Parallel Smell Agent Optimization (SAO): Collaborative Subpopulations for Accelerated Convergence

Symmetry, Journal Year: 2025, Volume and Issue: 17(4), P. 592 - 592

Published: April 13, 2025

In the dynamically evolving field of collective computational optimization, modern approaches increasingly incorporate bio-inspired techniques, such as Smell Agent Optimization (SAO), to address complex, high-dimensional problems inherent contemporary scientific and industrial applications. While these methods are distinguished by their dynamic convergence heuristic ability explore vast solution spaces, growing complexity hinders application in real-world, large-scale scenarios where simultaneous speed precision critical. To overcome this challenge, present research advances a pioneering parallel implementation SAO, which transcends simple workload distribution integrating collaboration mechanisms intelligent information dispersal among autonomous subpopulations. Concurrently, method is enriched with innovative rules for exchanging optimal solutions between These not only prevent premature local minima but also establish continuous flow that accelerates global exploration space. Experimental validation proposed demonstrated that, through optimized parameterization diffusion mechanisms, SAO’s efficiency can exceed 50%, achieving reductions both number objective function evaluations total execution time. This outcome holds particular significance problems, balancing cost accuracy decisive factor. findings underscore potential SAO deliver sustainable real-world challenges open new horizons theory practice optimization. The implications extend domains data analysis, systems, adaptive resource management, rapid precise optimization paramount.

Language: Английский

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Geologic considerations in agrochemical use: impact assessment and guidelines for environmentally safe farming

World Journal of Advanced Research and Reviews, Journal Year: 2024, Volume and Issue: 22(2), P. 1761 - 1771

Published: May 30, 2024

Agrochemicals play a vital role in modern agriculture, aiding crop protection and enhancing yields. However, their use can have significant environmental implications, particularly regarding soil water quality. This review explores the geologic considerations agrochemical use, focusing on impact assessment guidelines for environmentally safe farming practices. The factors influencing are multifaceted. Soil composition structure affect retention leaching of agrochemicals, impacting availability to crops potential contamination. Geological processes, such as erosion sedimentation, transport agrochemicals bodies, leading pollution. Understanding these is crucial assessing impacts environment. Impact involves evaluating its effects soil, water, ecosystems. Techniques sampling, geophysical surveys, remote sensing help assess distribution movement information essential developing management practices minimize impacts. Guidelines aim reduce mitigate Practices integrated pest management, conservation tillage, precision agriculture need enhance health. Additionally, proper storage, handling, disposal prevent In conclusion, environment By integrating into agricultural practices, farmers footprint ensure long-term sustainability systems.

Language: Английский

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Assessing agricultural practices in seismically active regions: Enhancing HSE protocols for crop and livestock safety

International Journal of Applied Research in Social Sciences, Journal Year: 2024, Volume and Issue: 6(6), P. 1084 - 1102

Published: June 6, 2024

Seismically active regions present unique challenges for agricultural practices, particularly concerning Health, Safety, and Environment (HSE) protocols ensuring the safety well-being of crops livestock. This study aims to assess current practices in seismically propose enhancements HSE mitigate risks associated with seismic events. The assessment will focus on understanding vulnerabilities systems activity, including impact soil stability, irrigation systems, animal welfare. It also consider existing their effectiveness addressing risks. By evaluating case studies conducting field surveys, identify best technologies enhancing regions. Key areas include management improve stability reduce risk landslides, retrofitting infrastructure such as barns storage facilities withstand forces, implementing early warning farmers protect livestock during Additionally, explore role insurance financial mechanisms mitigating economic events operations. findings this are expected contribute development guidelines recommendations regions, thereby improving resilience research is crucial sustainability prone ultimately safeguarding food security livelihoods these Keywords: Agricultural Practices, Active Regions, Protocols, Livestock Crop.

Language: Английский

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A review of Communication and Data Networks Algorithms Shaping Modem Connectivity

Published: Sept. 18, 2024

Language: Английский

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Nutrient nexus: Linking soil, plants, animals and humans

Plant Science Today, Journal Year: 2024, Volume and Issue: 11(sp4)

Published: Dec. 31, 2024

The complex interrelationships between soil, plants, animals, and humans form the nutrient nexus, where health well-being of each component are intricately linked. This article comprehensively explores dynamics nutrients through this continuum, emphasizing vital role management in ensuring food security, sustainable agriculture, a balanced ecosystem. It delves into importance at various levels, investigating case studies that illustrate correlation soil availability, plant uptake, animal nutrition, human health. also examines government initiatives, practices, strategies like dietary diversification, biofortification, fortification, supplementation to combat deficiencies. integration traditional knowledge with modern scientific advancements advocates for holistic approach management, considering local resources, cultural environmental conditions. Ultimately, highlights necessity efficient not only security but preserving delicate balance our planet's ecosystems future generations.

Language: Английский

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