Details

Title

Pre-design cost modeling of facade systems using the GAM method

Journal title

Archives of Civil Engineering

Yearbook

2021

Volume

vol. 67

Issue

No 3

Affiliation

Leśniak, Agnieszka : Cracow University of Technology, Faculty of Civil Engineering, Institute, 24 Warszawska street, 31-155 Cracow, Poland ; Górka, Monika : Cracow University of Technology, Faculty of Civil Engineering, Institute, 24 Warszawska street, 31-155 Cracow, Poland

Authors

Keywords

facade systems for public buildings ; cost estimates ; Generalized Additive Models (GAM)

Divisions of PAS

Nauki Techniczne

Coverage

123-138

Publisher

WARSAW UNIVERSITY OF TECHNOLOGY FACULTY OF CIVIL ENGINEERING and COMMITTEE FOR CIVIL ENGINEERING POLISH ACADEMY OF SCIENCES

Bibliography


[1] D. A. Aczel, “Statystyka w Zarządzaniu”, Wydawnictwo Naukowe PWN, 2017.
[2] H. Anysz, „Managing Delays in Construction Projects Aiming at Cost Overrun Minimization”, In IOP Conference Series: Materials Science and Engineering, Vol. 603, No. 3, 2004, 2019. https://doi.org/10.1088/1757-899X/603/3/032004
[3] A. Belusic, I. Herceg-Bulic, Z. Bencetic Klaic, “Using a generalized additive model to quantify the influence of local meterology on air quality in Zagreb”, Geofizyka, Vol. 32, No. 5, pp. 47–77, 2015. https://doi.org/10.15233/gfz.2015.32.5
[4] K. Coussement, D. F. Benoit, D. Van den Poel, “Improved marketing decision making in a customer churn prediction context using generalized additive models”, Expert Systems with Applications, Vol. 37, No. 3, pp. 2132–2143, 2009.
[5] M. S. El-Abbasy, t. Zayed, “Generic scheduling optimization model for multiple construction projects”, Journal of computing in civil engineering, Vol. 31, No. 4, 04017003, 2017. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000659
[6] M. Górka, „Use of aluminium and glass facades in urban architecture”, Budownictwo i Architektura, Vol. 18, No. 3, pp. 29–40, 2019. https://doi.org/10.35784/bud-arch.586
[7] T. J. Hastii, R. J. Tibshirani, „Generalized Additive Models”, Chapman & Hall/CRC Monographs on Statistics & Applied Probability, 1990.
[8] M. Juszczyk, “Residential buildings conceptual cost estimates with the use of support vector regression”, In MATEC Web of Conferences, Vol. 196, 04090, 2018.
[9] M. Juszczyk, K. Zima, W. Lelek, „Forecasting of sports fields construction costs aided by ensembles of neural networks”, Journal of Civil Engineering and Management, Vol. 25, No. 7, pp. 715–729, 2019. https://doi.org/10.3846/jcem.2019.10534
[10] P. Kamble, N. Sanadi, “Optimization of Time and Cost of Building Construction using Fast Tracking Method of Scheduling”, Optimization, Vol. 6, No. 07, 2019.
[11] O. Kapliński, “Problematyka inżynierii przedsięwzięć budowlanych na konferencjach krynickich 2017 i 2018”, Przegląd Budowlany, 89, 2018.
[12] T. Kasprowicz, „Inżynieria przedsięwzięć budowlanych. Metody i modele w Inżynierii przedsięwzięć budowlanych”, Pr. zb. pod red. Kapliński Oleg, PAN KILiW, IPPT, 2007.
[13] M. Kozlovska, M. Spisakova, D. Mackova, „Identifying the construction waste types relating to modern methods of construction”, Book Series: International Multidisciplinary Scientific GeoConference SGEM, pp. 129–136, 2016. https://doi.org/10.5593/SGEM2016/B62/S26.018
[14] M. Krzemiński, “Optimization of work schedules executed using the flow shop model, assuming multitasking performed by work crews”, Archives of Civil Engineering, Vol. 63, No. 4, pp. 3–19, 2017. https://doi.org/10.1515/ace-2017-0037
[15] A. Kylili, P.A. Fokaides, “Policy trends for the sustainability assessment of construction materials: A review”, Sustainable Cities and Society, Vol. 35, pp. 280–288, 2017. https://doi.org/10.1016/j.scs.2017.08.013
[16] A. Leśniak, M. Górka, “Analysis of the cost structure of aluminum and glass facades”, In Advances and Trends in Engineering Sciences and Technologies III: Proceedings of the 3rd International Conference on Engineering Sciences and Technologies (ESaT 2018), CRC Press, 445, 2019. https://doi.org/10.1201/9780429021596-70
[17] A. Leśniak, M. Górka, D. Wieczorek, „Identification of factors shaping tender prices for lightweight”, Scientific Review Engineering and Environmental Sciences, Vol. 2, pp. 171–182, 2019. https://doi.org/10.22630/PNIKS.2019.28.2.16
