Data augmentation and machine learning techniques for control strategy development in bio-polymerization process.

Machine learning has been increasingly used in biochemistry. However, in organic chemistry and other experiment-based fields, data collected from real experiments are inadequate and the current coronavirus disease (COVID-19) pandemic has made the situation even worse. Such limited data resources may result in the low performance of modeling and affect the proper development of a control strategy.

SPTV sheds light on flow dynamics of fractal-induced turbulence over a plate-fin array forced convection.

A 3D stationary particle tracking velocimetry (SPTV) with a unique recursive corrective algorithm has been successfully established to detect the instantaneous regional fluid flow characteristics. The veracity of SPTV is corroborated by conducting actual displacement measurement validation, which gives a maximum percentage deviation of about 0.8%.

Sustainable and cost-effective approach for the synthesis of lignin-containing cellulose nanocrystals from oil palm empty fruit bunch.

Cellulose nanocrystals (CNC) have received great research attention since the last few decades due to their extraordinary properties and wide range of applications. In this study, a sustainable and cost-effective method for the synthesis of lignin-containing cellulose nanocrystals (LCNC) from oil palm empty fruit bunch (EFB) is presented. This method is able to retain the lignin in EFB and manifest the properties of lignin.

Surface-modified nanocrystalline cellulose from oil palm empty fruit bunch for effective binding of curcumin.

Rod-shape particles have been a good drug carrier due to the long circulatory time, tumor accumulation and high cellular uptake in body. Acid-hydrolysed nanocrystalline cellulose (NCC) from empty fruit bunch exhibited a width of 13-30nm and a length of 150-360nm in rod-shape structure. NCC holds good potential as a bio-based drug carrier owing to its biodegradability and biocompatibility.

An insight into nanocellulose as soft condensed matter: Challenge and future prospective toward environmental sustainability.

Nanocellulose, a structural polysaccharide that has caught tremendous interests nowadays due to its renewability, inherent biocompatibility and biodegradability, abundance in resource, and environmental friendly nature. They are promising green nanomaterials derived from cellulosic biomass that can be disintegrated into cellulose nanofibrils (CNF) or cellulose nanocrystals (CNC), relying on their sensitivity to hydrolysis at the axial spacing of disordered domains. Owing to their unique mesoscopic characteristics at nanoscale, nanocellulose has been widely researched and incorporated as a reinforcement material in composite materials.