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3/8/16 Page 1 Industrial Wastewater Process Modeling with GPS-X™ Refinery Wastewater Process Modeling with GPS-X™ Malcolm Fabiyi, PhD Hydromantis USA John Joyce, PhD PE SAGE Environmental February 2016

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Page 1: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 1Industrial Wastewater Process Modeling with GPS-X™

Refinery Wastewater Process Modeling with GPS-X™

Malcolm Fabiyi, PhDHydromantis USA

John Joyce, PhD PESAGE EnvironmentalFebruary 2016

Page 2: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 2Industrial Wastewater Process Modeling with GPS-X™

Outline• Issues in refinery wastewater• Typical Refinery Wastewater systems• Overview of Hydromantis• Modeling tools and their application• GPS-X™ • Industrial WWTP case studies• SimuWorks• Conclusion

Page 3: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 3Industrial Wastewater Process Modeling with GPS-X™

Refinery Wastewater Issues• Varying crude stocks and where those crude’s come from

present differing wastewater issues to refineries --- very much more so now than in the past…..

• Refineries are also now evaluating:• End of life API’s, DAF’s

• Evaluating higher rate DGF’s and DNF’s

• And evaluating how capital cost can be deferred by optimizing existing wastewater process units

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3/8/16 Page 4Industrial Wastewater Process Modeling with GPS-X™

Refinery Wastewater Issues• Refineries are also facing tightening metals discharge limits

• Mercury• Selenium• Arsenic

• Many membrane bio-reactors being designed & installed

• Troublesome Inorganics --- cyanides, salts• Toxicity/bioassay compliance

• Need for surge capacity

• Reducing treatment costs

Page 5: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 5Industrial Wastewater Process Modeling with GPS-X™

Refinery Wastewater SystemsDe-Salters

Sour Water/Scrubbers

DistillationBlowdown

Stormwater

Cooling TowerBlowdown

Tank Drains

Page 6: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 6Industrial Wastewater Process Modeling with GPS-X™

Refinery Wastewater Issues• If you are responsible for managing the wastewater system at a

refinery or chemical plant……• Even the more simplistic….

• What is my optimal MLSS

• What is my optimal aeration rate

• What is my optimal RAS/WAS rate

• Or the more complex….(before you have to engage a wastewater consultant)• What happens if a biological contactor, MBR, or new DGF is installed in

this location or that location?

Page 7: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 7Industrial Wastewater Process Modeling with GPS-X™

Refinery Wastewater Issues• There are two fantastic modeling tools that refinery and

chemical plant wastewater managers and engineers should avail themselves of:

Dynamic Wastewater Treatment Modeling• Process design• Energy models• GHG models

• Controller models• Real-time• Optimization

Operator Training and Plant Analysis System• Customized

interface• GPS-X™ platform

• Operational support• Planning• Training

Page 8: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 8Industrial Wastewater Process Modeling with GPS-X™

Traditional Design Models• Based on simplified mass balance models

• Assume steady-state• Constant influent loading and operating conditions

• No change in solids storage in clarifiers or aeration basins

• Equations solved to predict tank sizes, sludge production, and performance given SRT, MLSS, etc.

• Design parameters from simple models serve as inputs to more comprehensive dynamic models

Page 9: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 9Industrial Wastewater Process Modeling with GPS-X™

Why Use Modeling?• Cheaper than building/modifying the real system

• Easier than carrying out testing on existing systems

• Risk-free - see the consequences beforeimplementation

• Get results quickly

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How Is It Used?Create Model

Calibrate to Known

Performance

Simulate Different

Scenarios

Simulate “Base Case”

Compare and Evaluate0

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WA

S TS

S C

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Simulated Measured

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3/8/16 Page 11Industrial Wastewater Process Modeling with GPS-X™

Features of Industrial Activated Sludge• Can have high soluble COD fraction

• High temperatures

• Highly variable influent characterization

• Nutrient deficiency common

• Varying sludge settleability

• Dynamic

• Can have multiple influent streams of interest (VOCs, Oil & Grease, Hydrocarbons, Phenols, Colloidal materials, Sulfur, Amines, Metals)

• Can have high strength fractions (e.g., Spent caustic)

Page 12: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 12Industrial Wastewater Process Modeling with GPS-X™