[18] A. Leśniak, F. Janowiec. “Risk Assessment of Additional Works in Railway Construction Investments Using the Bayes Network”, Sustainability, Vol. 11, No. 19, pp. 53–88, 2019. https://doi.org/10.3390/su11195388
[19] A. Leśniak, M. Juszczyk, “Prediction of site overhead costs with the use of artificial neural network based model”, Archives of Civil and Mechanical Engineering, Vol. 18, No. 3, pp. 973–982, 2018. https://doi.org/10.1016/j.acme.2018.01.014
[20] A. Leśniak, M. Juszczyk, G. Piskorz, „Modelling Delays in Bridge Construction Projects Based on the Logit and Probit Regression”, Archives of Civil Engineering, Vol. 65, No. 2, pp. 107–120, 2019. http://doi.org/10.2478/ace-2019-0022
[21] A. Leśniak, K. Zima, „Cost calculation of construction projects including sustainability factors using the Case Based Reasoning (CBR) method”, Sustainability, Vol. 10, No. 5, 1608, 2018. https://doi.org/10.3390/su10051608
[22] P. Mccullagh, J.A. Nelder, “Generalized Linear models”, Chapman and Hall, 1989.
[23] M. Mrówczyńska, M. Sztubecka, M. Skiba, A. Bazan-Krzywoszańska, P. Bejga, „The Use of Artificial Intelligence as a Tool Supporting Sustainable Development Local Policy”, Sustainbility, Vol. 11, No. 15, 4199, 2019. https://doi.org/10.3390/su11154199
[24] T. Nivea, T. Anu V, “Regression modelling for prediction of construction cost and duration”, In: Applied Mechanics and Materials. Trans Tech Publications, pp. 195–199, 2017. https://doi.org/10.4028/www.scientific.net/AMM.857.195
[25] B. Nowogońska, J. Korentz, “Value of Technical Wear and Costs of Restoring Performance Characteristics to Residential Buildings”, Buildings, Vol. 10, No. 1, pp. 2075–5309, 2020. https://doi.org/10.3390/buildings10010009
[26] A. Oke, C. Aigbavboa, E. Dlamini, “Factors Affecting Quality of Construction Projects in Swazilland”, In Conference: Conference: 9th International Conference on Construction in the 21st Century, At Dubai, UAE, 2017.
[27] A. Panwar, K.N. Jha, “A many-objective optimization model for construction scheduling”, Construction management and economics, Vo. 37, No. 12, pp. 727–739, 2019. https://doi.org/10.1080/01446193.2019.1590615
[28] Z. Rachid, B. Toufik, B. Mohammed, “Causes of schedule delays in construction projects in Algeria”, International Journal of Construction Management, Vol. 19, No. 5, pp. 371–381, 2019. https://doi.org/10.1080/15623599.2018.1435234
[29] M. Rogalska, “Prognozowanie rzeczywistego zużycia mieszanki betonowej do wykonania ścian szczelinowych metodą uogólnionych modeli addytywnych GAM”, Materiały Budowalne, Vol. 6, pp. 88–89, 2016.
[30] M. Rogalska, „Wieloczynnikowe modele w prognozowaniu czasu procesów budowlanych”, Politechnika Lubelska, 2016. https://doi.org/10.15199/33.2016.06.38
[31] M. Rogalska, P. Wolski, „Prognozowanie ceny 1m2 mieszkania na rynku pierwotnym w warszawie metodą uogólnionych modeli addytywnych”, Logistyka, Vol. 6, pp. 9101–9110, 2014.
[32] M. Saeedi, “Study the Effects of Constructions New Techniques and Technologies on Time, Cost and Quality of Construction Projects from the Perspective of Construction Management”, Journal of Civil Engineering and Materials Application, Vol. 1, No. 2, pp. 61–76, 2017.
[33] S.S. Shaikh, M.M. Darade, “Key performance indicator for measuring and improving quality of construction projects”, International Research Journal of Engineering and Technology (IRJET), Vol. 4, No. 5, pp. 2133–2139, 2017.
[34] D. Skorupka, A. Duchaczek, M. Kowacka, P. Zagrodnik, „Quantification of geodetic risk factors occurring at the construction project preparation stage”, Archives of Civil Engineering, Vol. 64, No. 3, pp. 195–200, 2018. https://doi.org/10.2478/ace-2018-0039
[35] M. Sztubecka, M. Skiba, M. Mrówczyńska, A. Bazan-Krzywoszańska, „An Innovative Decision Support System to Improve the Energy Efficiency of Buildings in Urban Areas”, Remote Sensing, Vol. 12, No. 2, 259, 2020. https://doi.org/10.3390/rs12020259
[36] Y. Wang, B. Yu, J. Wei, F. Li, „Direct numerical simulation on drag-reducing flow by polymer additives using a spring-dumbbell model”, Progress in Computational Fliud Dynamics, an International Journal, Vol. 9, 2009. https://doi.org/10.1504/PCFD.2009.024822
[37] D. Wieczorek, E. Plebankiewicz, K. Zima, „Model estimation of the whole life cost of a building with respect to risk factors”, Technological and Economic Development of Economy, Vol. 25 No. 1, pp. 20–38, 2019. https://doi.org/10.3846/tede.2019.7455

