Analysis - DistOPF v0.2 Documentation
DistOPF: Advanced Solutions for Distribution Optimal Power Flow Analysis - DistOPF v0.2 Documentation Open
View article: Risk-Aware Planning of Power Distribution Systems Using Scalable Cloud Technologies
Risk-Aware Planning of Power Distribution Systems Using Scalable Cloud Technologies Open
The uncertainty in distribution grid planning is driven by the unpredictable spatial and temporal patterns in adopting electric vehicles (EVs) and solar photovoltaic (PV) systems. This complexity, stemming from interactions among EVs, PV s…
View article: Survey of Use Cases and Scenarios on the Open Energy Data Initiative Solar Systems Integration (OEDI SI) Platform
Survey of Use Cases and Scenarios on the Open Energy Data Initiative Solar Systems Integration (OEDI SI) Platform Open
The Open Energy Data Initiative Solar Systems Integration (OEDI SI) Data and Modeling Platform offers a comprehensive set of use cases tailored for power systems analysis. Each use case is centered around a specific power system analysis p…
View article: Clustering Interval Load with Weather to Create Scenarios of Behind-the-Meter Solar Penetration
Clustering Interval Load with Weather to Create Scenarios of Behind-the-Meter Solar Penetration Open
Forecasting load at the feeder level has become increasingly challenging with the penetration of behind-the-meter solar, as this self-generation (also called total generation) is only visible to the utility as aggregated net-load. This wor…
View article: GridAPPS-D Distributed App Architecture and API for Modular and Distributed Grid Operations
GridAPPS-D Distributed App Architecture and API for Modular and Distributed Grid Operations Open
As power distribution systems evolve in complexity and scale, the coordination and control of distributed energy resources (DERs), intelligent devices, and agents become increasingly challenging. Distribution utilities are investing in adv…
View article: Application Deconfliction Characterization and Alternatives Analysis
Application Deconfliction Characterization and Alternatives Analysis Open
This report provides an overview of the domain space and solution techniques that could be used to create a robust, flexible app deconfliction service. Three approaches are reviewed with summaries of the characteristics, elements, and resu…
View article: Distributed Rules-Based Deconfliction of ADMS Applications: Part 1: Requirements & Decomposition
Distributed Rules-Based Deconfliction of ADMS Applications: Part 1: Requirements & Decomposition Open
This work introduces a rules-based deconfliction methodology for resolving conflicting device control commands issued by advanced power applications considering a range of technical, economic, environmental, and social objectives. The meth…
View article: Distributed Rules-Based Deconfliction of ADMS Applications - Part 2: Conceptual Implementation
Distributed Rules-Based Deconfliction of ADMS Applications - Part 2: Conceptual Implementation Open
This work introduces a rules-based deconfliction methodology for resolving conflicting device control commands issued by advanced power applications considering a range of technical, economic, environmental, and social objectives. The meth…
View article: A Framework for Cooperation Among Power Distribution System Applications
A Framework for Cooperation Among Power Distribution System Applications Open
View article: App Deconfliction: Orchestrating Distributed, Multi-Agent, Multi-Objective Operations for Power Systems
App Deconfliction: Orchestrating Distributed, Multi-Agent, Multi-Objective Operations for Power Systems Open
Advanced distribution systems need to integrate and orchestrate an increasing number of increasingly intelligent subsystems and grid-edge devices while serving multiple system-level objectives such as resilience, decarbonization, equity, a…
View article: Multi-Objective Power Distribution Operations: Characterizing Conflict and System Volatility
Multi-Objective Power Distribution Operations: Characterizing Conflict and System Volatility Open
With the rapid proliferation of distributed energy resources and advancement in sensing and control, deploying advanced applications has become crucial for power distribution operations to achieve resilience, economy, decarbonization, and …
View article: PNNL DSSE Docker Image
PNNL DSSE Docker Image Open
This is the docker image for Pacific Northwest National Laboratory's DSSE (distribution system state estimator) used for the demo of OEDI-SI platform. To support the operation of modern distribution systems, operators require real-time vis…
View article: KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High Solar Scenarios
KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High Solar Scenarios Open
With the expected rise in behind-the-meter solar penetration within the distribution networks, there is a need to develop time-series forecasting methods that can reliably predict the net-load, accurately quantifying its uncertainty and va…
View article: Distributed Application Architecture and LinkNet Topology Processor for Distribution Networks Using the Common Information Model
Distributed Application Architecture and LinkNet Topology Processor for Distribution Networks Using the Common Information Model Open
Ongoing decarbonization efforts and increasing penetrations of distributed energy resources (DERs) may soon disrupt current operational paradigms, requiring a shift from centralized control and optimization to hierarchical and distributed …
View article: Admittance Matrix Validation for Power Distribution System Models Using a Networked Equipment Model Framework
Admittance Matrix Validation for Power Distribution System Models Using a Networked Equipment Model Framework Open
