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This paper proposes an improved deep learning based maximum power point tracking (MPPT) in solar photovoltaic cells considering various time series based environmental inputs. Generally, artificial neural network based MPPT algorithms use…

Systems and Control · Electrical Eng. & Systems 2024-09-26 Palaash Agrawal , Hari Om Bansal , Aditya R. Gautam , Om Prakash Mahela , Baseem Khan

Using Photovoltaic systems is gradually expanded by increasing energy demand. Abundance and availability of this energy, has turned to one of the most important sources of renewable energy. Unfortunately, photovoltaic systems have two big…

Systems and Control · Electrical Eng. & Systems 2022-01-04 Alireza Tofigh Rihani , Majid Ghandchi

Solar energy utilization in places like Nepal, is often obstructed by unpredicted environmental factors and existing technological barriers. The challenges encountered often result in fluctuating energy outputs, hindering the transition to…

Systems and Control · Electrical Eng. & Systems 2024-12-11 Diwakar Khadka , Satish Adhikari , Atit Pokharel , Sandeep Marasinee , Aayush Pathak

This paper proposes a resilient-backpropagation-neural-network-(Rprop-NN) based algorithm for Photovoltaic (PV) maximum power point tracking (MPPT). A supervision mechanism is proposed to calibrate the Rprop-NN-MPPT reference and limit…

Signal Processing · Electrical Eng. & Systems 2018-12-07 Yao Cui , Zhehan Yi , Jiajun Duan , Di Shi , Zhiwei Wang

The performance of a photovoltaic system is subject to varying environmental conditions, and it becomes more challenging to track the maximum power point (MPP) and maintain the optimal performance when partial shading occurs. In this paper,…

Signal Processing · Electrical Eng. & Systems 2018-05-15 Leian Chen , Xiaodong Wang

A revised Incremental Conductance (IncCond) maximum power point tracking (MPPT) algorithm for PV generation systems is proposed in this paper. The commonly adopted traditional IncCond method uses a constant step size for voltage adjustment…

Computational Engineering, Finance, and Science · Computer Science 2014-05-21 Meng Yue , Xiaoyu Wang

The presented work focuses on utilising machine learning techniques to accurately estimate accurate values for known and unknown parameters of the PVLIB model for solar cells and photovoltaic modules.Finding accurate model parameters of…

Machine Learning · Computer Science 2023-04-18 Sahil Kumar , Sahitya Gupta , Vajayant Pratik , Pascal Brunet

We present a nonlinear equivalent resistance tracking method to optimize the power output for solar arrays. Tracking an equivalent resistance results in nonlinear voltage step sizes in the gradient descent search loop. We introduce a new…

Systems and Control · Electrical Eng. & Systems 2024-09-23 Chaitanya Poolla , Abraham K. Ishihara

This paper proposes a novel topology for grid connected photovoltaic (PV) system based on modular multilevel converter (MMC). In this topology, a PV array is connected to capacitors of each submodule (SM) of the MMC through a DC-DC boost…

Systems and Control · Electrical Eng. & Systems 2020-04-28 Farog Mohamed , Shailesh Wasti , Shahab Afshar , Pablo Macedo , Vahid Disfani

Under Partial shading conditions (PSC), traditional MPPT methods such as, P&O, IncCon and SMC, cannot track down the Global MPP. Thus, the energy conversion of the PV modules will decrease. To overcome this drawback, two evolutionary…

Systems and Control · Electrical Eng. & Systems 2024-11-26 Yehia Lalili , Meriem Halimi , Toufik Bouden

P-V characteristic of photovoltaic (PV) arrays under partially shaded conditions (PSC) has multiple peaks, and conventional maximum power point tracking (MPPT) algorithms may fail to track the global maximum power point (GMPP) because of…

Signal Processing · Electrical Eng. & Systems 2018-09-18 M. Amin Ghasemi , Mostafa Parniani , S. Fariborz Zarei , Hossein Mohammadian Foroushani

This paper presents a fast power-setpoint tracking algorithm to enable utility-scale photovoltaic (PV) systems to provide high quality grid services such as power reserves and fast frequency response. The algorithm unites maximum…

Systems and Control · Electrical Eng. & Systems 2021-10-05 Victor Paduani , Hui Yu , Bei Xu , Ning Lu

This paper focuses on performance analyzing and dynamic modeling of the current grid-tied fixed array 6.84kW solar photovoltaic system located at Florida Atlantic University (FAU). A battery energy storage system is designed and applied to…

Applied Physics · Physics 2017-10-03 Genesis Alvarez , Hadis Moradi , Mathew Smith , Ali Zilouchian

This paper proposes a computationally efficient, real-time maximum power point tracking (MPPT) algorithm tailored for low-power photovoltaic (PV) systems operating under fast-changing irradiance and partial shading conditions (PSC). The…

Systems and Control · Electrical Eng. & Systems 2025-11-27 Kimia Ahmadi , Wouter A. Serdijn

One of the most important issues in the operation of a photovoltaic (PV) system is extracting maximum power from the PV array, especially in partial shading condition (PSC). Under PSC, P-V characteristic of PV arrays will have multiple peak…

Signal Processing · Electrical Eng. & Systems 2018-10-31 Mohammad Amin Ghasemi , Hossein Mohammadian Foroushani , Mostafa Parniani

Micro-inverter technologies are becoming increasingly popular as a choice of grid connection for small-scale photovoltaic systems. Efficiently harvesting the maximum energy from a photovoltaic system reduces the Levelized cost for solar…

Systems and Control · Electrical Eng. & Systems 2020-09-15 Sean Ritson , Ahmad Elkhateb

The photovoltaic system uses the photovoltaic array as a source of electrical power for the direct conversion of the sun radiation to direct current without any environmental hazards. The main purpose of this research is to design a…

Signal Processing · Electrical Eng. & Systems 2018-08-08 Choo Kian Hoe , Aravind Chokalingam Vaithlingam , Rozita Teymourzadeh , Rajparthiban Rajkumar

The increasing global demand for clean and environmentally friendly energy resources has caused increased interest in harnessing solar power through photovoltaic (PV) systems for smart grids and homes. However, the inherent unpredictability…

Machine Learning · Computer Science 2023-10-24 Saman Soleymani , Shima Mohammadzadeh

This paper presents an algorithm for power curtail-ment of photovoltaic (PV) systems under fast solar irradiance intermittency. Based on the Perturb and Observe (P&O) technique, the method contains an adaptive gain that is compensated in…

Systems and Control · Electrical Eng. & Systems 2024-09-05 Victor Paduani , Lidong Song , Bei Xu , Ning Lu

Solar photovoltaic (PV) technology has merged as an efficient and versatile method for converting the Sun's vast energy into electricity. Innovation in developing new materials and solar cell architectures is required to ensure lightweight,…

Signal Processing · Electrical Eng. & Systems 2022-12-29 Satyam Bhatti , Habib Ullah Manzoor , Bruno Michel , Ruy Sebastian Bonilla , Richard Abrams , Ahmed Zoha , Sajjad Hussain , Rami Ghannam
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