Effect of polynomial, radial basis, and Pearson VII function kernels in support vector machine algorithm for classification of crayfish

Garabaghi, Farid Hassanbaki; Benzer, Recep; Benzer, Semra; Günal, Çağlan

doi:10.1016/j.ecoinf.2022.101911

Cited by 8 publications

(4 citation statements)

References 51 publications

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“…These organisms play a significant role in aquatic food webs, attaining substantial biomass as macroinvertebrates. Moreover, they prove to be valuable bioindicators in determining water quality and responding to physiological and contaminant stressors (Garabaghi et al 2022). Koutrakis et al (2007) state, based on genetic and morphological data of crayfish species such as Austropotamobius torrentium, Astacus astacus, and Astacus leptodactylus, that the region is rich in biodiversity and provides a suitable habitat for these species in Greece.…”

Section: Introductionmentioning

confidence: 99%

“…Studies encompassing morphometric analyses and evaluations on Astacus leptodactylus/Pontastacus leptodactylus have been identified as (Benzer and Benzer 2018, Berber et al 2020, Gören and Karayücel 2022, Garabaghi et al 2022, Benzer and Benzer 2022, Gültepe et al 2023, Boyalık et al 2023, Dartay 2023, Alvanou et al 2024, Roljić et al 2024.…”

Section: Introductionmentioning

confidence: 99%

“…However, the relationship between length and weight is often non-linear (Froese 2006), and transformations using linear regression methods may lead to low predictive values. In such cases, traditional statistical analysis methods, especially single or multiple linear regression models, may be limited in terms of quantification and prediction (Suryanarayana et al 2008, Türeli Bilen et al 2011, Benzer et al 2017, Benzer and Benzer 2019, Benzer and Benzer 2022.…”

Section: Introductionmentioning

confidence: 99%

“…There have been numerous studies on predictive modeling using neural networks for the growth of aquatic organisms, specifically focusing on fish (Benzer and Benzer 2016, Benzer and Benzer 2017, Özcan and Serdar 2018, Özcan and Serdar 2019, Özcan 2019, Benzer and Benzer 2020, Benzer and Benzer 2023b, Akkan et al 2024) and crayfish (Türeli Bilen et al 2011, Benzer et al 2015, Benzer and Benzer 2018, Benzer and Benzer 2022.…”

Section: Introductionmentioning

confidence: 99%

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The Growth of Crayfish, which Serves as an Indicator of Clean and Healthy Water Ecosystems in the Mediterranean Region

Benzer,

Benzer

2024

AJS

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The narrow-fingered freshwater crayfish, also known as Pontastacus leptodactylus in scientific terms and referred to as such in Turkish, is a prevalent species in the inland waters of the Mediterranean region. This crayfish serves as an indicator of clean and healthy water ecosystems due to its high sensitivity to pollution and environmental changes. Its presence signals the maintenance of water quality and a balanced ecosystem. In a study on 283 freshwater crayfish in Hirfanlı Dam Lake during July and August 2023, it was observed that 53.36% were male and 46.64% were female. Length ranged from 80.44 mm to 121.11 mm, and weight varied between 11.61 g and 43.93 g. Average length and weight for males were 95.9874 ± 6.4603 mm and 24.1861 ± 5.3696 g, for females were 95.0981 ± 5.5519 mm and 21.5193 ± 3.4488 g, and for combined sexes were 95.5724 ± 6.0594 mm and 22.9422 ± 4.7579 g. The length-weight relationship (LWR) was established for females (W=0.00166359 ×TL2.0767), males (W=0.00019587×TL2.5651), and all individuals (W=0.00037111 ×TL2.4162). Exponential values "b" for LWR were 2.0767 (r2=0.993), 2.5651 (r2=0.986), and 2.4162 (r2=0.987), respectively. The study compared traditional LWR approaches with artificial intelligence methods for growth analysis, suggesting the latter as a viable alternative in assessing freshwater crayfish growth in aquatic systems.

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Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%