a statistical approach for restoration of ...prwreri.uprm.edu/projects/sangchul...

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Since industrial revolution, demands and costs for construction-grade sand and A STATISTICAL APPROACH FOR RESTORATION OF DISTURBED LAND WITH COAL COMBUSTION BYPRODUCT AGGREGATES Isomar Latorre , Daniel Roman, and Sangchul Hwang Department of Civil Engineering and Surveying, University of Puerto Rico, Mayagüez, PR Introduction Statistical Experiment Experiment Purpose: Conclusions Statistical design showed a neutral impact of the CAAs on gro nd ater q alit in costs for construction grade sand and gravel has subsequently increased. Open pit quarries potentially represent physical risks to safety of people and stock due to dangerous vertical pit walls or deep water. Also, they can be a possible source of environmental pollution from water accumulation unless properly drained. Therefore, a need exists to develop an economical and environmentally sound restoration. For thi l b ti b d t Current Studies 3-Factor, 2-Level Statistical Reactor Set-up of the CAAs on ground water quality in terms of pH, turbidity, and hardness. CAAs amendment for restoration of disturbed lands such as open pit seems to be a viable engineering practice, not only achieving resource recovery but also conserving environmental quality. Determine impact of possible refilling methods by a statistical design and analysis on the quality of water infiltrated from each setting. High and Low Rainfall Intensity Vmax=60mL Vmin= 30mL CAAs size A: 4.75 ~9.53 mm, B: 2.36~4.75 mm Volumetric ratio of the CAAs to top soil Statistical Design Optimization Variable Parameters this reason, coal combustion byproduct aggregates (CAAs) were proposed as a potential backfilling amendment material. Test the feasibility of coal combustion ash aggregates (CAAs)-amended refill for the open pit restoration. Assess the potential risks in relation to contamination of soil and groundwater Reactors Top Soil (in) CCPs (in) Bottom Soil (in) Site Soil (in) CAAs Size Rain Intensity R 1 8 4 4 10 A High R 2 8 4 4 10 A High R 3 8 4 4 10 A Low R 4 8 4 4 10 A Low R 5 8 4 4 10 B High R 6 8 4 4 10 B High R 7 8 4 4 10 B Low R 8 8 4 4 10 B Low R 9 4 8 4 10 A High R 10 4 8 4 10 A High R 11 4 8 4 10 A Low R 12 4 8 4 10 A Low R 13 4 8 4 10 B High R 14 4 8 4 10 B High R 15 4 8 4 10 B Low R Worst Case Scenario Best Case Scenario Low Rainfall Intensity (10 mL/min) High Rainfall Intensity (20 mL/min) bigger size(4.75 - 9.53 mm) small size(2.36 - 4.75 mm) more aggregate less aggregate Objectives associated with the use of an industrial byproduct CAA. Weekly measurements: amount of water percolated to the system, water pH, water Turbidity, nitrate concentrations, conductivity, lead and cadmium concentrations Project Location Santa Isabel Open Pit Q arr R 16 4 8 4 10 B Low Statistical Analysis 3-Factor, 2-Level Statistical Analysis Hardness Example A (CAAs size) B (Rainfall Intensity) C (CAAs /top soil ratio) System 1, 2, and 4 Preliminary Results System 1: WCS (10 C) System 2: WCS System 3: BCS System 4: Individual Soil and CCPs Evaluation (WCS) System 5: Individual Soil and CCPs Evaluation (BCS) System 3 and 5 0 200 400 600 800 1000 R1 R2 R3 R4 R5 R6 R7 R8 Day 0 Day 14 Hardness (System 1) Coamo Lake (Top Soil) Soils Santa Isabel Open Pit Quarry Results Open Pit Restoration 3 m Organic Top Soil Coal Ash Aggregates 500 1000 1500 2000 2500 Top soil : CAA = 2 : 1 Top soil : CAA = 1 : 2 Calculations Example for Hardness Parameter 400 600 800 1000 1200 1400 1600 1800 2000 High rain intensity Low rain intensity Also, cadmium concentrations, lead 0 100 200 300 400 500 600 700 R1 R2 R3 R4 R5 R6 R7 R8 Day 0 Day 14 200 300 400 500 600 Day 0 Day 14 Hardness (System 2) Hardness (System 3) Guayama Bay (Bottom Soil) Santa Isabel (Site Soil) CCPs Bottom Soil Top Soil 0.3 m Santa Isabel Site Soil 20 ~ 60 m GWT Sandy Bottom Soil 0 7 9 14 18 25 30 35 39 44 49 53 60 63 Days 0 200 7 9 14 18 25 30 35 39 44 49 53 60 63 Days 0 200 400 600 800 1000 1200 1400 1600 1800 2000 7 9 14 18 25 30 35 39 44 49 53 60 63 Days Big CAA size Small CAA size A A A A A A A B B B B B B B B B C C C AC AC AC AC AC BC BC BC BC ABC 0 5 10 15 20 25 7 9 14 18 25 30 35 39 44 49 53 60 63 Hardness Standardized effects Days A B C AC BC AB ABC Future Studies Increasing top soil, CCPs, bottom soil, and site soil length, measure water quality independently, when comes out of each material. This will be at different temperatures and different soils for site specific cases evaluation. Sandy aquifer materials will be collected and packed on-site and groundwater flow will be simulated by pumping the local groundwater at an average linear velocity. concentrations, pH, conductivity, alkalinity and total heterotrophic bacteria were measured. 0 100 R1 R2 R3 R4 R5 R6 R7 R8 This research has been supported by AES Puerto Rico and US Geological Survey Water Resource Grant State Program. Assistance and help provided by the members of environmental engineering laboratory are greatly appreciated, especially Daniel Roman for his sincere contribution to the project. Dr. Sangchul Hwang Department of Civil Engineering, UPRM 787-832-4040 ext. 3454; [email protected] CAAs Solidified mixture of fly and bottom ashes with water Main chemical components: SiO 2 + Al 2 O 3 + Fe 2 O 3 (51 %) Lime (CaO (30 %), SO 3 (15%)) Obtained from a local coal burning power plant Site Soil Acknowledgments Contact Aquifer Sand 0 1000 2000 3000 4000 5000 6000 CR R1 R2 R3 R4 R5 R6 R7 R8 R10 R11 R12 R13 R14 R15 R16 Hardness (mg/L as CaCO 3 ) Reactors Hardness day 0 day 7 day 9 day 14 day 18 day 25 day 30 day 35 day 39 day 44 day 49 day 53 day 60 day 63 0 500 1000 1500 2000 2500 3000 0 10 20 30 40 50 60 70 Hardness (mg/L as CaCO3) Days CR R1 R2 R3 R4 R5 R6 R7 R8 R10 R11 R12 R13 R14 R15 R16 Days Worst and best case scenario configuration with nitrate- containing water percolating the restoration matrix.