The evolving nature of electric power distribution systems is motivating the development of advanced applications for utility planning, operation, management, and control. These model-based applications interact with multiple subsystems wi…
View article: Harmonic Modeling, Data Generation, and Analysis of Power Electronics-Interfaced Residential Loads
Harmonic Modeling, Data Generation, and Analysis of Power Electronics-Interfaced Residential Loads Open
Integration of electronics-based residential appliances and distributed energy resources in homes is expected to rise with grid decarbonization. These devices may introduce significant harmonics into power networks that need to be closely …
View article: Microgrids, Infrastructure Resilience, and Advanced Controls Launchpad (MIRACL): Use Cases and Definitions
Microgrids, Infrastructure Resilience, and Advanced Controls Launchpad (MIRACL): Use Cases and Definitions Open
This resource document is designed to establish common use cases and definitions for U.S. Department of Energy national laboratories and partners participating in the Microgrids, Infrastructure Resilience, and Advanced Controls Launchpad (…
View article: American-Made Challenges Round 2 Voucher: Orison Enables Solar
American-Made Challenges Round 2 Voucher: Orison Enables Solar Open
This report documents the technical assistance provided to Orison as part of the American-Made Challenges Round 2 Voucher: Orison Enables Solar project. A testbed was developed and used to demonstrate, using modeling and simulation, the ca…
View article: Distribution system segmented model simplification with independent dynamically changing end-use loads
Distribution system segmented model simplification with independent dynamically changing end-use loads Open
View article: Distributed Wind Representation in Modeling and Simulation Tools: An Assessment of Existing Tools
Distributed Wind Representation in Modeling and Simulation Tools: An Assessment of Existing Tools Open
PNNL evaluated the inclusion of wind in distributed energy resource modeling and simulation tools. Tools were assessed based on a survey of publicly available and readily accessible information. While the authors have made a good faith eff…
View article: Coordinated PEV Charging for Distribution System Management
Coordinated PEV Charging for Distribution System Management Open
Plug-in electric vehicles (PEVs) can help to reduce worldwide dependence on petroleum and carbon emissions. In the past a few years, PEVs have received considerable attention as an eco-friendly and cost-effective alternative to conventiona…
View article: Distribution System State Estimation in the Presence of High Solar Penetration
Distribution System State Estimation in the Presence of High Solar Penetration Open
Low-to-medium voltage distribution networks are experiencing rising levels of distributed energy resources, including renewable generation, along with improved sensing, communication, and automation infrastructure. As such, state estimatio…
View article: Distribution System State Estimation in the Presence of High Solar\n Penetration
Distribution System State Estimation in the Presence of High Solar\n Penetration Open
Low-to-medium voltage distribution networks are experiencing rising levels of\ndistributed energy resources, including renewable generation, along with\nimproved sensing, communication, and automation infrastructure. As such, state\nestima…
View article: Power Factor Correction in Feeders With Distributed Photovoltaics Using Residential Appliances as Virtual Batteries
Power Factor Correction in Feeders With Distributed Photovoltaics Using Residential Appliances as Virtual Batteries Open
Thermostatically controlled residential appliances have built-in thermodynamic storage that, even within a narrow temperature band that need not degrade the comfort level of occupants, can be used to provide a variety of value streams to p…
View article: Model-Based Fault Detection of Inverter-Based Microgrids and a Mathematical Framework to Analyze and Avoid Nuisance Tripping and Blinding Scenarios
Model-Based Fault Detection of Inverter-Based Microgrids and a Mathematical Framework to Analyze and Avoid Nuisance Tripping and Blinding Scenarios Open
Traditional protection methods such as over-current or under-voltage methods are unreliable in inverter-based microgrid applications. This is primarily due to low fault current levels because of power electronic interfaces to the distribut…
View article: Electric Power Distribution System Model Simplification Using Segment Substitution
Electric Power Distribution System Model Simplification Using Segment Substitution Open
Quasi-static time-series (QSTS) simulation is used to simulate the behavior of distribution systems over long periods of time (typically hours to years). The technique involves repeatedly solving the load-flow problem for a distribution sy…
View article: Model Segmentation and Simplification for Electric Power Distribution Systems
Model Segmentation and Simplification for Electric Power Distribution Systems Open
Quasi-static time-series (QSTS) simulation is used to simulate the behavior of electric power distribution systems over long periods of time (typically hours to years). The technique involves repeatedly solving the load-flow problem for a …
View article: An Analysis of Distributed Photovoltaics on Single-Phase Laterals of Distribution Systems
An Analysis of Distributed Photovoltaics on Single-Phase Laterals of Distribution Systems Open
The adoption of distributed photovoltaic systems promises to benefit society by reducing pollution and dependence on finite natural resources. When deployed carefully, distributed photovoltaic systems have the potential to provide economic…