Physical/Chemical Processes?• Handles biological treatment and solids separation

• As well as other processes

• Oil and grease separators

• pH management

• PAC

• Chemical addition

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3/8/16 Page 13Industrial Wastewater Process Modeling with GPS-X™

Case Studies

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3/8/16 Page 14Industrial Wastewater Process Modeling with GPS-X™

GPS-X™ - Features

Page 15: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 15Industrial Wastewater Process Modeling with GPS-X™

GPS-X™ - FeaturesIntuitive modeling ……. …and simulation views

Quick panel views for all objects Sankey Graphs

Page 16: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 16Industrial Wastewater Process Modeling with GPS-X™

GPS-X™ - Features

Page 17: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 17Industrial Wastewater Process Modeling with GPS-X™

GPS-X™ - FeaturesSelect Control Variables

Sensitivity analysis

Clarifier behavior

Treatment thresholds

Page 18: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 18Industrial Wastewater Process Modeling with GPS-X™

GPS-X™ - Largest Number of Unit Objects

Page 19: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 19Industrial Wastewater Process Modeling with GPS-X™

GPS-X™ Supports a Broad Range of Custom Projects• Selenium removal• API/CPI separators• Oil & grease removal• 1,4 Dioxane removal in WWTP• Process water simulator• Capacity evaluation• Biotransformation of estrogenic

hormones*• Water reservoir simulation• Coupled CFD & process

dynamics• Calibration of PAC + IFAS

treatment process• Customized process simulators

*Natural estrogenic hormones 17βestradiol (E2) and estrone (E1), and the synthetic estrogen 17α-ethinylestradiol (EE2)

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3/8/16 Page 20Industrial Wastewater Process Modeling with GPS-X™

Case Study 1: Develop a calibrated model of a petroleum refinery WWTP to support plant analysis, decision making and process optimization

Plant layout

Page 21: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 21Industrial Wastewater Process Modeling with GPS-X™

Case Study 1: Develop a calibrated model of a petroleum refinery WWTP to support plant analysis, decision making and process optimization

New API unit developed

Plant layout

GPS-X™ has the largest process object library of any process modeling software

Page 22: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 22Industrial Wastewater Process Modeling with GPS-X™

Case Study 1: Develop a calibrated model of a petroleum refinery WWTP to support plant analysis, decision making and process optimization

GPS-X™ provides accurate representation of a facility’s process layout

Page 23: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

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Step-Feed Activated Sludge

EqualizationGrit Basins

Neutralization

Diversion

Influent

Belt-filter Presses

Clarifiers

Chemical Manufacturing Facility, WWTP

Treats waste from plant that manufactures chemicals, plastics, and synthetic fibers

Case Study 2: Development of model for assessing impacts of loading changes, operational changes, toxic spills, etc.

Page 24: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 24Industrial Wastewater Process Modeling with GPS-X™

Step-Feed Activated Sludge

EqualizationGrit Basins

Neutralization

Diversion

Influent

Belt-filter Presses

Clarifiers

•Q = 27 MGD•Organic acids & alcohols (COD = 1700 mg/L)•Solids (TSS = 140 mg/L)•Ammonia, nitrates, phosphates

•4 trains with 3 aeration basins each•Step feed strategy varies•Mixed liquor sampled from each basin

•Some denitrification

Chemical Manufacturing Facility, WWTPCase Study 2

Page 25: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 25Industrial Wastewater Process Modeling with GPS-X™

Case Study 2: Model Setup - GPS-X™ Layout• Activated Sludge

• Elevated temperatures (26 to 36 degrees C)• ASM3 default kinetic values allowed better

calibration than values of Koch et al. (2000) • Decreased:

• Maximum autotrophic growth rate to match ammonia in basins

• Added simultaneous nitrification/denitrification to ASM3 to handle observed denitrification in aeration basins

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3/8/16 Page 26Industrial Wastewater Process Modeling with GPS-X™

Case Study 3: Pharma Facility• Plant treats pharmaceutical wastewater

using MBBRs (with fungal and bacterial reactors), PAC, and DAFs

• Developed, calibrated, & verified plant model

• Model capable of predicting behavior of fungal biomass

• Model used to assess impact of number of aeration trains in service, influent loading, temperature, airflow, & nutrient addition

Hydromantis, Inc.www.hydromantis.com

0

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Existing One Train Out of Service

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3/8/16 Page 27Industrial Wastewater Process Modeling with GPS-X™