Date

2021.09.08

Type

Article

Identifier

DOI: 10.24425/ace.2021.138047

Publication Ethics Policy

ETHICS POLICY

”Archives of Civil Engineering” respects and promotes the principles of publishing ethics. Being guided by COPE’s Guidelines ( https://publicationethics.org/resources/guidelines) we ensure that all participants of the publishing process comply with these rules, the journal pays special attention to:

Editor Responsibilities
1. Qualifying individual manuscripts for publication only on the basis of: (a) compliance with the guidelines provided to the authors, (b) substantive value, (c) originality, (d) transparency of presentation
2. Deciding whether the paper fulfills all requirements i.e. formal and scientific and which articles submitted to the journal should be published. In making these decisions, the editor may be guided by the policies of the journal’s editorial board as well as by legal requirements regarding libel, copyright infringement, and plagiarism.
3. Evaluating manuscripts for intellectual content without regard to race, gender, sexual orientation, religious belief, ethnic origin, citizenship, or political philosophy of the author(s).
4. Ensuring scientific accuracy and complying with the principle of authorship; making sure that individual authors who contribute to the publication accept its form after the scientific editing
5. Providing a fair and appropriate peer review process.
6. Withdrawing manuscripts from publication, if any information about its unreliability appeared, also as a result of unintentional errors, features of plagiarism or violation of the rules of publishing ethics were identified.
7. Requiring all contributors to disclose relevant competing interests and publish corrections if competing interests are revealed after publication. If needed, other appropriate action should be taken, such as the publication of a retraction or expression of concern.
8. Maintaining the integrity of the academic record, precludes business needs from compromising intellectual and ethical standards, and is always willing to publish corrections, clarifications, retractions, and apologies when needed.
9. Not disclosing any information about a manuscript under consideration to anyone other than the author(s), reviewers and potential reviewers, and in some instances the editorial board members, as appropriate.

Reviewer Responsibilities
1. Cooperating with the scientific editor and / or editorial office and the authors in the field of improving the reviewed material;
2. Being objective and expressing the views clearly with appropriate supporting arguments.
3. Assessing of the entrusted works in a careful and objective manner, if possible with an assessment of their scientific reliability and with appropriate justification of the comments submitted;
4. identifying relevant published work that has not been cited by the authors
5. calling to the editor's attention any substantial similarity or overlap between the manuscript under consideration and any other published data of which they have personal knowledge
6. Maintaining the principle of fair play, excluding personal criticism of the author (s)
7. Maintaining confidentiality, which is not showing or discussing with others except those authorized by the editor. Any manuscripts received for review are treated as confidential documents.
8. Performing a review within the set time limit or accepting another solution jointly with ACE in the event of failure to meet this deadline.
9. Notifying the editor if the invited reviewer feels unqualified to review the manuscript or knows that its timely review will be impossible.
10. identifying relevant published work that has not been cited by the authors
11. Not considering evaluating manuscripts in which they have conflicts of interest resulting from competitive, collaborative, or other relationships or connections with any of the authors, companies, or institutions connected to the submission.

Author Responsibilities
1. Results of original research should present an accurate account of the work performed as well as an objective discussion of its significance. Underlying data should be represented accurately in the manuscript. A paper should contain sufficient detail and references to permit others to replicate the work. Fraudulent or knowingly inaccurate statements constitute unethical behaviour and are unacceptable.
2. The authors should follow the principle of originality, which is submitting only their own original works, and in the case of using the works of other authors, marking them in accordance with the rules of quotation, or obtaining consent for the publication of previously published materials from their owners or administrators;
3. An author should not in general publish manuscripts describing essentially the same research in more than one journal or primary publication. Parallel submission of the same manuscript to more than one journal constitutes unethical publishing behaviour and is unacceptable.
4. Authorship should be limited to those who have made a significant contribution to the conception, design, execution, or interpretation of the reported study and phenomena such as ghostwriting or guest authorship in the event of their detection must be actively counteracted.
5. All authors should report in a Reliable manner the sources they used to create their own study and their inclusion in the attachment bibliography;
6. All those who have made significant contributions should be listed as co-authors. Where there are others who have participated in certain substantive aspects of the research project, they should be named in an Acknowledgement section.
7. The corresponding author should ensure that all appropriate co-authors (according to the above definition) and no inappropriate co-authors are included in the author list of the manuscript, and that all co-authors have seen and approved the final version of the paper and have agreed to its submission for publication.
8. All authors should disclose in their manuscript any financial or other substantive conflict of interest that might be construed to influence the results or their interpretation in the manuscript. All sources of financial support for the project should be disclosed.
9. When an author discovers a significant error or inaccuracy in his/her own published work, it is the author’s obligation to promptly notify the journal’s editor or publisher and cooperate with them to either retract the paper or to publish an appropriate erratum.

