City electric power consumption forecasting based on big data neural network under smart grid background

09/01/2023
by   Zhengxian Chen, et al.
0

With the development of the electric power system, the smart grid has become an important part of the smart city. The rational transmission of electric energy and the guarantee of power supply of the smart grid are very important to smart cities, smart cities can provide better services through smart grids. Among them, predicting and judging city electric power consumption is closely related to electricity supply and regulation, the location of power plants, and the control of electricity transmission losses. Based on big data, this paper establishes a neural network and considers the influence of various nonlinear factors on city electric power consumption. A model is established to realize the prediction of power consumption. Based on the permutation importance test, an evaluation model of the influencing factors of city electric power consumption is constructed to obtain the core characteristic values of city electric power consumption prediction, which can provide an important reference for electric power related industry.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/26/2021

Towards a Secure and Resilient All-Renewable Energy Grid for Smart Cities

The concept of smart cities is driven by the need to enhance citizens' q...
research
09/06/2020

A Survey on Smart Metering Systems using Blockchain for E-Mobility

Electricity is an essential comfort to support our daily activities. Wit...
research
06/13/2018

A Framework for Detecting and Translating User Behavior from Smart Meter Data

The European adoption of smart electricity meters triggers the developme...
research
02/22/2022

Outing Power Outages: Real-time and Predictive Socio-demographic Analytics for New York City

Electrical outages continue to occur despite technological innovations a...
research
12/09/2021

Clairvoyance: Intelligent Route Planning for Electric Buses Based on Urban Big Data

Nowadays many cities around the world have introduced electric buses to ...
research
09/23/2022

Power Management in Smart Residential Building with Deep Learning Model for Occupancy Detection by Usage Pattern of Electric Appliances

With the growth of smart building applications, occupancy information in...
research
03/13/2022

A smart electric bike for smart cities

This is a Masters Thesis completed at University College Dublin, Ireland...

Please sign up or login with your details

Forgot password? Click here to reset