Details

Title

Evaluation of the impact of explanatory variables on the accuracy of prediction of daily inflow to the sewage treatment plant by selected models nonlinear

Journal title

Archives of Environmental Protection

Yearbook

2017

Numer

No 3

Publication authors

Divisions of PAS

Nauki Techniczne

Instructions for authors [EN]

<p><strong>Instructions for Authors</strong></p> <p>Archives of Environmental Protection is a quarterly published jointly by the Institute of Environmental Engineering of the Polish Academy of Sciences and the Committee of Environmental Engineering of the Polish Academy of Sciences. Thanks to the cooperation with outstanding scientists from all over the world we are able to provide our readers with carefully selected, most interesting and most valuable texts, presenting the latest state of research in the field of engineering and environmental protection.</p> <p><strong>Scope</strong></p> <p>The Journal principally accepts for publication original research papers covering such topics as:</p> <ul> <li>Air quality, air pollution prevention and treatment;</li> <li>Wastewater treatment and utilization;</li> <li>Soil protection and remediation;</li> <li>Hydrology and water quality, water treatment;</li> <li>Waste management;</li> <li>Ecosystem restoration, toxicology and sustainability;</li> <li>Transformations and transport of organic pollutants in the environment;</li> <li>Transformations and transport of inorganic pollutants in the environment;</li> <li>Measurement techniques used in environmental engineering and monitoring;</li> <li>Other topics directly related to environmental engineering and environment protection.</li> </ul> <p>The Journal accepts also authoritative and critical reviews of the current state of knowledge in the topic directly relating to the environment protection.<br> If unsure whether the article is within the scope of the Journal, please send an abstract via email to: <a href="mailto:aep@ipis.zabrze.pl">aep@ipis.zabrze.pl</a> or <a href="mailto:aep@ipis.zabrze.pl">katarzyna.panz@ipis.zabrze.pl</a></p> <p><strong>Preparation of the manuscript</strong></p> <p>The following are the requirements for manuscripts submitted for publication:</p> <ul> <li>The manuscript (with illustrations, tables, abstract and references) should not exceed 20 pages. In case the manuscript exceeds the required number of pages, we suggest contacting the Editor.</li> <li>The manuscript should be written in English.</li> <li>The manuscript ought to be submitted in doc or docx format in three files:</li> <ul> <li>text.doc – file containing the entire text, without title, keywords, authors names and affiliations</li> <li>figures.doc – file containing illustrations with legends o tables.doc – file containing tables with legends.</li> </ul> </ul> <ul> <li>The text should be prepared in A4 format, 2.5 cm margins, 1.5 spaced, preferable using Time New Roman font with no less than 12 point. The text should be divided into sections and subsections according to general rules of manuscript editing. The proposed place of tables and figures insertion should be marked in the text.</li> <li>Legends in the figures should be concise and legible, using a proper font size so as to maintain their legibility after decreasing the font size. Please avoid using descriptions in figures, these should be used in legends or in the text of the article. Figures should be placed without the box. Legends should be placed under the figure and also without box.</li> <li>Tables should always be divided into columns. When there are many results presented in the table it should also be divided into lines.</li> <li>References should be cited in the text of an article by providing the name and publication year in brackets, e.g. (Nowak 2004). When a cited paper has two authors, both surnames connected with the word “and” should be provided, e.g. (Nowak and Kowalski 2004). When a cited paper has more than one author, surname of its first author, abbreviation ‘et al.’ and publication year should be provided, e.g. (Kowalski et al. 2004). When there are more than two publications cited in one place they should be divided with coma, e.g. (Nowak 2004, Nowak and Kowalski 2004, Kowalski et al. 2004). Internet sources should be cited like other texts - providing the name and publication year in brackets.