S-1: Experts’ information · Web viewEvaluation and determination of soil remediation schemes...
Transcript of S-1: Experts’ information · Web viewEvaluation and determination of soil remediation schemes...
Supplementary information
Evaluation and determination of soil remediation schemes using
a modified AHP model and its application in a contaminated
coking plant
Xingang Lia,b,c, Jia Lia,c, Hong Suia,b,c, Lin Hea,b*, Xingtao Cao d, Yonghong Lia,b
a School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China.
b National Engineering Research Center of Distillation Technology, Tianjin, 300072, China.
c Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), 300072, China.
d CNOOC EnerTech- Beijing Safety& Environmental Protection Engineering Technology Research
Institute, Tianjin, 300457.
*Corresponding author:
E-mail: [email protected] (L.H.)
S-1: Experts’ information
Questionnaire Ⅰ
1.What is your Academic degree?
□ Doctor □ Master □ Bachelor □ Other
2.What is your professional title?
□ Senior title □ Vice-senior title □ Intermediate title □ Primary title
3.How many years have you worked on the soil remediation field?
□ >15 years □ 10-15 years □ 5-10 years □ <5 years
4.What is the level of site remediation projects or site evaluation projects have you
presided or participated in?
□ National level □ National level □ Municipal level □ Others
5. How many site remediation projects or site evaluation projects have you presided or
participated in?
□ >10 projects □ 6-10 projects □ 3-6 projects □ <3 projects
S-2. Remediation consultation
Questionnaire ⅡSite location
The contaminated site was the benzene workshop in a closed coking plant located at
Chaoyang district, Beijing, China. This site covered an area of 750×320 m2 (Fig. S-1). It
should be noted that there were several housing estates quite near the contaminated site.
The distance to the nearest one is less than 500m. It poses a great risk of exposure to
humans.
Fig. S-1. Satellite imagery of contaminated site
Contamination information
Detailed site investigation indicated that the contamination was caused by the leakage
of pipeline embedded underground. The main contaminants in the soil are PAHs (polycyclic
aromatic hydrocarbons) and BTEX (benzene, toluene, ethylbenzene and xylene). The
drilling logs shows that the dispersion of contaminations (BTEX and PAH) is limited in
unsaturated zone, and not beyond the area of the benzene workshop. The maximum average
concentrations of PAHs and BTEX in soil even reached 2547.5 mg/kg and 5404.4 mg/kg,
respectively in unsaturated zone. The average contaminants concentration in the hotspot
and soil type distribution corresponding to underground depth were illustrated as Fig. S-2.
Fig. S-2. Profiles of average contaminants concentration distribution and soil type
Site usage
According to the municipal planning of Beijing city, this contaminated site would be
remediated for commercial use. The developers argued strongly for quick remediation of
this contaminated site.
Clean-up goal
The concentration of the contaminants (PAHs and BTEX) in soil should meet to residential
land standard.
Technologies recommendation (aimed at unsaturated zone)
Based on the information of contaminated site above, please choose suitable
alternatives from soil remediation technologies library (Table S1-1) or give other
remediation schemes you recommend aimed at soil in unsaturated zone.
Table S1-1 Soil remediation technologies library for expert choice
In situ Ex situ
□ Bioventing□ Enhanced Bioremediation □ Chemical Reduction
□ Phytoremediation □ Chemical Oxidation □ Solidification/Stabilization□ Soil Flushing □ Chemical Reduction □ Solvent Extraction□ Soil Vapor Extraction □ Thermal Desorption □ Chemical Oxidation□ Solidification/Stabilization □ Thermal Desorption□ Electrokinetic Separation □ IncinerationOther recommend technologies:
S-3. experts’ evaluation
Questionnaire ⅢPlease answer the following question by choosing a number to rate the importance of
criteria or alternative the questionnaire provided.
Instruction:
Fig. S-3 Meanings of numbers for rating
: Criteria importance degree or alternatives ⸿ advantage
The lowest rating by choosing 2 which indicates a low importance of the criteria on
the side you choose number for.
The highest rating by choosing 9 which indicates a high importance of the criteria on
the side you choose number for.