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Page 1: A STATISTICAL APPROACH FOR RESTORATION OF ...prwreri.uprm.edu/Projects/Sangchul Hwang/posters/Poster...CAAs size A: 4.75 ~9.53 mm, B: 2.36~4.75 mm Volumetric ratio of the CAAs to top

1

Since industrial revolution, demands andcosts for construction-grade sand and

A STATISTICAL APPROACH FOR RESTORATION OF DISTURBED LAND WITH COAL COMBUSTION BYPRODUCT AGGREGATES

Isomar Latorre, Daniel Roman, and Sangchul HwangDepartment of Civil Engineering and Surveying, University of Puerto Rico, Mayagüez, PR

Introduction Statistical Experiment

Experiment Purpose:

Conclusions

Statistical design showed a neutral impactof the CAAs on gro nd ater q alit incosts for construction grade sand and

gravel has subsequently increased.Open pit quarries potentially representphysical risks to safety of people andstock due to dangerous vertical pit wallsor deep water. Also, they can be apossible source of environmentalpollution from water accumulation unlessproperly drained. Therefore, a needexists to develop an economical andenvironmentally sound restoration. Forthi l b ti b d t

Current Studies

3-Factor, 2-Level Statistical Reactor Set-up

of the CAAs on ground water quality interms of pH, turbidity, and hardness.

CAAs amendment for restoration ofdisturbed lands such as open pit seems tobe a viable engineering practice, not onlyachieving resource recovery but alsoconserving environmental quality.

Determine impact of possible refillingmethods by a statistical design andanalysis on the quality of waterinfiltrated from each setting.

High and Low Rainfall Intensity

Vmax=60mL Vmin= 30mL

CAAs size

A: 4.75 ~9.53 mm, B: 2.36~4.75 mm

Volumetric ratio of the CAAs to top soil

Statistical Design Optimization

Variable Parameters

this reason, coal combustion byproductaggregates (CAAs) were proposed as apotential backfilling amendment material.

Test the feasibility of coal combustionash aggregates (CAAs)-amended refillfor the open pit restoration.

Assess the potential risks in relation tocontamination of soil and groundwater

Reactors Top Soil (in) CCPs (in) Bottom Soil (in) Site Soil (in) CAAs SizeRain

IntensityR1 8 4 4 10 A HighR2 8 4 4 10 A HighR3 8 4 4 10 A LowR4 8 4 4 10 A LowR5 8 4 4 10 B HighR6 8 4 4 10 B HighR7 8 4 4 10 B LowR8 8 4 4 10 B LowR9 4 8 4 10 A HighR10 4 8 4 10 A HighR11 4 8 4 10 A LowR12 4 8 4 10 A LowR13 4 8 4 10 B HighR14 4 8 4 10 B HighR15 4 8 4 10 B LowR 4 8 4 10 B L

Worst Case Scenario Best Case ScenarioLow Rainfall Intensity

(10 mL/min)High Rainfall Intensity

(20 mL/min)

bigger size(4.75 - 9.53 mm) small size(2.36 - 4.75 mm)

more aggregate less aggregateObjectives

co ta at o o so a d g ou d ateassociated with the use of an industrialbyproduct CAA.

