Shale Gas Supply Chain Design and Operations toward Better Economic and Life Cycle Environmental Performance: MINLP Model and Global Optimization Algorithm

被引:139
作者
Gao, Jiyao [1 ]
You, Fengqi [1 ]
机构
[1] Northwestern Univ, Dept Chem & Biol Engn, Evanston, IL 60208 USA
关键词
Sustainable supply chain; Life cycle optimization; Shale gas; MINLP; Global optimization; NATURAL-GAS; WATER MANAGEMENT; SUSTAINABLE DESIGN; METHANE EMISSIONS; FOOTPRINT; NETWORKS; IMPACTS; CONSUMPTION;
D O I
10.1021/acssuschemeng.5b00122
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In this work, the life cycle economic and environmental optimization of shale gas supply chain network design and operations is addressed. The proposed model covers the well-to-wire life cycle of electricity generated from shale gas, consisting of a number of stages including freshwater acquisition, shale well drilling, hydraulic fracturing and completion, shale gas production, wastewater management, shale gas processing, electricity generation as well as transportation and storage. A functional-unit based life cycle optimization problem for a cooperative shale gas supply chain is formulated as a multiobjective nonconvex mixed-integer nonlinear programming (MINLP) problem. The resulting Pareto-optimal frontier reveals the trade-off between the economic and environmental objectives. A case study based on Marcellus shale play shows that the greenhouse gas emission of electricity generated from shale gas ranges from 433 to 499 kg CO(2)e/MWh, and the levelized cost of electricity ranges from $69 to $91/MWh. A global optimization algorithm is also presented to improve computational efficiency.
引用
收藏
页码:1282 / 1291
页数:10
相关论文
共 74 条
[61]   Life Cycle Carbon Footprint of Shale Gas: Review of Evidence and Implications [J].
Weber, Christopher L. ;
Clavin, Christopher .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2012, 46 (11) :5688-5695
[62]   Oil and Gas Produced Water Management and Surface Drinking Water Sources in Pennsylvania [J].
Wilson, Jessica M. ;
VanBriesen, Jeanne M. .
ENVIRONMENTAL PRACTICE, 2012, 14 (04) :288-300
[63]   Optimization Models for Shale Gas Water Management [J].
Yang, Linlin ;
Grossmann, Ignacio E. ;
Manno, Jeremy .
AICHE JOURNAL, 2014, 60 (10) :3490-3501
[64]   Optimal design of sustainable cellulosic biofuel supply chains: Multiobjective optimization coupled with life cycle assessment and input-output analysis [J].
You, Fengqi ;
Tao, Ling ;
Graziano, Diane J. ;
Snyder, Seth W. .
AICHE JOURNAL, 2012, 58 (04) :1157-1180
[65]   Life Cycle Optimization of Biomass-to-Liquid Supply Chains with Distributed-Centralized Processing Networks [J].
You, Fengqi ;
Wang, Belinda .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2011, 50 (17) :10102-10127
[66]   Stochastic Inventory Management for Tactical Process Planning Under Uncertainties: MINLP Models and Algorithms [J].
You, Fengqi ;
Grossmann, Ignacio E. .
AICHE JOURNAL, 2011, 57 (05) :1250-1277
[67]   Optimal Distribution-Inventory Planning of Industrial Gases. II. MINLP Models and Algorithms for Stochastic Cases [J].
You, Fengqi ;
Pinto, Jose M. ;
Grossmann, Ignacio E. ;
Megan, Larry .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2011, 50 (05) :2928-2945
[68]   Dinkelbach's algorithm as an efficient method to solve a class of MINLP models for large-scale cyclic scheduling problems [J].
You, Fengqi ;
Castro, Pedro M. ;
Grossmann, Ignacio E. .
COMPUTERS & CHEMICAL ENGINEERING, 2009, 33 (11) :1879-1889
[69]   Game-theoretic modeling and optimization of multi-echelon supply chain design and operation under Stackelberg game and market equilibrium [J].
Yue, Dajun ;
You, Fengqi .
COMPUTERS & CHEMICAL ENGINEERING, 2014, 71 :347-361
[70]   Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization [J].
Yue, Dajun ;
Slivinsky, Maxim ;
Sumpter, Jason ;
You, Fengqi .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2014, 53 (10) :4008-4029