When two criteria in comparison with each other are equal important, you can choose
number 1.
●Rating the main criteria:
A1: Economic effect: economic performance of soil remediation technologies.
A2: Environmental effect: environmental impact of soil remediation technologies.
A3: Technological effect: contaminant removal ability of soil remediation
technologies.
Please processed with choosing the values as follows:A1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 A2
A1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 A3A2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 A3
●Rating the sub criteria with respect to the economic effect:
B1: Capital cost: expense for establishing the plants and facilities in soil remediation.
B2: Operation cost: expense relative to the operation and maintenance of facilities.
B3: Detection and analysis cost: expense referring to detection and analysis of the
contaminant concentration during the remediation process.
Please processed with choosing the values as follows:B1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B2B1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B3B2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B3
●Rating the sub criteria in respect of the environmental effect:
B4: Possibility of secondary contamination: new contaminants may be introduced
during the soil remediation.
B5: Risk of human security: injury or death happened during the soil remediation.
B6: Accept of public: support and approval for the remediation schemes from public.
Please processed with choosing the values as follows:B4 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B5B4 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B6B5 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B6
●Rating the sub criteria referring to technological effect:
B7: Remediation efficiency: removal effectiveness of contaminants from contaminated
soil.
B8: Remediation time: duration of the remediation process when the contaminants
concentration was reduced to an expected degree.
B9: Technology maturity: reliability and availability of soil remediation technologies.
Please processed with choosing the values as follows:
B7 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B8B7 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B9B8 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 B9
●Rating remediation alternatives advantage referring to capital cost:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to operation cost:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to detection and analysis cost:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to possibility of secondary
contamination:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to risk of human security:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to acceptance of public:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to remediation efficiency:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to remediation time:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:
C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
●Rating remediation alternatives advantage referring to technology maturity:
C1: Thermal desorption
C2: Soil vapor extraction
C3: Chemical oxidation
C4: Enhanced bioremediation
Please processed with choosing the values as follows:C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C2C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C1 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C3C2 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4C3 9 8 7 6 5 4 3 2 1 2 3 4 5 6 7 8 9 C4
S-4. Result of questionnaires and data processing
4-1. The 1st expert
4-1-1. Expert information
Item scoreAcademic degree 4Professional title 2Working years 2Project level 1
Project quantity 14-1-2. Technologies recommendation
Enhanced bioremediationSoil vapor extractionThermal desorption4-1-3. Judgement matrix
4-1-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effect
Economic effect 1 1 3 Environmental effect 1 1 3 Technological effect 1/3 1/3 1
Sub criteria: economic effect
Equipment cost Operation cost Detection and analysis cost Equipment cost 1 2 4 Operation cost 1/2 1 3
Detection and analysis cost 1/4 1/3 1 Sub criteria: environmental effect
Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 5 4
Risk of human security 1/5 1 1/2Acceptance of public 1/4 2 1
Sub criteria: technological effect
Remediation efficiency Remediation time Technology maturityRemediation efficiency 1 2 3
Remediation time 1/2 1 2 Technology maturity 1/3 1/2 1
4-1-3-1. Advantage degree of alternatives:
Equipment cost aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 1/4 1/2 1/5Soil vapor extraction
4 1 3 1/2
Chemical oxidation 2 1/3 1 1/4Enhanced
bioremediation 5 2 4 1
Operation cost aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 6 2 4 Soil vapor extraction
1/6 1 1/5 1/3
Chemical oxidation 1/2 5 1 3 Enhanced
bioremediation 1/4 3 1/3 1
Detection and analysis cost aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 1/2 3 2 Soil vapor extraction
2 1 4 3
Chemical oxidation 1/3 1/4 1 1/2Enhanced
bioremediation 1/2 1/3 2 1
Possibility of secondary contamination aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 1/2 2 1/4Soil vapor extraction
2 1 3 1/3
Chemical oxidation 1/2 1/3 1 1/5Enhanced
bioremediation4 3 5 1
Risk of human security aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 1/3 1/2 1/4Soil vapor extraction
3 1 2 1/2
Chemical oxidation 2 1/2 1 1/3Enhanced
bioremediation4 2 3 1
Acceptance of public aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 6 4 3 Soil vapor extraction
1/6 1 1/3 1/4
Chemical oxidation 1/4 3 1 1/2Enhanced
bioremediation 1/3 4 2 1
Remediation efficiency aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 8 6 8 Soil vapor extraction
1/8 1 1/3 1
Chemical oxidation 1/6 3 1 3 Enhanced
bioremediation 1/8 1 1/3 1
Remediation time aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 8 4 8 Soil vapor extraction
1/8 1 1/5 1
Chemical oxidation 1/4 5 1 5
Enhanced bioremediation
1/8 1 1/5 1
Technology maturity aspectThermal
desorptionSoil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption 1 1 1/3 1Soil vapor extraction
1 1 1/3 1
Chemical oxidation 3 3 1 3Enhanced
bioremediation1 1 1/3 1
4-2. The 2st expert
4-2-1. Expert information
Item scoreAcademic degree 4 Professional title 2 Working years 2 Project level 1
Project quantity 2 4-2-2. Technologies recommendation
Thermal desorptionSoil vapor extraction
4-2-3. Judgement matrix
4-2-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1 1 Environmental
effect1 1 1
Technological effect 1 1 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 2 3 Operation cost 1/2 1 2
Detection and analysis cost
1/3 1/2 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1 4
Risk of human security 1 1 4 Acceptance of public 1/4 1/4 1
Sub criteria: technological effect Remediation efficiency
Remediation time
Technology maturity
Remediation 1 4 1
efficiencyRemediation time 1/4 1 1/4
Technology maturity 1 4 1 4-2-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 4 6
Soil vapor extraction
1/4 1 1 3
Chemical oxidation
1/4 1 1 3
Enhanced bioremediation
1/6 1/3 1/3 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 4 7
Soil vapor extraction
1 1 4 7
Chemical oxidation
1/4 1/4 1 4
Enhanced bioremediation
1/7 1/7 1/4 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/3 1/4 1/5
Soil vapor extraction
3 1 1/2 1/3
Chemical oxidation
4 2 1 1/2
Enhanced bioremediation
5 3 2 1
Possibility of secondary contamination aspect Thermal Soil vapor Chemical Enhanced
desorption extraction oxidation bioremediationThermal
desorption1 1 1 2
Soil vapor extraction
1 1 1 2
Chemical oxidation
1 1 1 2
Enhanced bioremediation
1/2 1/2 1/2 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1/4
Soil vapor extraction
1 1 1 1/4
Chemical oxidation
1 1 1 1/4
Enhanced bioremediation
4 4 4 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/3 1 2
Soil vapor extraction
3 1 3 4
Chemical oxidation
1 1/3 1 2
Enhanced bioremediation
1/2 1/4 1/2 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 3 6
Soil vapor extraction
1 1 3 6
Chemical oxidation
1/3 1/3 1 4
Enhanced bioremediation
1/6 1/6 1/4 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 3 7
Soil vapor extraction
1/3 1 1 5
Chemical oxidation
1/3 1 1 5
Enhanced bioremediation
1/7 1/5 1/5 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 2 3 6
Soil vapor extraction
1/2 1 2 5
Chemical oxidation
1/3 1/2 1 4
Enhanced bioremediation
1/6 1/5 1/4 1
4-3. The 3st expert
4-3-1. Expert information
Item scoreAcademic degree 4Professional title 3Working years 3Project level 2
Project quantity 24-3-2. Technologies recommendation
Thermal desorptionSoil vapor extractionChemical oxidationEnhanced bioremediation
4-3-3. Judgement matrix
4-3-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1 2 Environmental
effect1 1 2
Technological effect 1/2 1/2 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 2 1 Operation cost 1/2 1 1/2
Detection and analysis cost
1 2 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1 1
Risk of human security 1 1 1 Acceptance of public 1 1 1
Sub criteria: technological effect Remediation Remediation Technology
efficiency time maturityRemediation
efficiency1 1/2 1
Remediation time 2 1 2 Technology maturity 1 1/2 1
4-3-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/2 1 1/2
Soil vapor extraction
2 1 2 1
Chemical oxidation
1 1/2 1 1/2
Enhanced bioremediation
2 1 2 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
Possibility of secondary contamination aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1
Soil vapor extraction
1 1 2 1
Chemical oxidation
1/2 1/2 1 1/2
Enhanced bioremediation
1 1 2 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1
Soil vapor extraction
1 1 2 1
Chemical oxidation
1/2 1/2 1 1/2
Enhanced bioremediation
1 1 2 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 2
Soil vapor extraction
1 1 1 2
Chemical oxidation
1 1 1 2
Enhanced bioremediation
1/2 1/2 1/2 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
4-4. The 4st expert
4-4-1. Expert information
Item scoreAcademic degree 4Professional title 4Working years 4Project level 4
Project quantity 44-4-2. Technologies recommendation
Thermal desorptionChemical oxidation
4-4-3. Judgement matrix
4-4-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1/2 2 Environmental
effect2 1 3
Technological effect 1/2 1/3 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 3 5 Operation cost 1/3 1 3
Detection and analysis cost
1/5 1/3 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1/2 1/4
Risk of human security 2 1 1/3Acceptance of public 4 3 1
Sub criteria: technological effect Remediation efficiency
Remediation time
Technology maturity
Remediation 1 3 1
efficiencyRemediation time 1/3 1 1/3
Technology maturity 1 3 1 4-4-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 6 3 5
Soil vapor extraction
1/6 1 1/4 1/2
Chemical oxidation
1/3 4 1 3
Enhanced bioremediation
1/5 2 1/3 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 5 3 5
Soil vapor extraction
1/5 1 1/3 1
Chemical oxidation
1/3 3 1 3
Enhanced bioremediation
1/5 1 1/3 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 5 4
Soil vapor extraction
1/3 1 3 2
Chemical oxidation
1/5 1/3 1 1/2
Enhanced bioremediation
1/4 1/2 2 1
Possibility of secondary contamination aspect Thermal Soil vapor Chemical Enhanced
desorption extraction oxidation bioremediationThermal
desorption1 3 4 4
Soil vapor extraction
1/3 1 2 2
Chemical oxidation
1/4 1/2 1 1
Enhanced bioremediation
1/4 1/2 1 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 3 4
Soil vapor extraction
1/3 1 1 2
Chemical oxidation
1/3 1 1 2
Enhanced bioremediation
1/4 1/2 1/2 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 2 3
Soil vapor extraction
1/4 1 1/3 1/2
Chemical oxidation
1/2 3 1 2
Enhanced bioremediation
1/3 2 1/2 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 3 4
Soil vapor extraction
1/4 1 1/2 1
Chemical oxidation
1/3 2 1 2
Enhanced bioremediation
1/4 1 1/2 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 3 4
Soil vapor extraction
1/3 1 1 2
Chemical oxidation
1/3 1 1 2
Enhanced bioremediation
1/4 1/2 1/2 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 2 5
Soil vapor extraction
1/4 1 1/3 2
Chemical oxidation
1/2 3 1 4
Enhanced bioremediation
1/5 1/2 1/4 1
4-5. The 5st expert
4-5-1. Expert information
Item scoreAcademic degree 3 Professional title 4 Working years 3 Project level 2
Project quantity 2 4-5-2. Technologies recommendation
Enhanced bioremediationThermal desorption
