PROJECT TITLE:

Neural Network-Based Model Design for Short-Term Load Forecast in Distribution Systems - 2015

ABSTRACT:

Accurate forecasts of electrical substations are obligatory for the efficiency of the Advanced Distribution Automation functions in distribution systems. The paper describes the planning of a category of machine-learning models, specifically neural networks, for the load forecasts of medium-voltage/low-voltage substations. We tend to focus on the methodology of neural network model style so as to obtain a model that has the best achievable predictive ability given the obtainable information. Variable selection and model selection are applied to electrical load forecasts to confirm an optimal generalization capability of the neural network model. Real measurements collected in French distribution systems are used to validate our study. The results show that the neural network-primarily based models outperform the time series models and that the look methodology guarantees the best generalization ability of the neural network model for the load forecasting purpose based mostly on the identical data.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : NCF: A Neural Context Fusion Approach to Raw Mobility Annotation ABSTRACT: Improving business intelligence in mobile environments requires a thorough comprehension of human mobility patterns on a point-of-interest
PROJECT TITLE : Graph Neural Network for Fraud Detection via Spatial-temporal Attention ABSTRACT: Card fraud is a significant problem that results in significant financial losses for cardholders as well as the banks that issue
PROJECT TITLE : CNN-LSTM: Hybrid Deep Neural Network for Network Intrusion Detection System ABSTRACT: The importance of network security to our day-to-day interactions and networks cannot be overstated. The importance of having
PROJECT TITLE : Traffic Anomaly Detection in Wireless Sensor Networks Based on Principal Component Analysis and Deep Convolution Neural Network ABSTRACT: Because of the proliferation of wireless networks, wireless sensor networks
PROJECT TITLE : The Devil Is in the Details An Efficient Convolutional Neural Network for Transport Mode Detection ABSTRACT: The objective of the classification problem known as transport mode detection is to devise an algorithm

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry