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2016 | OriginalPaper | Buchkapitel

Planning and Scheduling for Industrial Demand Side Management: Advances and Challenges

verfasst von : Qi Zhang, Ignacio E. Grossmann

Erschienen in: Alternative Energy Sources and Technologies

Verlag: Springer International Publishing

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Abstract

In the context of the so-called smart grid, the intelligent management of electricity demand, also referred to as demand side management (DSM), has been recognized as an effective approach to increase power grid performance and consumer benefits. Being large electricity consumers, the power-intensive process industries play a key role in DSM. In particular, planning and scheduling for industrial DSM has emerged as a major area of interest for both researchers and practitioners. In this work, we provide an introduction to DSM and present a comprehensive review of existing works on planning and scheduling for industrial DSM. Four main challenges are identified: (1) accurate modeling of operational flexibility, (2) integration of production and energy management, (3) optimization across multiple time scales, and (4) decision-making under uncertainty. Two real-world case studies are presented to demonstrate the capabilities of state-of-the-art models and solution approaches. Finally, we highlight the research gaps and future opportunities in this area.

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Literatur
Zurück zum Zitat Albadi MH, El-Saadany EF (2008) A summary of demand response in electricity markets. Electric Power Systems Research 78(11):1989–1996 Albadi MH, El-Saadany EF (2008) A summary of demand response in electricity markets. Electric Power Systems Research 78(11):1989–1996
Zurück zum Zitat Artigues C, Lopez P, Hat A (2013) The energy scheduling problem: Industrial case-study and constraint propagation techniques. International Journal of Production Economics 143(1):13–23 Artigues C, Lopez P, Hat A (2013) The energy scheduling problem: Industrial case-study and constraint propagation techniques. International Journal of Production Economics 143(1):13–23
Zurück zum Zitat Ashok S (2006) Peak-load management in steel plants. Applied Energy 83(5):413–424 Ashok S (2006) Peak-load management in steel plants. Applied Energy 83(5):413–424
Zurück zum Zitat Ashok S, Banerjee R (2001) An optimization mode for industrial load management. IEEE Transactions on Power Systems 16(4):879–884 Ashok S, Banerjee R (2001) An optimization mode for industrial load management. IEEE Transactions on Power Systems 16(4):879–884
Zurück zum Zitat Babu CA, Ashok S (2008) Peak Load Management in Electrolytic Process Industries. IEEE Transactions on Power Systems 23(2):399–405 Babu CA, Ashok S (2008) Peak Load Management in Electrolytic Process Industries. IEEE Transactions on Power Systems 23(2):399–405
Zurück zum Zitat Balas E (1985) Disjunctive Programming and a Hierarchy of Relaxations for Discrete Optimization Problems. SIAM Journal on Algebraic Discrete Methods 6(3):466–486 Balas E (1985) Disjunctive Programming and a Hierarchy of Relaxations for Discrete Optimization Problems. SIAM Journal on Algebraic Discrete Methods 6(3):466–486
Zurück zum Zitat Ben-Tal A, Goryashko A, Guslitzer E, Nemirovski A (2004) Adjustable robust solutions of uncertain linear programs. Mathematical Programming 99(2):351–376 Ben-Tal A, Goryashko A, Guslitzer E, Nemirovski A (2004) Adjustable robust solutions of uncertain linear programs. Mathematical Programming 99(2):351–376
Zurück zum Zitat Ben-Tal A, El Ghaoui L, Nemirovski A (2009) Robust Optimization. Princeton University Press, New Jersey Ben-Tal A, El Ghaoui L, Nemirovski A (2009) Robust Optimization. Princeton University Press, New Jersey