Weekly measurements: amount of water percolated to the system, water pH, water Turbidity, nitrate concentrations, conductivity, lead and cadmium concentrations

Project Location

Santa Isabel Open Pit Q arr

R16 4 8 4 10 B Low

Statistical Analysis

3-Factor, 2-Level Statistical AnalysisHardness Example

A (CAAs size) B (Rainfall Intensity) C (CAAs /top soil ratio)

System 1, 2, and 4

Preliminary Results

System 1: WCS (10 C) System 2: WCS System 3: BCSSystem 4: Individual Soil and CCPs Evaluation (WCS)System 5: Individual Soil and CCPs Evaluation (BCS)

System 3 and 5

0

200

400

600

800

1000

R1 R2 R3 R4 R5 R6 R7 R8

Day 0

Day 14Hardness (System 1)

Coamo Lake(Top Soil)

Soils

Santa Isabel Open Pit Quarry

Results

Open Pit Restoration

3 m

Organic Top Soil

Coal Ash Aggregates 500

1000

1500

2000

2500

Top soil : CAA = 2 : 1

Top soil : CAA = 1 : 2

Calculations Example for Hardness Parameter

400600800

100012001400160018002000

High rain intensity

Low rain intensity

Also, cadmium concentrations, lead

0

100

200

300

400

500

600

700

R1 R2 R3 R4 R5 R6 R7 R8

Day 0

Day 14

200

300

400

500

600

Day 0

Day 14

Hardness (System 2)

Hardness (System 3)

Guayama Bay(Bottom Soil)

Santa Isabel (Site Soil)

CCPs

Bottom Soil

Top Soil

0.3 m

Santa Isabel

Site Soil

20 ~ 60 m

GWT

Sandy Bottom Soil

0

7 9 14 18 25 30 35 39 44 49 53 60 63

Days

0200

7 9 14 18 25 30 35 39 44 49 53 60 63

Days

0200400600800

100012001400160018002000

7 9 14 18 25 30 35 39 44 49 53 60 63

Days

Big CAA size

Small CAA size

A AA A

A AAB B B B B

BB

BB

C C CAC ACAC AC ACBC BC BC BCABC

0

5

10

15

20

25

7 9 14 18 25 30 35 39 44 49 53 60 63

Ha

rdn

ess

Sta

nd

ard

ize

d e

ffe

cts

Days

A B

C AC

BC AB

ABC

Future StudiesIncreasing top soil, CCPs, bottom soil, and site soil length,

measure water quality independently, when comes out of eachmaterial. This will be at different temperatures and different soilsfor site specific cases evaluation.

Sandy aquifer materials will be collected and packed on-siteand groundwater flow will be simulated by pumping the localgroundwater at an average linear velocity.

concentrations, pH, conductivity, alkalinity and total heterotrophic bacteria

were measured.0

100

R1 R2 R3 R4 R5 R6 R7 R8

This research has been supported by AES Puerto Rico and US Geological Survey Water Resource Grant State Program. Assistance and help provided by the members

of environmental engineering laboratory are greatly appreciated, especially Daniel Roman for his sincere

contribution to the project.

Dr. Sangchul Hwang

Department of Civil Engineering, UPRM

787-832-4040 ext. 3454; [email protected]

CAAs

Solidified mixture of fly and bottom ashes with waterMain chemical components:

SiO2 + Al2O3 + Fe2O3 (51 %)Lime (CaO (30 %), SO3 (15%))

Obtained from a local coal burning power plant

Site Soil

Acknowledgments Contact

Aquifer Sand

0

1000

2000

3000

4000

5000

6000

CR R1

R2

R3

R4

R5

R6

R7

R8

R10 R11

R12

R13

R14

R15

R16

Ha

rdn

ess

(m

g/L

as

Ca

CO

3)

Reactors

Hardness

day 0

day 7

day 9

day 14

day 18

day 25

day 30

day 35

day 39

day 44

day 49

day 53

day 60

day 63

0

500

1000

1500

2000

2500

3000

0 10 20 30 40 50 60 70

Ha

rdn

ess

(m

g/L

as

Ca

CO

3)

Days

CR

R1

R2

R3

R4

R5

R6

R7

R8

R10

R11

R12

R13

R14

R15

R16

Days

Worst and best case scenario configuration with nitrate-containing water percolating the restoration matrix.