Sizing a renewable microgrid for flow shop manufacturing using climate analytics. (10th April 2020)
- Record Type:
- Journal Article
- Title:
- Sizing a renewable microgrid for flow shop manufacturing using climate analytics. (10th April 2020)
- Main Title:
- Sizing a renewable microgrid for flow shop manufacturing using climate analytics
- Authors:
- Subramanyam, Vinod
Jin, Tongdan
Novoa, Clara - Abstract:
- Abstract: A variety of methods have been proposed to assist the integration of microgrid in flow shop systems with the goal of attaining eco-friendly operations. There is still a lack of integrated planning models in which renewable portfolio, microgrid capacity and production plan are jointly optimized under power demand and generation uncertainty. This paper aims to develop a two-stage, mixed-integer programming model to minimize the levelized cost of energy of a flow shop powered by onsite renewables. The first stage minimizes the annual energy use subject to a job throughput requirement. The second stage aims at sizing wind turbine, solar panels and battery units to meet the hourly electricity needs during a year. Climate analytics are employed to characterize the stochastic wind and solar capacity factor on an hourly basis. The model is tested in four locations with a wide range of climate conditions. Three managerial insights are derived from the numerical experiments. First, time-of-use tariff significantly stimulates the wind penetration in locations with medium or low wind speed. Second, regardless of the climate conditions, large-scale battery storage units are preferred under time-of-use rate but it is not the case under a net metering policy. Third, wind- and solar-based microgrid is scalable and capable of meeting short-term demand variation and long-term load growth with a stable energy cost rate. Graphical abstract: A Flow Shop System Integrated with RenewableAbstract: A variety of methods have been proposed to assist the integration of microgrid in flow shop systems with the goal of attaining eco-friendly operations. There is still a lack of integrated planning models in which renewable portfolio, microgrid capacity and production plan are jointly optimized under power demand and generation uncertainty. This paper aims to develop a two-stage, mixed-integer programming model to minimize the levelized cost of energy of a flow shop powered by onsite renewables. The first stage minimizes the annual energy use subject to a job throughput requirement. The second stage aims at sizing wind turbine, solar panels and battery units to meet the hourly electricity needs during a year. Climate analytics are employed to characterize the stochastic wind and solar capacity factor on an hourly basis. The model is tested in four locations with a wide range of climate conditions. Three managerial insights are derived from the numerical experiments. First, time-of-use tariff significantly stimulates the wind penetration in locations with medium or low wind speed. Second, regardless of the climate conditions, large-scale battery storage units are preferred under time-of-use rate but it is not the case under a net metering policy. Third, wind- and solar-based microgrid is scalable and capable of meeting short-term demand variation and long-term load growth with a stable energy cost rate. Graphical abstract: A Flow Shop System Integrated with Renewable Microgrid. Image 10472 Highlights: Joint approach to microgrid sizing and flow shop scheduling under load and generation uncertainty. Addressing hourly and seasonality variation of renewable generation under time-of-use tariff. Characterizing hourly capacity factor using 0.77 million wind and weather data over eleven years. Using levelized cost of energy for assessing the economic viability of microgrid technology. … (more)
- Is Part Of:
- Journal of cleaner production. Volume 252(2020)
- Journal:
- Journal of cleaner production
- Issue:
- Volume 252(2020)
- Issue Display:
- Volume 252, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 252
- Issue:
- 2020
- Issue Sort Value:
- 2020-0252-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-04-10
- Subjects:
- Levelized cost of energy -- Microgrid sizing -- Renewable portfolio -- Time-of-use -- Flow shop scheduling -- Climate analytics
Factory and trade waste -- Management -- Periodicals
Manufactures -- Environmental aspects -- Periodicals
Déchets industriels -- Gestion -- Périodiques
Usines -- Aspect de l'environnement -- Périodiques
628.5 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09596526 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jclepro.2019.119829 ↗
- Languages:
- English
- ISSNs:
- 0959-6526
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4958.369720
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12955.xml