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The Load Frequency Control (LFC) scheme, with its primary aim being the maintenance of uniform frequency, has been a heavily researched topic for decades. Achieving a consistent frequency necessitates a delicate balance between load demand and power generation. Researchers strive to find an optimal solution within the LFC domain-one that can effectively withstand drastic load fluctuations. Despite a plethora of efforts, the LFC dilemma remains unresolved, complicated by factors such as dwindling demand-supply and the rapid integration of renewables. Furthermore, the lack of innovation in controller structure design exacerbates the complexity of solving modern LFC problems. Consequently, a robust control approach capable of handling uncertainties while simultaneously regulating system frequency becomes crucial. In light of this, we propose a novel hybrid control architecture called 2DOF-PID-TD. This architecture combines Two Degrees Of Freedom Proportional-Integral-Derivative (2DOF-PID) and Tilt-Derivative (TD) controllers. To optimize the proposed controller, we employ a metaheuristic called the Artificial Gorilla Troops Optimizer (AGTO), which mimics the social behavior and intelligence of gorilla troops. The proposed approach is analyzed in a realistic multi-area multi-source hydro-thermal system, accounting for nonlinearities, random load perturbations, and system parametric uncertainties. Experimental results, when compared with current state-of-the-art optimization algorithms and traditional controller structures, demonstrate the prowess of our approach in terms of precision, robustness, and resilience.
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http://dx.doi.org/10.1016/j.heliyon.2024.e36753 | DOI Listing |
Water Res
September 2025
Department of Civil & Environmental Engineering, Temple University, 1947N. 12th Street, Philadelphia, PA 19122, USA. Electronic address:
Microbial processes have been extensively engineered to remove contaminants and recover value-added products. Despite their practical significance, these processes present unique challenges in both design and operation due to the inherent variability and complexity of microbial populations and communities. As the driving force of engineered microbial systems, the activity of microbial populations and the structure of their communities remain difficult to control and model.
View Article and Find Full Text PDFJ Colloid Interface Sci
September 2025
Department of Chemistry, State Key Laboratory of Porous Materials for Separation and Conversion, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials, and iChEM, Fudan University, Shanghai 200438, China. Electronic address:
We present a coordination-inspired strategy for assembling binary nanocrystal superlattices (BNSLs) using CdSe nanotetrapods as symmetry-encoding building blocks. Exploiting their intrinsic tetrahedral geometry, which mimics the sp hybridization of carbon atoms in a diamond lattice, we encode spatially defined binding sites that guide regioselective coassembly with spherical nanocrystals. By tuning the size ratio between components, we achieve both three-dimensional and two-dimensional BNSLs with long-range structural order.
View Article and Find Full Text PDFEpidemiol Serv Saude
September 2025
Instituto Aggeu Magalhães, Fundação Oswaldo Cruz, Recife, PE, Brazil.
Objective: To estimate the incidence and factors associated with SARS-CoV-2 reinfection and post-vaccination infection in nursing professionals.
Methods: This was a prospective, descriptive, and analytical cohort study conducted in Recife from March 2020 to January 2023, following 399 nursing professionals. The cumulative incidences of COVID-19 infection and reinfection were estimated with a 95% confidence interval (95%CI).
Sci Adv
September 2025
Department of Electrical and Computer Engineering, National University of Singapore, Singapore 117583, Singapore.
Embodied intelligence in soft robotics offers unprecedented capabilities for operating in uncertain, confined, and fragile environments that challenge conventional technologies. However, achieving true embodied intelligence-which requires continuous environmental sensing, real-time control, and autonomous decision-making-faces challenges in energy management and system integration. We developed deformation-resilient flexible batteries with enhanced performance under magnetic fields inherently present in magnetically actuated soft robots, with capacity retention after 200 cycles improved from 31.
View Article and Find Full Text PDFPLOS Glob Public Health
September 2025
International Training and Education Center for Health, Seattle, Washington, United States of America.
Retention on antiretroviral therapy (ART) is critical for achieving viral load suppression (VLS) among people living with HIV (PLHIV). Retention remains challenging in high-prevalence settings like Malawi. Short messaging service (SMS) interventions, particularly hybrid two-way texting (2wT), show promise in improving ART retention.
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