4-5-3. Judgement matrix
4-5-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1/4 2 Environmental
effect4 1 5
Technological effect 1/2 1/5 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 1 1 Operation cost 1 1 1
Detection and analysis cost
1 1 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 3 4
Risk of human security 1/3 1 2 Acceptance of public 1/4 1/2 1
Sub criteria: technological effect Remediation efficiency
Remediation time
Technology maturity
Remediation 1 1 2
efficiencyRemediation time 1 1 2
Technology maturity 1/2 1/2 1 4-5-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 3 1/3
Soil vapor extraction
1 1 3 1/3
Chemical oxidation
1/3 1/3 1 1/5
Enhanced bioremediation
3 3 5 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 2 2 2
Soil vapor extraction
1/2 1 1 1
Chemical oxidation
1/2 1 1 1
Enhanced bioremediation
1/2 1 1 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1/2
Soil vapor extraction
1 1 1 1/2
Chemical oxidation
1 1 1 1/2
Enhanced bioremediation
2 2 2 1
Possibility of secondary contamination aspect Thermal Soil vapor Chemical Enhanced
desorption extraction oxidation bioremediationThermal
desorption1 1 3 1/2
Soil vapor extraction
1 1 3 1/2
Chemical oxidation
1/3 1/3 1 1/4
Enhanced bioremediation
2 2 4 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 3 1
Soil vapor extraction
1 1 3 1
Chemical oxidation
1/3 1/3 1 1/3
Enhanced bioremediation
1 1 3 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1/2
Soil vapor extraction
1 1 2 1/2
Chemical oxidation
1/2 1/2 1 1/3
Enhanced bioremediation
2 2 3 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1
Soil vapor extraction
1 1 2 1
Chemical oxidation
1/2 1/2 1 1/2
Enhanced bioremediation
1 1 2 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1/2
Soil vapor extraction
1 1 2 1/2
Chemical oxidation
1/2 1/2 1 1/3
Enhanced bioremediation
2 2 3 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 3 1/2
Soil vapor extraction
1 1 3 1/2
Chemical oxidation
1/3 1/3 1 1/4
Enhanced bioremediation
2 2 4 1
4-6. The 6st expert
4-6-1. Expert information
Item scoreAcademic degree 4 Professional title 3 Working years 2 Project level 4
Project quantity 4 4-6-2. Technologies recommendation
Thermal desorptionSoil vapor extractionChemical oxidation
4-6-3. Judgement matrix
4-6-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1/3 1 Environmental
effect3 1 3
Technological effect 1 1/3 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 1/2 1/3Operation cost 2 1 1/2
Detection and analysis cost
3 2 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1 1
Risk of human security 1 1 1 Acceptance of public 1 1 1
Sub criteria: technological effect Remediation efficiency
Remediation time
Technology maturity
Remediation efficiency
1 1/2 2
Remediation time 2 1 3 Technology maturity 1/2 1/3 1
4-6-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 2 4
Soil vapor extraction
1/3 1 1/2 2
Chemical oxidation
1/2 2 1 3
Enhanced bioremediation
1/4 1/2 1/3 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/3 1/2 1/3
Soil vapor extraction
3 1 2 1
Chemical oxidation
2 1/2 1 1/2
Enhanced bioremediation
3 1 2 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 2 1 2
Soil vapor extraction
1/2 1 1/2 1
Chemical oxidation
1 2 1 2
Enhanced bioremediation
1/2 1 1/2 1
Possibility of secondary contamination aspect
Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1
Soil vapor extraction
1 1 2 1
Chemical oxidation
1/2 1/2 1 1/2
Enhanced bioremediation
1 1 2 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 2 4
Soil vapor extraction
1/3 1 1/2 2
Chemical oxidation
1/2 2 1 3
Enhanced bioremediation
1/4 1/2 1/3 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 2 5
Soil vapor extraction
1/4 1 1/3 2
Chemical 1/2 3 1 4
oxidationEnhanced
bioremediation 1/5 1/2 1/4 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 1 5
Soil vapor extraction
1/4 1 1/4 2
Chemical oxidation
1 4 1 5
Enhanced bioremediation
1/5 1/2 1/5 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 1
Soil vapor extraction
1 1 1 1
Chemical oxidation
1 1 1 1
Enhanced bioremediation
1 1 1 1
4-7. The 7st expert
4-7-1. Expert information
Item scoreAcademic degree 4 Professional title 2 Working years 1 Project level 4