</li> <li>References should be listed at the end of the article ordered alphabetically by surname of the first author. References should be made according to the following rules:</li> <ul> <li><strong>Journal:</strong></li> </ul> </ul> <p style="margin-left: 80px;">Surnames and initials, publication year in brackets, title of the article, journal name in italics, volume, number, pages. For example:<br> Nowak, S.W., Smith, A.J. &amp; Taylor, K.T. (2006). Title of article, Journal Name, 10, 2, pp. 93–98. o Book:<br> Surnames and initials, publication year in brackets, title in italics, publisher, place, publishing year. For example:<br> Kraszewski, J. &amp; Kinecki, K. (2006). Title of book, Work &amp; Sudies, Zabrze 2006. </p> <ul> <ul> <li><strong>Edited book:</strong></li> </ul> </ul> <p style="margin-left: 80px;">Surnames and initials of text authors, publishing year in brackets, title of cited chapter, ‘in:’, title of the book in intalics, surnames and initials of editor(s), ‘(Ed)’/’(Eds)”, publisher and place, pages. For example:<br> Reynor,.J. &amp; Taylor, K.T. (2006). Title of chapter, in: Title of the cited book, Kaźmierski, I. &amp; Jasiński, C. (Eds.). Zabrze 2011.</p> <ul> <ul> <li><strong>Internet sources:</strong></li> </ul> </ul> <div style="margin-left: 80px;">Surnames and initials or the name of the institution which published the text, publication year in brackets, title , website address, accessed on - in brackets. For example:<br> Kowalski, M. (2010). Title, (http://www.krakow.pios.gov.pl/publikacje/2009/(03.12.2014)) o Patents:<br> Orszulik, E. (2009) Palenisko fluidalne, Patent polski: nr PL20070383311 20070910 z 16 marca 2009.<br> Smith, I.M. (1988). U.S. Patent No. 123,445. Washington, D.C.: U.S. Patent and Trademark Office.</div> <ul> <ul> <li><strong>Materials published in language other than English:</strong></li> </ul> </ul> <p style="margin-left: 80px;">Titles of cited materials should be translated into English. Information of the language the materials were published in should be provided at the end. For example:<br> Nowak, S.W. &amp; Taylor, K.T. (2006). Title of article, Journal Name, 10, 2, pp. 93–98 (in<br> Polish)<br> Not more than 30 references should be cited in the original research paper.</p> <p><strong>Submission of the manuscript</strong></p> <p>By submitting the manuscript Author(s) warrant(s) that the article has not been previously published and is not under consideration by another journal. Authors claim responsibility and liability for the submitted article. The manuscripts should be submitted on-line using the Editorial System available at <a href="http://www.editorialsystem.com/aep">http://www.editorialsystem.com/aep</a>. Authors are asked to propose at least 4 potential reviewers, including 2 from abroad, together with their e- mail addresses. The journal does not have article processing charges (APCs) nor article submission charges.</p> <p><strong>Review Process</strong></p> <p>All the submitted articles are assessed by the Editorial Board. If positively assessed by at least two editors, Editor in Chief, along with department editors selects two independent reviewers from recognized authorities in the discipline. Reviewers receive a text of the article (without personal data of Authors) and review forms applicable in the journal. In justified cases, reviewers receive additional questions regarding the article. Review process usually lasts from 1 to 4 months.<br> After completion of the review process Authors are informed of the results and - if both reviews are positive - asked to correct the text according to reviewers’ comments. Next, the revised work is verified by the editorial staff for factual and editorial content.</p> <p><strong>Acceptance of the manuscript</strong></p> <p>The manuscript is accepted for publication on grounds of the opinions of independent reviewers and approval of Editorial Board. Authors are informed about the decision and also asked to pay processing charges and to send completed declaration of the transfer of copyright to the editorial office.<br> Proofreading and Author Correction<br> All articles published in the Archives of Environmental Protection go through professional proofreading process. If there are too many language errors that prevent understanding of the text, the article is sent back to Authors with a request to correct the indicated fragments or - in extreme cases – to re-translate the text.<br> After proofreading the manuscript is prepared for publishing. The final stage of the publishing process is Author correction. Authors receive a page proof copy of the article with a request to make final corrections.</p> <p><strong>Article publication charges</strong></p> <p>The publication fee of an article in the Journal is:<br> •&nbsp;&nbsp;&nbsp; 20 EUR/80 zł per page (black and white or in gray scale)<br> •&nbsp;&nbsp;&nbsp; 30 EUR/120 zł per page (color)</p> <p>Payments in Polish zlotys - Bank BGK Account no.: 20 1130 1091 0003 9111 7820 0001,<br> Payments in Euros - Bank BGK Account no.: 20 1130 1091 0003 9111 7820 0001, IBAN: PL 20 1130 1091 0003 9111 7820 0001, SWIFT: GOSKPLPW.</p> <p>Authors are kindly requested to inform the editorial office of making payment for the publication, as well as to send all necessary data for issuing an invoice.</p>

