Optimizing IC engine efficiency: A comprehensive review on biodiesel, nanofluid, and the role of artificial intelligence and machine learning

Transportation and power generation have historically relied upon Internal Combustion Engines (ICEs). However, because of environmental impact and inefficiency, considerable research has been devoted to improving their performance. Alternative fuels are necessary because of environmental concerns and the depletion of non-renewable fuel stocks. Biodiesel has the potential to reduce emissions and improve sustainability when compared to diesel fuel. Several researchers have examined using nanofluids to increase biodiesel performance in internal combustion engines. Due to their thermal and physical properties, nanoparticles in a host fluid improve engine combustion and efficiency. This comprehensive review examines three key areas for improving ICE efficiency: biodiesel as an alternative fuel, application of nanofluids, and artificial intelligence (AI)/machine learning (ML) integration. The integration of AI/ML in nanoparticle-infused biodiesel offers exciting possibilities for optimizing production processes, enhancing fuel properties, and improving engine performance. This article first discusses, the benefits of biodiesel concerning the environment and various difficulties associated with its usage. The review then explores the effects and characteristics of nanofluids in IC engines, aiming to know their impact on engine emissions and performance. After that, this review discusses the utilization of AI/ML techniques in enhancing the biodiesel-nanofluid combustion process. This article sheds light on the ongoing efforts to make ICE technology more environmentally friendly and energy-efficient by examining current research and emerging patterns in these fields. Finally, the review presents the challenges and future perspectives of the field, paving the way for future research and improvement

A survey of the workload generated by older surgical patients referred to on-call medical registrars—SNAP-3

\ua9 2025 The Authors. Background: Older surgical patients who develop medical problems are commonly referred to medical teams, which can be proactive physician-led teams or through reactive referral to the on-call medical registrar. Methods: A cross-sectional survey of on-call medical registrars who received referrals from surgical teams was conducted in March–June 2022 at 140 NHS hospitals. It focused on the workload derived from referrals of older surgical patients to on-call medical registrars, excluding referrals to existing services such as perioperative medicine, orthogeriatric, or medical specialty teams. To minimise recall bias, completion of the survey was encouraged regardless of whether a registrar had received a referral. The aim of this survey was to estimate the unplanned, acute workload generated by older surgical patients requiring referral to on-call medical registrars. The survey also aimed to estimate the prevalence and nature of training in perioperative medicine amongst medical registrars. Results: During an on-call shift, 41.3% (266/644) of medical registrars received at least one referral regarding an older surgical patient. The commonest indications were arrhythmia, acute respiratory problems, electrolyte abnormalities, suspected myocardial infarction, sepsis, and delirium. Three-quarters of registrars reported not receiving training in perioperative management of older patients. Conclusions: The findings highlight the significant workload and training gaps faced by medical registrars in managing older surgical patients. Bridging the gap between national recommendations and local services may reduce demands on on-call registrars and improve care

Innovations in metal-organic frameworks (MOFs): Pioneering adsorption approaches for persistent organic pollutant (POP) removal.

Adsorption is a promising way to remove persistent organic pollutants (POPs), a major environmental issue. With their high porosity and vast surface areas, MOFs are suited for POP removal due to their excellent adsorption capabilities. This review addresses the intricate principles of MOF-mediated adsorption and helps to future attempts to mitigate organic water pollution. This review examines the complicated concepts of MOF-mediated adsorption, including MOF synthesis methodologies, adsorption mechanisms, and material tunability and adaptability. MOFs' ability to adsorb POPs via electrostatic forces, acid-base interactions, hydrogen bonds, and pi-pi interactions is elaborated. This review demonstrates its versatility in eliminating many types of contaminants. Functionalizing, adding metal nanoparticles, or changing MOFs after they are created can improve their performance and remove contaminants. This paper also discusses MOF-based pollutant removal issues and future prospects, including adsorption capacity, selectivity, scale-up for practical application, stability, and recovery. These obstacles can be overcome by rationally designing MOFs, developing composite materials, and improving material production and characterization. Overall, MOF technology research and innovation hold considerable promise for environmental pollution solutions and sustainable remediation. Desorption and regeneration in MOFs are also included in the review, along with methods for improving pollutant removal efficiency and sustainability. Case studies of effective MOF regeneration and scaling up for practical deployment are discussed, along with future ideas for addressing these hurdles