Project quantity 1 4-7-2. Technologies recommendation
Thermal desorptionSoil vapor extraction
4-7-3. Judgement matrix
4-7-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1/5 1/3Environmental
effect5 1 3
Technological effect 3 1/3 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 2 5 Operation cost 1/2 1 4
Detection and analysis cost
1/5 1/4 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1/3 1/2
Risk of human security 3 1 2 Acceptance of public 2 1/2 1
Sub criteria: technological effect Remediation efficiency
Remediation time
Technology maturity
Remediation 1 3 3
efficiencyRemediation time 1/3 1 1
Technology maturity 1/3 1 1 4-7-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/6 1 2
Soil vapor extraction
6 1 6 7
Chemical oxidation
1 1/6 1 2
Enhanced bioremediation
1/2 1/7 1/2 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/5 2 2
Soil vapor extraction
5 1 6 6
Chemical oxidation
1/2 1/6 1 1
Enhanced bioremediation
1/2 1/6 1 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/4 1/7 1/7
Soil vapor extraction
4 1 1/4 1/4
Chemical oxidation
7 4 1 1
Enhanced bioremediation
7 4 1 1
Possibility of secondary contamination aspect Thermal Soil vapor Chemical Enhanced
desorption extraction oxidation bioremediationThermal
desorption1 3 1 4
Soil vapor extraction
1/3 1 1/3 2
Chemical oxidation
1 3 1 4
Enhanced bioremediation
1/4 1/2 1/4 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 3 5
Soil vapor extraction
1/3 1 1 3
Chemical oxidation
1/3 1 1 3
Enhanced bioremediation
1/5 1/3 1/3 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1
Soil vapor extraction
1 1 2 1
Chemical oxidation
1/2 1/2 1 1/2
Enhanced bioremediation
1 1 2 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/2 4 4
Soil vapor extraction
2 1 5 5
Chemical oxidation
1/4 1/5 1 1
Enhanced bioremediation
1/4 1/5 1 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 2 3 9
Soil vapor extraction
1/2 1 2 8
Chemical oxidation
1/3 1/2 1 7
Enhanced bioremediation
1/9 1/8 1/7 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 5 9
Soil vapor extraction
1 1 5 9
Chemical oxidation
1/5 1/5 1 5
Enhanced bioremediation
1/9 1/9 1/5 1
4-8. The 8st expert
4-8-1. Expert information
Item scoreAcademic degree 4 Professional title 4 Working years 3 Project level 4
Project quantity 3 4-8-2. Technologies recommendation
Enhanced bioremediationSoil vapor extraction
4-8-3. Judgement matrix
4-8-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 1/4 1/4Environmental
effect4 1 1
Technological effect 4 1 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 1/3 1/2Operation cost 3 1 2
Detection and analysis cost
2 1/2 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1 1
Risk of human security 1 1 1 Acceptance of public 1 1 1
Sub criteria: technological effect Remediation efficiency
Remediation time
Technology maturity
Remediation 1 1 1/3
efficiencyRemediation time 1 1 1/3
Technology maturity 3 3 1 4-8-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/7 1/2 1/7
Soil vapor extraction
7 1 6 1
Chemical oxidation
2 1/6 1 1/6
Enhanced bioremediation
7 1 6 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/5 1/3 1/7
Soil vapor extraction
5 1 3 1/3
Chemical oxidation
3 1/3 1 1/5
Enhanced bioremediation
7 3 5 1
Detection and analysis cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/6 1/4 1/7
Soil vapor extraction
6 1 3 1/2
Chemical oxidation
4 1/3 1 1/4
Enhanced bioremediation
7 2 4 1
Possibility of secondary contamination aspect Thermal Soil vapor Chemical Enhanced
desorption extraction oxidation bioremediationThermal
desorption1 1/5 1 1/7
Soil vapor extraction
5 1 5 1/3
Chemical oxidation
1 1/5 1 1/7
Enhanced bioremediation
7 3 7 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/6 1/3 1/8
Soil vapor extraction
6 1 4 1/3
Chemical oxidation
3 1/4 1 1/6
Enhanced bioremediation
8 3 6 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/5 1/3 1/7
Soil vapor extraction
5 1 3 1/3
Chemical oxidation
3 1/3 1 1/5
Enhanced bioremediation
7 3 5 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 4 2 5
Soil vapor extraction
1/4 1 1/3 2
Chemical oxidation
1/2 3 1 4
Enhanced bioremediation