Publisher’s Confirmation
In cases of alleged or proven scientific misconduct, fraudulent publication or plagiarism the publisher, in close collaboration with the editors, will take all appropriate measures to clarify the situation and to amend the article in question. This includes the prompt publication of an erratum or, in the most severe cases, the complete retraction of the affected work.

Peer-review Procedure

Manuscript Peer-Review Procedure

”Archives of Civil Engineering” makes sure to provide transparent policies for peer-review, and reviewers have an obligation to conduct reviews in an ethical and accountable manner. There is clear communication between the journal and the reviewers which facilitates consistent, fair, and timely review.

-The model of peer-review is double-blind: the reviewers do not know the names of the authors, and the authors do not know who reviewed their manuscript (but if the research is published reviewers can eventually know the names of the authors). A complete list of reviewers is published in a traditional version of the journal: in-print.
-It is the editor who appoints two reviewers; however, if there are discrepancies in the assessment the third reviewer can be appointed.
-After having accepted to review the manuscript (one-week deadline), the reviewers have approximately 6 weeks to finish the process.
-The paper is published in ACE provided that the reviews are positive. All manuscripts receive grades from 1-5, 5 being positive, 1 negative, the authors receive reviews to read and consider the comments.
-Manuscript evaluations are assigned one of five outcomes: accept without changes, accept after changes suggested by the reviewer, rate manuscript once again after major changes and another review, reject, withdraw.
-Manuscripts requiring minor revision (accept after changes suggested by the reviewer) does not require a second review. All manuscripts receiving a "Rate manuscript once again after major changes and another review " evaluation must be subjected to a second review. Rejected manuscripts are given no further consideration. There are cases when the article can be withdrawn, often upon the request of an author, technical reason (e.g. names of authors are placed in the text, lack of references, or inappropriate structure of the text), or plagiarism.
-The revised version of the manuscript should be uploaded to the Editorial System within six weeks. If the author(s) failed to make satisfactory changes, the manuscript is rejected.
-On acceptance, manuscripts are subject to editorial amendment to suit house style.
-Paper publication requires the author's final approval.
- As soon as the publication appears in print and in electronic forms on the Internet there is no possibility to change the content of the article.

Editor’s responsibilities
-The editor decides whether the paper fulfills all requirements i.e. formal and scientific and which articles submitted to the journal should be published.
-In making these decisions, the editor may be guided by the policies of the journal’s editorial board as well as by legal requirements regarding libel, copyright infringement, and plagiarism.
-The editor maintains the integrity of the academic record, precludes business needs from compromising intellectual and ethical standards, and is always willing to publish corrections, clarifications, retractions, and apologies when needed.
-The editor evaluates manuscripts for intellectual content without regard to race, gender, sexual orientation, religious belief, ethnic origin, citizenship, or political philosophy of the author(s).
-The editor does not disclose any information about a manuscript under consideration to anyone other than the author(s), reviewers and potential reviewers, and in some instances the editorial board members, as appropriate.

Reviewers' responsibilities
Any manuscripts received for review are treated as confidential documents. They must not be shown to or discussed with others except if authorized by the editor. Privileged information or ideas obtained through peer review is kept confidential and not used for personal advantage Any invited reviewer who feels unqualified to review the manuscript or knows that its timely review will be impossible should immediately notify the editor so that alternative reviewers can be contacted. Reviewers should identify relevant published work that has not been cited by the authors. Any statement that an observation, derivation, or argument had been previously reported should be accompanied by the relevant citation. A reviewer should also call to the editor's attention any substantial similarity or overlap between the manuscript under consideration and any other published data of which they have personal knowledge. Reviewers should not consider evaluating manuscripts in which they have conflicts of interest resulting from competitive, collaborative, or other relationships or connections with any of the authors, companies, or institutions connected to the submission. Reviews should be conducted objectively. Personal criticism of the author is unacceptable. Referees should express their views clearly with appropriate supporting arguments. All reviews must be carried out on a special form available in the Editorial System.
×