Zurück zum Zitat Birge JR, Louveaux F (2011) Introduction to Stochastic Programming, 2nd edn. Springer Science + Business Media Birge JR, Louveaux F (2011) Introduction to Stochastic Programming, 2nd edn. Springer Science + Business Media
Zurück zum Zitat Birge JR, Louveaux FV (1988) A multicut algorithm for two-stage stochastic linear programs. European Journal of Operational Research 34(3):384–392 Birge JR, Louveaux FV (1988) A multicut algorithm for two-stage stochastic linear programs. European Journal of Operational Research 34(3):384–392
Zurück zum Zitat Castro PM, Harjunkoski I, Grossmann IE (2009) New Continuous-Time Scheduling Formulation for Continuous Plants under Variable Electricity Cost. Industrial & Engineering Chemistry Research 48(14):6701–6714 Castro PM, Harjunkoski I, Grossmann IE (2009) New Continuous-Time Scheduling Formulation for Continuous Plants under Variable Electricity Cost. Industrial & Engineering Chemistry Research 48(14):6701–6714
Zurück zum Zitat Castro PM, Harjunkoski I, Grossmann IE (2011) Optimal scheduling of continuous plants with energy constraints. Computers & Chemical Engineering 35(2):372–387 Castro PM, Harjunkoski I, Grossmann IE (2011) Optimal scheduling of continuous plants with energy constraints. Computers & Chemical Engineering 35(2):372–387
Zurück zum Zitat Castro PM, Sun L, Harjunkoski I (2013) Resource-Task Network Formulations for Industrial Demand Side Management of a Steel Plant. Industrial & Engineering Chemistry Research 52:13,046–13,058 Castro PM, Sun L, Harjunkoski I (2013) Resource-Task Network Formulations for Industrial Demand Side Management of a Steel Plant. Industrial & Engineering Chemistry Research 52:13,046–13,058
Zurück zum Zitat Castro PM, Grossmann IE, Veldhuizen P, Esplin D (2014) Optimal Maintenance Scheduling of a Gas Engine Power Plant using Generalized Disjunctive Programming. AIChE Journal 60(6):2083–2097 Castro PM, Grossmann IE, Veldhuizen P, Esplin D (2014) Optimal Maintenance Scheduling of a Gas Engine Power Plant using Generalized Disjunctive Programming. AIChE Journal 60(6):2083–2097
Zurück zum Zitat Charles River Associates (2005) Primer on Demand-Side Management. Tech. Rep. February, The World Bank Charles River Associates (2005) Primer on Demand-Side Management. Tech. Rep. February, The World Bank
Zurück zum Zitat Conejo AJ, Nogales FJ, Arroyo JM (2002) Price-Taker Bidding Strategy Under Price Uncertainty. IEEE Transactions on Power Systems 17(4):1081–1088 Conejo AJ, Nogales FJ, Arroyo JM (2002) Price-Taker Bidding Strategy Under Price Uncertainty. IEEE Transactions on Power Systems 17(4):1081–1088
Zurück zum Zitat Daryanian B, Bohn RE, Tabors RD (1989) Optimal Demand-Side Response to Electricity Spot Prices for Storage-Type Customers. IEEE Transactions on Power Systems 4(3):897–903 Daryanian B, Bohn RE, Tabors RD (1989) Optimal Demand-Side Response to Electricity Spot Prices for Storage-Type Customers. IEEE Transactions on Power Systems 4(3):897–903
Zurück zum Zitat Ding YM, Hong SH, Li XH (2014) A Demand Response Energy Management Scheme for Industrial Facilities in Smart Grid. IEEE Trans 10(4):2257–2269 Ding YM, Hong SH, Li XH (2014) A Demand Response Energy Management Scheme for Industrial Facilities in Smart Grid. IEEE Trans 10(4):2257–2269
Zurück zum Zitat DOE (2006) Benefits of demand response in electricity markets and recommendations for achieving them. Tech. rep., U.S. Department of Energy DOE (2006) Benefits of demand response in electricity markets and recommendations for achieving them. Tech. rep., U.S. Department of Energy
Zurück zum Zitat DOE (2013) Smart Grid Investment Grant Program—Progress Report II. Tech. rep., U.S. Department of Energy DOE (2013) Smart Grid Investment Grant Program—Progress Report II. Tech. rep., U.S. Department of Energy
Zurück zum Zitat Dupacova J, Gröwe-Kuska N, Römisch W (2003) Scenario reduction in stochastic programming: An approach using probability metrics. Mathematical Programming Ser. A 95:493–511 Dupacova J, Gröwe-Kuska N, Römisch W (2003) Scenario reduction in stochastic programming: An approach using probability metrics. Mathematical Programming Ser. A 95:493–511
Zurück zum Zitat Duran MA, Grossmann IE (1986) An Outer-Approximation Algorithm for a Class of Mixed-Integer Nonlinear Programs. Mathematical Programming 36:307–339 Duran MA, Grossmann IE (1986) An Outer-Approximation Algorithm for a Class of Mixed-Integer Nonlinear Programs. Mathematical Programming 36:307–339
Zurück zum Zitat Düzgün R, Thiele A (2015) Robust Optimization with Multiple Ranges: Theory and Application to Pharmaceutical Project Selection. In: Proceedings of the 14th INFORMS Computing Society Conference, Richmond, pp 103–118 Düzgün R, Thiele A (2015) Robust Optimization with Multiple Ranges: Theory and Application to Pharmaceutical Project Selection. In: Proceedings of the 14th INFORMS Computing Society Conference, Richmond, pp 103–118
Zurück zum Zitat EIA (2012) Manufacturing Energy Consumption Survey Data Table 11.1—Electricity: Components of Net Demand, 2010. Tech. rep., U.S. Energy Information Administration EIA (2012) Manufacturing Energy Consumption Survey Data Table 11.1—Electricity: Components of Net Demand, 2010. Tech. rep., U.S. Energy Information Administration
Zurück zum Zitat Everett G, Philpott A (2002) Pulp Mill Electricity Demand Management. In: Proceedings of the 37th Annual Conference of the Operational Research Society of New Zealand, Auckland Everett G, Philpott A (2002) Pulp Mill Electricity Demand Management. In: Proceedings of the 37th Annual Conference of the Operational Research Society of New Zealand, Auckland
Zurück zum Zitat Fang K, Uhan N, Zhao F, Sutherland JW (2011) A new approach to scheduling in manufacturing for power consumption and carbon footprint reduction. Journal of Manufacturing Systems 30(4):234–240 Fang K, Uhan N, Zhao F, Sutherland JW (2011) A new approach to scheduling in manufacturing for power consumption and carbon footprint reduction. Journal of Manufacturing Systems 30(4):234–240
Zurück zum Zitat FERC (2010) National Action Plan on Demand Response. Tech. rep., Federal Energy Regulatory Commission FERC (2010) National Action Plan on Demand Response. Tech. rep., Federal Energy Regulatory Commission
Zurück zum Zitat Floudas CA, Lin X (2004) Continuous-time versus discrete-time approaches for scheduling of chemical processes: a review. Computers & Chemical Engineering 28(11):2109–2129 Floudas CA, Lin X (2004) Continuous-time versus discrete-time approaches for scheduling of chemical processes: a review. Computers & Chemical Engineering 28(11):2109–2129
Zurück zum Zitat GAMS Development Corporation (2015) GAMS version 24.4.1 GAMS Development Corporation (2015) GAMS version 24.4.1
Zurück zum Zitat Gellings CW (1985) The concept of demand-side management for electric utilities. Proceedings of the IEEE 73(10):1468–1470 Gellings CW (1985) The concept of demand-side management for electric utilities. Proceedings of the IEEE 73(10):1468–1470
Zurück zum Zitat Gellings CW, Wikler G, Ghosh D (2006) Assessment of U.S. Electric End-Use Energy Efficiency Potential. Electricity Journal 19(9):55–69 Gellings CW, Wikler G, Ghosh D (2006) Assessment of U.S. Electric End-Use Energy Efficiency Potential. Electricity Journal 19(9):55–69
Zurück zum Zitat Geoffrion A (1972) Generalized Benders Decomposition. Journal of Optimization Theory and Applications 10(4):237–260 Geoffrion A (1972) Generalized Benders Decomposition. Journal of Optimization Theory and Applications 10(4):237–260
Zurück zum Zitat Graves SC (1981) A Review of Production Scheduling. Operations Research 29(4):646–675 Graves SC (1981) A Review of Production Scheduling. Operations Research 29(4):646–675
Zurück zum Zitat Grossmann IE, Trespalacios F (2013) Systematic Modeling of Discrete-Continuous Optimization Models through Generalized Disjunctive Programming. AIChE Journal 59(9):3276–3295 Grossmann IE, Trespalacios F (2013) Systematic Modeling of Discrete-Continuous Optimization Models through Generalized Disjunctive Programming. AIChE Journal 59(9):3276–3295
Zurück zum Zitat Hadera H, Harjunkoski I, Labrik R, Sand G, Engell S (2014) An Improved Energy-awareness Formulation for General Precedence Continuous-time Scheduling Models. Submitted for publication Hadera H, Harjunkoski I, Labrik R, Sand G, Engell S (2014) An Improved Energy-awareness Formulation for General Precedence Continuous-time Scheduling Models. Submitted for publication
Zurück zum Zitat Hadera H, Harjunkoski I, Sand G, Grossmann IE, Engell S (2015 a) Optimization of Steel Production Scheduling with Complex Time-Sensitive Electricity Cost. Computers & Chemical Engineering 76:117–136 Hadera H, Harjunkoski I, Sand G, Grossmann IE, Engell S (2015 a) Optimization of Steel Production Scheduling with Complex Time-Sensitive Electricity Cost. Computers & Chemical Engineering 76:117–136
Zurück zum Zitat Hadera H, Wide P, Harjunkoski I, Sand G, Engell S (2015 b) A Mean Value Cross Decomposition Strategy for Demand-side Management of a Pulping Process. In: 12th International Symposium on Process Systems Engineering and 25th European Symposium on Computer Aided Process Engineering, pp 1931–1936 Hadera H, Wide P, Harjunkoski I, Sand G, Engell S (2015 b) A Mean Value Cross Decomposition Strategy for Demand-side Management of a Pulping Process. In: 12th International Symposium on Process Systems Engineering and 25th European Symposium on Computer Aided Process Engineering, pp 1931–1936
Zurück zum Zitat Haït A, Artigues C (2011) On electrical load tracking scheduling for a steel plant. Computers and Chemical Engineering 35(12):3044–3047 Haït A, Artigues C (2011) On electrical load tracking scheduling for a steel plant. Computers and Chemical Engineering 35(12):3044–3047
Zurück zum Zitat Harjunkoski I, Maravelias CT, Bongers P, Castro PM, Engell S, Grossmann IE, Hooker J, Méndez C, Sand G, Wassick J (2014) Scope for industrial applications of production scheduling models and solution methods. Computers & Chemical Engineering 62:161–193 Harjunkoski I, Maravelias CT, Bongers P, Castro PM, Engell S, Grossmann IE, Hooker J, Méndez C, Sand G, Wassick J (2014) Scope for industrial applications of production scheduling models and solution methods. Computers & Chemical Engineering 62:161–193
Zurück zum Zitat Ierapetritou MG, Wu D, Vin J, Sweeney P, Chigirinskiy M (2002) Cost Minimization in an Energy-Intensive Plant Using Mathematical Programming Approaches. Industrial & Engineering Chemistry Research 41(21):5262–5277 Ierapetritou MG, Wu D, Vin J, Sweeney P, Chigirinskiy M (2002) Cost Minimization in an Energy-Intensive Plant Using Mathematical Programming Approaches. Industrial & Engineering Chemistry Research 41(21):5262–5277
Zurück zum Zitat Karwan MH, Keblis MF (2007) Operations planning with real time pricing of a primary input. Computers & Operations Research 34(3):848–867 Karwan MH, Keblis MF (2007) Operations planning with real time pricing of a primary input. Computers & Operations Research 34(3):848–867
Zurück zum Zitat Kirschen DS (2003) Demand-Side View of Electricity Markets. IEEE Transactions on Power Systems 18(2):520–527 Kirschen DS (2003) Demand-Side View of Electricity Markets. IEEE Transactions on Power Systems 18(2):520–527
Zurück zum Zitat Kondili E, Pantelides CC, Sargent RWH (1993) A General Algorithm for Short-Term Scheduling of Batch Operations—I. MILP Formulation. Computers & Chemical Engineering 17(2):211–227 Kondili E, Pantelides CC, Sargent RWH (1993) A General Algorithm for Short-Term Scheduling of Batch Operations—I. MILP Formulation. Computers & Chemical Engineering 17(2):211–227
Zurück zum Zitat Levy R (2006) A Vision of Demand Response—2016. The Electricity Journal 19(8):12–23 Levy R (2006) A Vision of Demand Response—2016. The Electricity Journal 19(8):12–23
Zurück zum Zitat Li Z, Ierapetritou M (2008) Process scheduling under uncertainty: Review and challenges. Computers & Chemical Engineering 32(4–5):715–727 Li Z, Ierapetritou M (2008) Process scheduling under uncertainty: Review and challenges. Computers & Chemical Engineering 32(4–5):715–727
Zurück zum Zitat Maravelias CT (2012) General Framework and Modeling Approach Classification for Chemical Production Scheduling. AIChE Journal 58(6):1812–1828 Maravelias CT (2012) General Framework and Modeling Approach Classification for Chemical Production Scheduling. AIChE Journal 58(6):1812–1828
Zurück zum Zitat Maravelias CT, Sung C (2009) Integration of production planning and scheduling: Overview, challenges and opportunities. Computers & Chemical Engineering 33(12):1919–1930 Maravelias CT, Sung C (2009) Integration of production planning and scheduling: Overview, challenges and opportunities. Computers & Chemical Engineering 33(12):1919–1930
Zurück zum Zitat Méndez CA, Cerdá J, Grossmann IE, Harjunkoski I, Fahl M (2006) State-of-the-art review of optimization methods for short-term scheduling of batch processes. Computers & Chemical Engineering 30(6–7):913–946 Méndez CA, Cerdá J, Grossmann IE, Harjunkoski I, Fahl M (2006) State-of-the-art review of optimization methods for short-term scheduling of batch processes. Computers & Chemical Engineering 30(6–7):913–946
Zurück zum Zitat Merkert L, Harjunkoski I, Isaksson A, Säynevirta S, Saarela A, Sand G (2014) Scheduling and energy—Industrial challenges and opportunities. Computers & Chemical Engineering 72:183–198 Merkert L, Harjunkoski I, Isaksson A, Säynevirta S, Saarela A, Sand G (2014) Scheduling and energy—Industrial challenges and opportunities. Computers & Chemical Engineering 72:183–198
Zurück zum Zitat Mitra S, Grossmann IE, Pinto JM, Arora N (2012a) Optimal production planning under time-sensitive electricity prices for continuous power-intensive processes. Computers & Chemical Engineering 38:171–184 Mitra S, Grossmann IE, Pinto JM, Arora N (2012a) Optimal production planning under time-sensitive electricity prices for continuous power-intensive processes. Computers & Chemical Engineering 38:171–184
Zurück zum Zitat Mitra S, Grossmann IE, Pinto JM, Arora N (2012b) Robust scheduling under time-sensitive electricity prices for continuous power-intensive processes. In: Proceedings of the Foundations of Computer-Aided Process Operations 2012 Mitra S, Grossmann IE, Pinto JM, Arora N (2012b) Robust scheduling under time-sensitive electricity prices for continuous power-intensive processes. In: Proceedings of the Foundations of Computer-Aided Process Operations 2012
Zurück zum Zitat Mitra S, Sun L, Grossmann IE (2013) Optimal scheduling of industrial combined heat and power plants under time-sensitive electricity prices. Energy 54:194–211 Mitra S, Sun L, Grossmann IE (2013) Optimal scheduling of industrial combined heat and power plants under time-sensitive electricity prices. Energy 54:194–211
Zurück zum Zitat Mitra S, Pinto JM, Grossmann IE (2014) Optimal multi-scale capacity planning for power-intensive continuous processes under time-sensitive electricity prices and demand uncertainty. Part I: Modeling. Computers & Chemical Engineering 65:89–101 Mitra S, Pinto JM, Grossmann IE (2014) Optimal multi-scale capacity planning for power-intensive continuous processes under time-sensitive electricity prices and demand uncertainty. Part I: Modeling. Computers & Chemical Engineering 65:89–101
Zurück zum Zitat Mohsenian-Rad AH, Wong VWS, Jatskevich J, Schober R, Leon-Garcia A (2010) Autonomous demand-side management based on game-theoretic energy consumption scheduling for the future smart grid. IEEE Transactions on Smart Grid 1(3):320–331 Mohsenian-Rad AH, Wong VWS, Jatskevich J, Schober R, Leon-Garcia A (2010) Autonomous demand-side management based on game-theoretic energy consumption scheduling for the future smart grid. IEEE Transactions on Smart Grid 1(3):320–331
Zurück zum Zitat Motegi N, Piette MA, Watson DS, Kiliccote S, Xu P (2007) Introduction to Commercial Building Control Strategies and Techniques for Demand Response. Tech. rep., Lawrence Berkeley National Laboratory Motegi N, Piette MA, Watson DS, Kiliccote S, Xu P (2007) Introduction to Commercial Building Control Strategies and Techniques for Demand Response. Tech. rep., Lawrence Berkeley National Laboratory
Zurück zum Zitat Nolde K, Morari M (2010) Electrical load tracking scheduling of a steel plant. Computers and Chemical Engineering 34(11):1899–1903 Nolde K, Morari M (2010) Electrical load tracking scheduling of a steel plant. Computers and Chemical Engineering 34(11):1899–1903
Zurück zum Zitat Pantelides CC (1994) Unified Frameworks for Optimal Process Planning and Scheduling. In: Foundations of computer-aided process operations, New York, pp 253–274 Pantelides CC (1994) Unified Frameworks for Optimal Process Planning and Scheduling. In: Foundations of computer-aided process operations, New York, pp 253–274
Zurück zum Zitat Paulus M, Borggrefe F (2011) The potential of demand-side management in energy-intensive industries for electricity markets in Germany. Applied Energy 88(2):432–441 Paulus M, Borggrefe F (2011) The potential of demand-side management in energy-intensive industries for electricity markets in Germany. Applied Energy 88(2):432–441
Zurück zum Zitat Reklaitis GV (1982) Review of scheduling of process operations. AIChE Symposium Series 78(214):119–133 Reklaitis GV (1982) Review of scheduling of process operations. AIChE Symposium Series 78(214):119–133
Zurück zum Zitat Rockafellar RT, Uryasev S (2000) Optimization of Conditional Value-at-Risk. Journal of risk 2:21–42 Rockafellar RT, Uryasev S (2000) Optimization of Conditional Value-at-Risk. Journal of risk 2:21–42
Zurück zum Zitat Samad T, Kiliccote S (2012) Smart grid technologies and applications for the industrial sector. Computers & Chemical Engineering 47:76–84 Samad T, Kiliccote S (2012) Smart grid technologies and applications for the industrial sector. Computers & Chemical Engineering 47:76–84
Zurück zum Zitat Shrouf F, Ordieres-Meré J, Garca-Sánchez A, Ortega-Mier M (2014) Optimizing the production scheduling of a single machine to minimize total energy consumption costs. Journal of Cleaner Production 67:197–207 Shrouf F, Ordieres-Meré J, Garca-Sánchez A, Ortega-Mier M (2014) Optimizing the production scheduling of a single machine to minimize total energy consumption costs. Journal of Cleaner Production 67:197–207
Zurück zum Zitat Siano P (2014) Demand response and smart grids—A survey. Renewable and Sustainable Energy Reviews 30:461–478 Siano P (2014) Demand response and smart grids—A survey. Renewable and Sustainable Energy Reviews 30:461–478
Zurück zum Zitat Strbac G (2008) Demand side management: Benefits and challenges. Energy Policy 36(12):4419–4426 Strbac G (2008) Demand side management: Benefits and challenges. Energy Policy 36(12):4419–4426
Zurück zum Zitat Sundaramoorthy A, Maravelias CT (2011) Computational Study of Network-Based Mixed-Integer Programming Approaches for Chemical Production Scheduling. Industrial & Engineering Chemistry Research 50:5023–5040 Sundaramoorthy A, Maravelias CT (2011) Computational Study of Network-Based Mixed-Integer Programming Approaches for Chemical Production Scheduling. Industrial & Engineering Chemistry Research 50:5023–5040
Zurück zum Zitat Tan M, Duan B, Su Y, He F (2015) Optimal hot rolling production scheduling for economic load dispatch under time-of-use electricity pricing. Submitted for publication Tan M, Duan B, Su Y, He F (2015) Optimal hot rolling production scheduling for economic load dispatch under time-of-use electricity pricing. Submitted for publication