1/5 1/2 1/4 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 5 2 7
Soil vapor extraction
1/5 1 1/4 3
Chemical oxidation
1/2 4 1 6
Enhanced bioremediation
1/7 1/3 1/6 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 2
Soil vapor extraction
1 1 2 2
Chemical oxidation
1/2 1/2 1 1
Enhanced bioremediation
1/2 1/2 1 1
4-9. The 9st expert
4-9-1. Expert information
Item scoreAcademic degree 4Professional title 4Working years 2Project level 4
Project quantity 24-9-2. Technologies recommendation
Thermal desorptionSoil vapor extractionChemical oxidationEnhanced bioremediation
4-9-3. Judgement matrix
4-9-3-1. Importance degree of criteria
Main criteria Economic effect Environmental effect Technological effectEconomic effect 1 2 1/3Environmental
effect 1/2 1 1/4
Technological effect 3 4 1
Sub criteria: economic effect Equipment cost
Operation cost
Detection and analysis cost
Equipment cost 1 1 3 Operation cost 1 1 3
Detection and analysis cost
1/3 1/3 1
Sub criteria: environmental effect Possibility of secondary contamination
Risk of human security
Acceptance of public
Possibility of secondary contamination
1 1 2
Risk of human security 1 1 2 Acceptance of public 1/2 1/2 1
Sub criteria: technological effect Remediation Remediation Technology
efficiency time maturityRemediation
efficiency1 2 1/2
Remediation time 1/2 1 1/3Technology maturity 2 3 1
4-9-3-2. Advantage degree of alternatives
Equipment cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/3 1 1/3
Soil vapor extraction
3 1 3 1
Chemical oxidation
1 1/3 1 1/3
Enhanced bioremediation
3 1 3 1
Operation cost aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 2 3 2
Soil vapor extraction
1/2 1 2 1
Chemical oxidation
1/3 1/2 1 1/2
Enhanced bioremediation
1/2 1 2 1
Detection and analysis cost aspectThermal
desorptionSoil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 2 1
Soil vapor extraction
1 1 2 1
Chemical oxidation
1/2 1/2 1 1/2
Enhanced bioremediation
1 1 2 1
Possibility of secondary contamination aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 1 5
Soil vapor extraction
1/3 1 1/3 3
Chemical oxidation
1 3 1 5
Enhanced bioremediation
1/5 1/3 1/5 1
Risk of human security aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1 1 3
Soil vapor extraction
1 1 1 3
Chemical oxidation
1 1 1 3
Enhanced bioremediation
1/3 1/3 1/3 1
Acceptance of public aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/3 1/2 1/4
Soil vapor extraction
3 1 2 1/2
Chemical oxidation
2 1/2 1 1/3
Enhanced bioremediation
4 2 3 1
Remediation efficiency aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 2 2 3
Soil vapor extraction
1/2 1 1 2
Chemical oxidation
1/2 1 1 2
Enhanced bioremediation
1/3 1/2 1/2 1
Remediation time aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 3 2 4
Soil vapor extraction
1/3 1 1/2 2
Chemical oxidation
1/2 2 1 3
Enhanced bioremediation
1/4 1/2 1/3 1
Technology maturity aspect Thermal desorption
Soil vapor extraction
Chemical oxidation
Enhanced bioremediation
Thermal desorption
1 1/2 1 1/2
Soil vapor extraction
2 1 2 1
Chemical oxidation
1 1/2 1 1/2
Enhanced bioremediation
2 1 2 1
S-5. The example for calculation process
The clean-up goals and environmental site investigation of this contaminated site are send
to experts to collect feasible remediation schemes. Then, all suggested schemes are
arranged and fed back to experts to evaluate the performance of schemes based on clean-up
goals, urgency analysis and site analysis. The data used in MAHP is given by experts
through questionnaires.
When finish data collection, the calculation processes relative to soil remediation
schemes evaluation are illustrated as follow (take the 9th expert’s questionnaires as an
example):
5-1 determination of experts’ weight
The weights of experts in group decision is determined based on competence model in the
manuscript. the information of expert is collected by questionnaires (Table S5-2).
Table S5-1 Criteria scores of invited experts
E1 E2 E3 E4 E5 E6 E7 E8 E9Academic degree 4 4 4 4 3 4 4 4 4Professional title 2 2 3 4 4 3 2 4 4Working years 2 2 3 4 3 2 1 3 2Project level 1 1 2 4 2 4 4 4 4
Project quantity 1 2 2 4 2 4 1 3 2
Then, experts’ weights can be obtained based on equation (1) ~ (3).
