REINFORCEMENT

RESEARCH ON REINFORCEMENT LEARNING MPPT TECHNIQUES FOR PHOTOVOLTAICAPPLICATION

Year of Publication
Publication Type
Abstract
Photovoltaic systems have drawn growing research interest in recent decades. PV generators show nonlinear current–voltage and power–voltage behavior, and their maximum power output changes with irradiance and temperature. Because PV arrays convert sunlight with relatively low efficiency, they require maximum power point tracking control to harvest as much energy as possible as light levels, shading, temperature, and module characteristics change. MPPT algorithms automatically adjust the power interface so the solar operating voltage stays near the maximum power point under varying atmospheric conditions. MPPT has become a key factor when evaluating PV system performance. This study reviews various MPPT techniques, summarizes background concepts, implementation topologies, grid interconnection issues, and solar microinverter requirements found in the literature, and offers comparative analysis with concise discussion. The review also covers MPPT advantages, disadvantages, and classification to serve as a reference for future research aimed at optimizing solar power generation. Conventional MPPT methods are simple to implement but suffer from oscillations around the maximum power point and slower tracking due to fixed perturbation steps. Intelligent methods perform better, producing smaller steady state oscillations and faster tracking compared with conventional approaches.
Supervisor(s)
co-supervisor

EXTRACTION, CHARACTERIZATION OF UNRIPE BANANA STARCH COMPOSITE AND OKRA FIBRE REINFORCEMENT

Year of Publication
Publication Type
Abstract
This study explores the extraction and characterization of starch composites derived from unripe banana (Musa spp.) reinforced with okra (Abelmoschus esculentus) fibre, with a focus on their structural, chemical, and mechanical properties. The starch was extracted from unripe bananas sourced from Evbuotubu, Benin City, while okra fibres were obtained from Oluku Market. Composite formulations were prepared by blending 10 g of banana starch with 3 g of okra fibre and plasticized using 5mL of glycerol. Fourier Transform Infrared Spectroscopy (FTIR) analysis confirmed enhanced hydrogen bonding interactions in the fibre-reinforced composite, evidenced by a stronger and slightly shifted O-H stretching peak (3300–3400 cm⁻¹) and the emergence of carboxyl (C=O) functionalities around 1700–1750 cm⁻¹. Elemental analysis revealed a decrease in carbon content from 70.02% (0G fibre) to 66.88% (3G fibre) and an increase in nitrogen from 23.40% to 29.56%, suggesting the introduction of nitrogen-rich organic components from okra fibre. The presence of calcium (0.48%) in the 3G fibre composite, absent in the 0G fibre sample, indicates mineral incorporation. Scanning Electron Microscopy (SEM) images showed a denser microstructure in the 0G fibre composite, whereas the 3G fibre composite exhibited a rougher and more porous texture, indicative of improved fibre-starch interfacial adhesion. Thermogravimetric Analysis (TGA) demonstrated enhanced thermal stability in the fibre-reinforced composite, with a higher degradation onset temperature and increased residual char content, confirming its resistance to thermal decomposition. X-ray Diffraction (XRD) patterns indicated a reduction in crystallinity upon fibre incorporation, as evidenced by broader and less intense diffraction peaks, suggesting a transition to a more amorphous structure. These findings demonstrate that okra fibre reinforcement significantly enhances the mechanical strength, thermal stability, and flexibility of starch composites, making them suitable for biodegradable applications in packaging and sustainable material development.
Supervisor(s)
co-supervisor