State of the art of machine learning models in energy systems, a systematic review

A Mosavi, M Salimi, S Faizollahzadeh Ardabili… - Energies, 2019 - mdpi.com
Machine learning (ML) models have been widely used in the modeling, design and
prediction in energy systems. During the past two decades, there has been a dramatic …

Power flow control-based regenerative braking energy utilization in ac electrified railways: Review and future trends

J Chen, H Hu, M Wang, Y Ge, K Wang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Regenerative braking energy (RBE) utilization plays a vital role in improving the energy
efficiency of electrified railways. To date, various power flow control-based solutions have …

Recuperation of regenerative braking energy in electric rail transit systems

M Khodaparastan, AA Mohamed… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Electric rail transit systems are the large consumers of energy. In trains with regenerative
braking capability, a fraction of the energy used to power a train is regenerated during …

Hierarchical distributed MPC method for hybrid energy management: A case study of ship with variable operating conditions

H Liu, A Fan, Y Li, R Bucknall, L Chen - Renewable and Sustainable …, 2024 - Elsevier
The energy management (EM) strategy, power controller, and local controller of the EM
system are coupled, and together affect hybrid power system performance. To achieve …

Deployment of autonomous trains in rail transportation: Current trends and existing challenges

P Singh, MA Dulebenets, J Pasha… - IEEE …, 2021 - ieeexplore.ieee.org
Automation is expected to effectively address the growing demand for passenger and freight
transportation, safety issues, human errors, and increasing congestion. The growth of …

Integrating renewable energy resources into the smart grid: Recent developments in information and communication technologies

MH Rehmani, M Reisslein, A Rachedi… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
Rising energy costs, losses in the present-day electricity grid, risks from nuclear power
generation, and global environmental changes are motivating a transformation of the …

Energy management of a smart railway station considering regenerative braking and stochastic behaviour of ESS and PV generation

İ Şengör, HC Kılıçkıran, H Akdemir… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
The smart grid paradigm has provided great opportunities to decrease energy consumption
and electricity bills of end users. Among a wide variety of end users, electrical railway …

Energy storage devices in electrified railway systems: A review

X Liu, K Li - Transportation safety and environment, 2020 - academic.oup.com
As a large energy consumer, the railway systems in many countries have been electrified
gradually for the purposes of performance improvement and emission reduction. With the …

An energy storage system for recycling regenerative braking energy in high-speed railway

J Chen, H Hu, Y Ge, K Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This paper proposes an energy storage system (ESS) for recycling the regenerative braking
energy in the high-speed railway. In this case, a supercapacitor-based storage system is …

Supercapacitor integrated railway static power conditioner for regenerative braking energy recycling and power quality improvement of high-speed railway system

G Cui, L Luo, C Liang, S Hu, Y Li, Y Cao… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
In order to increase the utilization rate of the regenerative braking energy (RBE), reduce the
operation cost, and improve the power quality of traction power supply system (TPSS) in …