5-2 Computation of local weight vectors
5-2-1 Establish judgement matrix
Take main criteria (B1, B2, B3) as an example. The judgement made by the 9th expert is:
E9:
B1: economic effect, B2: environmental effect, B3: technological effect
5-1-2 Detect outlier
In this step, the matrixes based on other expert’s questionnaires are:
E1: E2:
E3: E4:
E5: E6:
E7: E8:
Then, the modified quasi semi vectorization of these matrixes can be obtained by
equation (5) ~ (6). Here, we take matrix E9 as an example.
~E 9
Therefore, all modified quasi semi vectorization of these matrixes are shown in Table
S5-2.
Table S5-2. Modified quasi semi vectors of main criteria
E1 E2 E3 E4 E5 E6 E7 E8 E9a12 1 1 1 -2 -4 -3 -5 -4 2 a13 3 1 2 2 2 1 -3 -4 -3 a23 3 1 2 3 5 3 3 1 -4
Thus, the Grubbs method is applied to detect the abnormal value based on equation (7)
~ (9) in manuscript. The Grubbs test criterion of element in quasi semi vectors were
obtained (Table S5-3)
Table S5-3. Grubbs test criterion values of element in quasi semi vectors
E1 E2 E3 E4 E5 E6 E7 E8 E9a12 0.91 0.91 0.91 0.21 0.95 0.58 1.32 0.95 1.28 a13 1.08 0.33 0.71 0.71 0.71 0.33 1.17 1.54 1.17 a23 0.44 0.35 0.04 0.44 1.23 0.44 0.44 0.35 2.33 Setting the significant level of datasets as 5%, the critical values of Grubbs test
criterion is determined as 2.11(Table 5 in manuscript). Therefore, the matrix based on the
9st expert in incompatible with other experts (G>G*) and should be corrected based on
equation (10). The modified matrix is:
~E9
:
5-2-3 Normalize judgement
To check for consistency, the judgement matrix ~E9 should be converted to a normalized
matrix E9' based on equation (11) in manuscript.
E9'
:
5-2-4 Calculate eigen value and eigen vector
The eigen vector W and the maximum eigen value λmax of judgement matrix E9 can be
calculated based on equation (12) ~ (14) in the manuscript.
λmax = 3.0092
5-2-5 Check consistency
The order n of the judgement matrix E9 is 3, therefore, the random consistency R.I. of the
judgement matrix is 0.58 based on Table 6 in manuscript. The consistency index C.I. and
consistency ratio C.R. can be calculated based on equation (15) ~ (16).
The consistency of judgement matrix is acceptable. Therefore, the weight distribution
of economic effect (B1), environmental effect (B2) and technological effect (B3) on the 2 st
level of the model considered by the 9st expert in the coking plant remediation action is:
Similarly, the local weight distribution of sub criteria (C1-C9) on the 3st level of the model
referring to main criteria (B1-B3) considered by the 9st expert in the coking plant
remediation action can be obtained by the same step. Show it as follow.
C1: capital cost, C2: operation cost, C3: detection and analysis cost, C4: possibility of
secondary contamination, C5: risk of human security, C6: acceptance of public, C7:
remediation efficiency, C8: remediation time, C9: technology maturity.
In the same way, the local weight distribution of alternatives(D1-D4) on the 4st level of
the model referring to sub criteria (C1-C9) considered by the 9st expert in the coking plant
remediation action can be obtained. Show it as follow.
D1: thermal desorption, D2: soil vapor extraction, D3: chemical oxidation, D4: enhanced
bioremediation
5-3 Compute global weight vectors
The global weight distribution of remediation alternatives with respect to the clean-up goal
evaluated by 9st expert can be calculated based on equation (17) ~ (22).
The global weight distributions of remediation alternatives with respect to the clean-up
goal evaluated by other experts can be obtained the same way. Then, the final
comprehensive weigh (GW ) of alternative is shown as equation (23) in the manuscript.
GW=∑k=1
q
r kGW k