high performance research computing production of benzene

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Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol: A Process Synthesis and Global Optimization Approach Alexander M. Niziolek , et al. High Performance Research Computing

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Page 1: High Performance Research Computing Production of Benzene

Production of Benzene, Toluene, and Xylenes from Natural Gas via

Methanol:A Process Synthesis and Global

Optimization Approach– Alexander M. Niziolek, et al.

High Performance Research Computing

Page 2: High Performance Research Computing Production of Benzene

• Natural gas is an abundant, inexpensive, and versatile feedstock for conversion into valuable products, such as aromatics

• Several competing and commercial technologies exist for natural gas conversion

• Objective: Determine novel processes for aromatics production from natural gas using a global optimization algorithm that maximizes the profit from these refineries.

• The optimal processes are economically competitive with the current state-of-the-art

• The optimal processes are environmentally sustainable

• Optimization algorithm is completed using the Ada supercomputer at Texas A&M University

Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol:A Process Synthesis and Global Optimization Approach

Alexander M. Niziolek, Onur Onel, and Christodoulos A. FloudasDepartment of Chemical Engineering, Texas A&M University

Introduction & Motivation

Page 3: High Performance Research Computing Production of Benzene

Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol:A Process Synthesis and Global Optimization Approach

Alexander M. Niziolek, Onur Onel, and Christodoulos A. FloudasDepartment of Chemical Engineering, Texas A&M University

Natural Gas to Aromatics Processes: Block Flow Diagram

Natural Gas Conversion

Syngas Treatment

Hydrocarbon Production

Aromatics Separation and Upgrading

Steam Oxygen

Hydrogen Oxygen

Clean Syngas

Methanol

Raw SyngasAcid Gas

Vent

BenzeneTolueneXylenesGasoline

LPG

Steam

Natural Gas

Sour Water

Steam Electricity

Water

Heat, Power, Water Integration

Boiler Feed Water

Page 4: High Performance Research Computing Production of Benzene

Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol:A Process Synthesis and Global Optimization Approach

Alexander M. Niziolek, Onur Onel, and Christodoulos A. FloudasDepartment of Chemical Engineering, Texas A&M University

Mathematical Modelling of Large-Scale Process SuperstructureEach alternative modelled rigorously using chemical engineering first principles

INNG

Input Natural

Gas

ATR

Autothermal

Reformer

Reformed

Gases

POM

Partial Oxidation

to Methanol

Raw

Methanol

Mixture

SMR

Steam

Reformer

Reformed

Gases

SPNG

INPUT 1

ALTERNATIVE

#1

OUTPUT 1

ALTERNATIVE

#3

ALTERNATIVE

#2 OUTPUT 2

OUTPUT 3

Example: Natural Gas Conversion

Page 5: High Performance Research Computing Production of Benzene

Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol:A Process Synthesis and Global Optimization Approach

Alexander M. Niziolek, Onur Onel, and Christodoulos A. FloudasDepartment of Chemical Engineering, Texas A&M University

Overall StrategyRigorous

input-output relationships for each unit

Obtain accurate cost functions

and scaling factors

Obtain accurate feedstock &

product costs

Process superstructure of alternatives

Process Synthesis Mathematical Model

Large scale mixed integer nonlinear, nonconvex program (MINLP)

~20,000 continuous variables

~30 binary variables

~23,500 constraints

~500 nonconvex terms

Molar flow of species, extents of reaction

Existence of units

Environmental constraints, plant scale

Bilinear terms, trilinear term,

quadrilinear terms, power functions

Solved using a global optimization branch-and-bound framework using the Ada supercomputing capabilities at Texas A&M University

Page 6: High Performance Research Computing Production of Benzene

Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol:A Process Synthesis and Global Optimization Approach

Alexander M. Niziolek, Onur Onel, and Christodoulos A. FloudasDepartment of Chemical Engineering, Texas A&M University

Results: Optimal Natural Gas to Aromatics TopologyGlobal optimization algorithm run for 120 hours to determine optimal processes

(shown below) for aromatics production from natural gas

Input Air Air separation

unit

Autothermal

Reformer

Syngas Flash

Methanol

Synthesis

Methanol to

Aromatics

MTA

UpgradingAromatics

Complex

Cyclar Process

Fuel

Combustor

Natural Gas

Oxygen

Vent

Syngas

Dry Syngas

Wastewater

Light Gases

Light Gases

LPGSteam

CO2

Wastewater

Input Air

Vent

Gasoline

Benzene

P-Xylene

O-Xylene

Page 7: High Performance Research Computing Production of Benzene

• Runtime wall-clock limit: 120 hours

• Cores: 8 cores for execution

• 2500 MB per process/CPU

• Software used: GAMS (General Algebraic Modeling System)

Production of Benzene, Toluene, and Xylenes from Natural Gas via Methanol:A Process Synthesis and Global Optimization Approach

Alexander M. Niziolek, Onur Onel, and Christodoulos A. FloudasDepartment of Chemical Engineering, Texas A&M University

Resource Requirement