Zurück zum Zitat Tan YY, Huang YL, Liu SX (2013) Two-stage mathematical programming approach for steelmaking process scheduling under variable electricity price. Journal of Iron and Steel Research International 20(7):1–8 Tan YY, Huang YL, Liu SX (2013) Two-stage mathematical programming approach for steelmaking process scheduling under variable electricity price. Journal of Iron and Steel Research International 20(7):1–8
Zurück zum Zitat Todd D, Helms B, Caufield M, Starke M, Kirby B, Kueck J (2009) Providing Reliability Services through Demand Response: A Preliminary Evaluation of the Demand Response Capabilities of Alcoa Inc. Tech. rep., Alcoa Todd D, Helms B, Caufield M, Starke M, Kirby B, Kueck J (2009) Providing Reliability Services through Demand Response: A Preliminary Evaluation of the Demand Response Capabilities of Alcoa Inc. Tech. rep., Alcoa
Zurück zum Zitat Verderame PM, Elia JA, Li J, Floudas CA (2010) Planning and Scheduling under Uncertainty: A Review Across Multiple Sectors. Industrial & Engineering Chemistry Research 49(9):3993–4017 Verderame PM, Elia JA, Li J, Floudas CA (2010) Planning and Scheduling under Uncertainty: A Review Across Multiple Sectors. Industrial & Engineering Chemistry Research 49(9):3993–4017
Zurück zum Zitat Vujanic R, Mariéthos S, Goulart P, Morari M (2012) Robust Integer Optimization and Scheduling Problems for Large Electricity Consumers. In: Proceedings of the 2012 American Control Conference, pp 3108–3113 Vujanic R, Mariéthos S, Goulart P, Morari M (2012) Robust Integer Optimization and Scheduling Problems for Large Electricity Consumers. In: Proceedings of the 2012 American Control Conference, pp 3108–3113
Zurück zum Zitat Walawalkar R, Fernands S, Thakur N, Chevva KR (2010) Evolution and current status of demand response (DR) in electricity markets: Insights from PJM and NYISO. Energy 35(4):1553–1560 Walawalkar R, Fernands S, Thakur N, Chevva KR (2010) Evolution and current status of demand response (DR) in electricity markets: Insights from PJM and NYISO. Energy 35(4):1553–1560
Zurück zum Zitat Wang X, Tong C, Palazoglu A, El-farra NH (2014) Energy Management for the Chlor-Alkali Process with Hybrid Renewable Energy Generation using Receding Horizon Optimization. In: Proceedings of the 53rd IEEE Conference on Decision and Control, Los Angeles, pp 4838–4843 Wang X, Tong C, Palazoglu A, El-farra NH (2014) Energy Management for the Chlor-Alkali Process with Hybrid Renewable Energy Generation using Receding Horizon Optimization. In: Proceedings of the 53rd IEEE Conference on Decision and Control, Los Angeles, pp 4838–4843
Zurück zum Zitat Wang Z, Gao F, Zhai Q, Guan X, Liu K, Zhou D (2012) An integrated optimization model for generation and batch production load scheduling in energy intensive enterprise. In: Proceedings of the IEEE Power and Energy Society General Meeting Wang Z, Gao F, Zhai Q, Guan X, Liu K, Zhou D (2012) An integrated optimization model for generation and batch production load scheduling in energy intensive enterprise. In: Proceedings of the IEEE Power and Energy Society General Meeting
Zurück zum Zitat Worrell E, Price L, Neelis M, Galitsky C, Nan Z (2008) World Best Practice Energy Intensity Values for Selected Industrial Sectors. Tech. rep., Ernest Orlando Lawrence Berkeley National Laboratory Worrell E, Price L, Neelis M, Galitsky C, Nan Z (2008) World Best Practice Energy Intensity Values for Selected Industrial Sectors. Tech. rep., Ernest Orlando Lawrence Berkeley National Laboratory
Zurück zum Zitat Yusta JM, Torres F, Khodr HM (2010) Optimal methodology for a machining process scheduling in spot electricity markets. Energy Conversion and Management 51(12):2647–2654 Yusta JM, Torres F, Khodr HM (2010) Optimal methodology for a machining process scheduling in spot electricity markets. Energy Conversion and Management 51(12):2647–2654