Publisher

Polish Academy of Sciences

Date

2017

Identifier

ISSN 2083-4772 ; eISSN 2083-4810

References

Breiman (2000), Random forests, Journal Machine Learning, 45, 5. ; IMGW (2008), The daily time series of precipitation of the Airport Meteorological Station Rzeszów from the period, null, 2005. ; Nesmerak (2014), Analysis of the time series of waste water quality at the inflow of the wastewater treatment plant and transfer functions of and, Journal Hydrology Hydromechanics, 1. ; Piotrowski (2006), Flash - flood forecasting by means of neural networks and nearest neighbour approach a comparative study Nonlinear Processes, Geophysics, 13, 443. ; Wei (null), Short - term prediction of influent flow in wastewater treatment plant, Stochastic Environmental Research and Risk Assessment, 29, 2015. ; Szeląg (2016), Application of selected methods of artificial intelligence to activated sludge settleability predictions, Polish Journal of Environmental Studies, 25, 1709. ; Piotrowski (2014), Comparing large number of metaheurestics for artificial neural networks training to predict water temperature in a natural river Computers, Geosciences, 136. ; Abyaneh (2014), Evaluation of multivariate linear regression and artificial neural networks in prediction of water quality parameters, Journal of Environmental Health Science Engineering, 12, 1. ; Bartkiewicz (2010), modeling of the hydraulic load of communal wastewater networks in Modeling eds, Mathematical Simulation, 156. ; Henze (2000), Activated Sludge Models Publishing, null. ; Simonoff (1996), Smoothing in Springer in New York, Methods Statistics Series Statistics. ; Vapnik (1998), Statistical Learning Theory New York, null. ; Jonsdottir (2007), Conditional parametric models for storm sewer runoff, Water Resources Research, 43, 1. ; Adamowski (2012), Comparison of multivariate adaptive regression splines with copuled wavelet transform artificial neural networks for runoff forecasting in Himalayan micro watersheds with limited data of, Journal Hydroinformatics, 14, 731. ; Friedman (2001), Greedy function approximation gradient boosting machine The of, Annals Statistics, 29, 1189. ; Rutkowski (2006), Techniques in Polish, Computational Intelligence Methods. ; Abhart (2002), See Multi - model data fusion for river flow forecasting : an evaluation of six alternative methods based on two contrasting catchments and System, Hydrology Earth Sciences, 6, 655. ; Chuchro (2009), Prediction of the sewage treatement plant inflow parameters i in Polish, null. ; Dellana (2009), Predictive modeling for wastewater applications : Linear and nonlinear approaches Environmental Modelling and Software, null, 24, 96. ; Banasik (2014), Curve number estimation for a small urban catchment from recorded rainfall runoff events of Environmental Protection, Archives, 40, 75. ; Friedman (2002), Stochastic gradient boosting Data, Computational Statistics Analysis, 38, 367. ; Box (1976), Time series analysis Forecasting control San, null. ; Han (2016), computing method to predict sludge volume index based on a recurrent self - organizing neural network, soft Applied Soft Computing, 477. ; Borowa (2007), Modeling of wastewater treatment plant for monitoring and control purposes by state - space wavelet networks of, International Journal Computers Communications Control, 121. ; Anderson (2001), Data - based mechanistic modeling and validation of rainfall - flow processes in Model validation : perspectives in hydrological eds, Young science. ; Smith (2002), Din Modelling approach for high flow rate in wastewater treatment operation of and, Journal Environmental Engineering Science, 1. ; Koza (1992), On the Programming of Computers by Natural Selection MIT, Genetic Programming. ; Kulczycki (2005), Nuclear estimators in system analysis, null. ; Bartkiewicz (2016), Impact assessment of input variables and ANN model structure on forecasting wastewater inflow into sewage treatment plants in Polish, null, 38, 29. ; Fernandez (2009), Use of neurofuzzy networks to improve wastewater flow - rate forecasting Environmental Modelling and Software, null, 24, 686. ; Licznar (2004), Rainfall erosivity prediction in Poland on the basis of monthly precipitation totals of Environmental Protection in Polish, Archives, 30, 29.

DOI

10.1515/aep-2017-0030

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