Case Study 4Developed customized GPS-X™ tool that is used to:

• Provide predictive analyses for plant operation, e.g. spill control assistance

• Help GE meet the effluent criteria

• Help optimize plant operation

• Provide a customized operator training platform

• Savings to operators of > $36,000 USD per year

Page 28: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 28Industrial Wastewater Process Modeling with GPS-X™

Case Study 5• WWTP treats waste from 3 chemical production facilities

• Studies conducted using GPS-X™:• Capacity evaluation

• Sensitivity of plant performance to nitrogen loading to the plant

• Bottleneck evaluation

• Determined aeration power requirements

• Dynamic analysis of plant

• Safety margin for plant capacity

• Development of management plan for facility

• Used industrial pollutant library (IP) to track specific chemicals

Page 29: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 29Industrial Wastewater Process Modeling with GPS-X™

Case Study 6• Developed model of WWTP at chemical plant

• Activated sludge treatment system

• GPS-X™ model used to:• Investigate aeration control options• Investigate opportunity for MLSS control• Investigate impact of loading changes to the plant• Determine best approach to handle high-flow events

• GPS-X™ used to model other DOW plants

Page 30: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 30Industrial Wastewater Process Modeling with GPS-X™

Applications of Modeling in Industrial WWT Applications Application areas Modeling focus Software tool

Aeration demand • O2 for supplementation• O2 for organic treatment

GPS-X™

VOC & Odor emissions – reporting and analysis

• Emissions reduction• Contaminant fate• Odor stripping

Toxchem™

Process optimization, planning,training & knowledge mgt.

• Plant optimization• Production throughput constraint evaluation

GPS-X™ & SimuWorks™

Contaminant degradationmechanism – Metals & organics

• Product, by-product, metabolites• Speciation, transport and fate

GPS-X™ & Toxchem™

Bulking control • O2 demand vs organic loading GPS-X™

Aeration efficiency • Oxygen transfer efficiency• Fouling estimation

GPS-X™

Spent caustic treatment • Incremental O2, VOC stripping implications, Capacity validation, pH effects

GPS-X™ & Toxchem™

Overall process design & optimization

• Process tank sizing & configuration• Capital cost, operating cost• Alkalinity, pH

CapdetWorks™ & GPS-X™

Page 31: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 31Industrial Wastewater Process Modeling with GPS-X™

Next Generation Uses of Models

Engineers are trained in refinery processes

….Sometimes do a rotation in the WWTP

“It took me about 5 months to understand the activated sludge

process” – Engineer at Major Refinery

Facility

Page 32: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

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SimuWorks™ Overview

• Advanced operator training and education• Plant optimization and cost saving strategies• Project and risk analysis• Key decision making support tool

Page 33: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 33Industrial Wastewater Process Modeling with GPS-X™

Simulator Interface

Clickable Diagram

Simulation control

Flyover panel

Output graphs /

input panel

Page 34: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 34Industrial Wastewater Process Modeling with GPS-X™

Step 1:Click on Unit Process

Step 2:Adjust Parameters

Step 3:Press Start

Step 4: See Results

Page 35: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

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Example #1: Troubleshooting Nitrification• Initial Case: poor performance – not nitrifying, poor COD

removal• Influent quality:

• COD = 750 mg/L• TKN = 100 mg/L

• Ammonia = 80 mg/L

• Soluble P = 12 mg/L• pH = 7.0

• Temperature = 28C (82F)

Page 36: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 36Industrial Wastewater Process Modeling with GPS-X™

Conclusions• Activated sludge models can be applied to industrial

WWTPs

• Modeling is powerful, cost-effective tool for design, process analysis, trouble-shooting, optimization, planning, and training

• Modeling is becoming a required process skill

Page 37: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 37Industrial Wastewater Process Modeling with GPS-X™

Technical Support

Page 38: Refinery Wastewater Process Modeling with GPS-X™content.4cmarketplace.com/presentations/JoyceFabiyi.pdf · Refinery Wastewater Issues • Refineries are also facing tightening metals

3/8/16 Page 38Industrial Wastewater Process Modeling with GPS-X™

Material Copyright © 1992-2016 Hydromantis Environmental Software Solutions, Inc.

All rights reserved

Wastewater modeling and design solutions

Dr. Malcolm Fabiyi, PhD

Dr. John M. Joyce, PhD PE