Zurück zum Zitat Zareipour H, Cañizares CA, Bhattacharya K (2010) Economic Impact of Electricity Market Price Forecasting Errors: A Demand-Side Analysis. IEEE Transactions on Power Systems 25(1):254–262 Zareipour H, Cañizares CA, Bhattacharya K (2010) Economic Impact of Electricity Market Price Forecasting Errors: A Demand-Side Analysis. IEEE Transactions on Power Systems 25(1):254–262
Zurück zum Zitat Zhang Q, Bremen AM, Grossmann IE, Sundaramoorthy A, Pinto JM (2015a) Long-term electricity procurement for large industrial consumers under uncertainty. Working paper Zhang Q, Bremen AM, Grossmann IE, Sundaramoorthy A, Pinto JM (2015a) Long-term electricity procurement for large industrial consumers under uncertainty. Working paper
Zurück zum Zitat Zhang Q, Cremer JL, Grossmann IE, Sundaramoorthy A, Pinto JM (2015b) Risk-based integrated production scheduling and electricity procurement for continuous power-intensive processes. Computers & Chemical Engineering Zhang Q, Cremer JL, Grossmann IE, Sundaramoorthy A, Pinto JM (2015b) Risk-based integrated production scheduling and electricity procurement for continuous power-intensive processes. Computers & Chemical Engineering
Zurück zum Zitat Zhang Q, Grossmann IE, Heuberger CF, Sundaramoorthy A, Pinto JM (2015c) Air Separation with Cryogenic Energy Storage: Optimal Scheduling Considering Electric Energy and Reserve Markets. AIChE Journal 61(5):1547–1558 Zhang Q, Grossmann IE, Heuberger CF, Sundaramoorthy A, Pinto JM (2015c) Air Separation with Cryogenic Energy Storage: Optimal Scheduling Considering Electric Energy and Reserve Markets. AIChE Journal 61(5):1547–1558
Zurück zum Zitat Zhang Q, Grossmann IE, Sundaramoorthy A, Pinto JM (2015d) Data-driven construction of Convex Region Surrogate models. Optimization and Engineering Zhang Q, Grossmann IE, Sundaramoorthy A, Pinto JM (2015d) Data-driven construction of Convex Region Surrogate models. Optimization and Engineering
Zurück zum Zitat Zhang Q, Morari MF, Grossmann IE, Sundaramoorthy A, Pinto JM (2015e) An adjustable robust optimization approach to provision of interruptible load by continuous industrial processes. Computers & Chemical Engineering Zhang Q, Morari MF, Grossmann IE, Sundaramoorthy A, Pinto JM (2015e) An adjustable robust optimization approach to provision of interruptible load by continuous industrial processes. Computers & Chemical Engineering
Zurück zum Zitat Zhang Q, Sundaramoorthy A, Grossmann IE, Pinto JM (2016) A discrete-time scheduling model for continuous power-intensive process networks with various power contracts. Computers & Chemical Engineering 84:382–393 Zhang Q, Sundaramoorthy A, Grossmann IE, Pinto JM (2016) A discrete-time scheduling model for continuous power-intensive process networks with various power contracts. Computers & Chemical Engineering 84:382–393
Zurück zum Zitat Zhang X, Hug G (2014) Optimal Regulation Provision by Aluminum Smelters. In: Proceedings of the IEEE Power and Energy Society General Meeting, National Harbor Zhang X, Hug G (2014) Optimal Regulation Provision by Aluminum Smelters. In: Proceedings of the IEEE Power and Energy Society General Meeting, National Harbor
Zurück zum Zitat Zhang X, Hug G (2015) Bidding Strategy in Energy and Spinning Reserve Markets for Aluminum Smelters’ Demand Response. In: Proceedings of the IEEE PES Conference on Innovative Smart Grid Technologies, Washington DC Zhang X, Hug G (2015) Bidding Strategy in Energy and Spinning Reserve Markets for Aluminum Smelters’ Demand Response. In: Proceedings of the IEEE PES Conference on Innovative Smart Grid Technologies, Washington DC
Metadaten
Titel
Planning and Scheduling for Industrial Demand Side Management: Advances and Challenges
verfasst von
Qi Zhang
Ignacio E. Grossmann
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-28752-2_14