Distributed and Asynchronous Operational Optimization of Networked Microgrids

02/06/2021
by   Nima Nikmehr, et al.
0

Smart programmable microgrids (SPM) is an emerging technology for making microgrids more software-defined and less hardware-independent such that converting distributed energy resources (DERs) to networked community microgrids becomes affordable, autonomic, and secure. As one of the cornerstones of SPM, this paper pioneers a concept of software-defined operation optimization for networked microgrids, where operation objectives, grid connection, and DER participation will be defined by software and plug-and-play, and can be quickly reconfigured, based on the development of modularized and tightened models and a novel asynchronous price-based decomposition-and-coordination method. Key contributions include: (1) design the architecture of the operational optimization of networked microgrids which can be readily implemented to ensure the programmability of islanded microgrids in solving the distributed optimization models, (2) realize a novel discrete model of droop controller, and (3) introduce a powerful distributed and asynchronous method Distributed and Asynchronous Surrogate Lagrangian Relaxation (DA-SLR) to efficiently coordinate microgrids asynchronously. Two case studies are tested to demonstrate the efficiency of developed DA-SLR, and specifically, the testing results show the superiority of DA-SLR as compared to previous methods such as ADMM.

READ FULL TEXT

page 1

page 2

research
05/22/2018

Gradient Energy Matching for Distributed Asynchronous Gradient Descent

Distributed asynchronous SGD has become widely used for deep learning in...
research
09/18/2021

Asynchronous and Distributed Data Augmentation for Massive Data Settings

Data augmentation (DA) algorithms are widely used for Bayesian inference...
research
11/06/2017

Impact of Communication Delay on Asynchronous Distributed Optimal Power Flow Using ADMM

Distributed optimization has attracted lots of attention in the operatio...
research
06/27/2018

Amortized Analysis of Asynchronous Price Dynamics

We extend a recently developed framework for analyzing asynchronous coor...
research
07/19/2019

ASYNC: Asynchronous Machine Learning on Distributed Systems

ASYNC is a framework that supports the implementation of asynchronous ma...
research
12/22/2021

Domain Decomposition in space-time of 4D-VAR Data Assimilation problem: a case study on the ROMS software

Domain Decomposition of 4D-VAR Data Assimilation (DD-4DVAR) is made up o...

Please sign up or login with your details

Forgot password? Click here to reset