Efficiency Evaluation of Wastewater Treatment Plants Through Interval Data Envelopment Analysis: A Case Study in Turkey

被引:2
作者
Aksac, Selin [1 ]
Ulukan, H. Ziya [2 ]
机构
[1] TUBITAK Turkish Management Inst, Baris Mah Kosuyolu Cad 48 PK, TR-41401 Gebze, Kocaeli, Turkey
[2] Galatasaray Univ, Dept Ind Engn, Ciragan Cad 36, TR-34349 Istanbul, Ortakoy, Turkey
来源
INTELLIGENT AND FUZZY SYSTEMS: DIGITAL ACCELERATION AND THE NEW NORMAL, INFUS 2022, VOL 2 | 2022年 / 505卷
关键词
Data envelopment analysis; Uncertain conditions; Wastewater treatment plants; Efficiency evaluation; Interval efficiency; DEA;
D O I
10.1007/978-3-031-09176-6_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wastewater treatment plants (WWTPs) with the process of treatment, discharge under appropriate conditions, and recycling of the wastewater are strategic elements that directly serve the purpose of access to clean water and prevention of water pollution. In addition, the issue of the effective, efficient and sustainable operation of WWTPs has also gained importance. In this study, a three-stage methodology has been proposed to evaluate the effectiveness of WWTPs considering the uncertainties and some hesitations in the data. The case study has been carried out using the data of 88 WWTPs of the Istanbul Metropolitan Municipality. Firstly, expert opinions have been taken to determine the input and output variables for calculating efficiency values. These opinions have been evaluated with the extended-stepwise weight assessment ratio analysis (SWARA). Secondly, the data of the WWTPs have been converted into interval values to allow the evaluation of different year efficiencies at once and to eliminate the hesitations and uncertainties. Efficiency scores have been calculated using output-oriented DEA for the best-case, original, and worst-case scenarios that form the interval values. Finally, it has been examined whether there is a difference in the efficiency values of WWTPs based on age and type of facility. This study is an exemplary study for evaluating and developing the effectiveness of WWTPs in Turkey under uncertain conditions, considering different time intervals and expert opinions.
引用
收藏
页码:208 / 215
页数:8
相关论文
共 10 条
[1]   SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1984, 30 (09) :1078-1092
[2]   RANKING DECISION MAKING UNITS BY MEANS OF SOFT COMPUTING DEA MODELS [J].
Bosca, Jose E. ;
Liern, Vicente ;
Sala, Ramon ;
Martinez, Aurelio .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2011, 19 (01) :115-134
[3]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[4]   Data envelopment analysis (DEA) - Thirty years on [J].
Cook, Wade D. ;
Seiford, Larry M. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 192 (01) :1-17
[5]   Measuring the eco-efficiency of wastewater treatment plants under data uncertainty [J].
Gomez, Trinidad ;
Gemar, German ;
Molinos-Senante, Maria ;
Sala-Garrido, Ramon ;
Caballero, Rafael .
JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2018, 226 :484-492
[6]   SELECTION OF RATIONAL DISPUTE RESOLUTION METHOD BY APPLYING NEW STEP-WISE WEIGHT ASSESSMENT RATIO ANALYSIS (SWARA) [J].
Kersuliene, Violeta ;
Zavadskas, Edmundas Kazimieras ;
Turskis, Zenonas .
JOURNAL OF BUSINESS ECONOMICS AND MANAGEMENT, 2010, 11 (02) :243-258
[7]   USE OF RANKS IN ONE-CRITERION VARIANCE ANALYSIS [J].
KRUSKAL, WH ;
WALLIS, WA .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1952, 47 (260) :583-621
[8]   Comparing the efficiency of wastewater treatment technologies through a DEA metafrontier model [J].
Sala-Garrido, R. ;
Moinos-Senante, M. ;
Hernandez-Sancho, F. .
CHEMICAL ENGINEERING JOURNAL, 2011, 173 (03) :766-772
[9]   Assessing the efficiency of wastewater treatment plants in an uncertain context: a DEA with tolerances approach [J].
Sala-Garrido, Ramon ;
Hernandez-Sancho, Francesc ;
Molinos-Senante, Maria .
ENVIRONMENTAL SCIENCE & POLICY, 2012, 18 :34-44
[10]   An extended stepwise weight assessment ratio analysis (SWARA) method for improving criteria prioritization process [J].
Zolfani, Sarfaraz Hashemkhani ;
Yazdani, Morteza ;
Zavadskas, Edmundas Kazimieras .
SOFT COMPUTING, 2018, 22 (22) :7399-7405