Evidence map›Paper›PMID 40820173›Full record

ArticleScientific reports2025

Developing a reliable predictive model for the biodegradability index in industrial complex effluent.

Sadegh Partani, Amin Arzhangi, Hamidreza Azari, Hamidreza Moheghi

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Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Sadegh PartaniFaculty of Engineering, Civil Engineering Department, University of Bojnord, Northern Khorasan, Iran. s_partani@ub.ac.ir.
Amin ArzhangiFaculty of Engineering, Civil Engineering Department, University of Bojnord, Northern Khorasan, Iran.
Hamidreza AzariEnvironmental Engineering Department, Centrale Méditerranée, Marseille, Provence- Alpes-Côte d'Azur, France.
Hamidreza MoheghiFaculty of Engineering, Industrial Engineering Department, University of Bojnord, Northern Khorasan, Iran.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The interaction between chemical oxygen demand (COD) and biological oxygen demand (BOD5) in wastewater from Tehran's Paytakht and Nasirabad Industrial Parks is investigated in this work. Monitoring platforms of industrial parks were the base frame of monthly collection data for laboratory measurements (for BOD5 and COD) and in-situ measurements (for DO, EC and Temperature-T°C) with a frequency of 4-hour samples/day. Backward elimination regression analysis was employed as an integrated procedure to find out effective model removing ineffective independent variables. Multivariate Regression analysis showed a relatively strong linear relationship between COD and BOD, with independent variables with R²=0.64 and R²=0.59, respectively. A prediction model for BOD based on COD was found by analyzing important effluent quality variables using simple linear regression and a strong linear association (BOD = 0.433COD + 222) with R² = 0.94, MSE = 38,829, RMSE = 197.05 was obtained. In all of these regression analyses, model accuracy was assessed by conducting statistical tests on the residuals. To verify and improve the reliability and practicability of model, it is applied of industrial parks' wastewater records of countries around the world such as Egypt, France, India, Pakistan and Malaysia. The extracted model applied on some of the mentioned countries' records and the results of BOD prediction was matched by observations in 95% of reliability domain. Variation of BOD-COD ratio was least affected by pH and temperature; the results underline the requirement of localized validation resulting from industry-specific differences and promote cost-effective, quick wastewater evaluation, hence lowering reliance on laboratory-based BOD

Indexed as

Biodegradation, EnvironmentalIndustrial WasteModels, TheoreticalWastewaterBiological Oxygen Demand AnalysisIranIndustrial WasteWastewaterBackward elimination regressionBiodegradability indexBreusch-Pagan testCOD/BOD5 ratioEnvironmental predictionIndustrial parkIndustrial wastewaterMultivariate linear regression

Identifiers

PMID40820173
PMCPMC12358587

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.