Optimal operation of building microgrids – comparison with mixed-integer linear and continuous non-linear programming approaches. Issue 2 (5th March 2018)
- Record Type:
- Journal Article
- Title:
- Optimal operation of building microgrids – comparison with mixed-integer linear and continuous non-linear programming approaches. Issue 2 (5th March 2018)
- Main Title:
- Optimal operation of building microgrids – comparison with mixed-integer linear and continuous non-linear programming approaches
- Authors:
- Reinbold, Vincent
Dinh, Van-Binh
Tenfen, Daniel
Delinchant, Benoit
Saelens, Dirk - Abstract:
- Abstract : Purpose: This paper aims to present two mathematical models to solve the Energy Management problem of a building microgrid (MG). In particular, it proposes a deterministic mixed integer linear programming (MILP) and non-linear programming (NLP) formulations. This paper focuses on the modelling process and the optimization performances for both approaches regarding optimal operation of near-zero energy buildings connected to an electric MG with a 24-h time horizon. Design/methodology/approach: A general architecture of a MG is detailed, involving energy storage systems, distributed generation and a thermal reduced model of the grid-connected building. A continuous non-linear model is detailed along with linearizations for the mixed-integer liner formulation. Multi-physic, non-linear and non-convex phenomena are detailed, such as ventilation and air quality models. Findings: Results show that both approaches are relevant for solving the energy management problem of the building MG. Originality/value: Introduction and modelling of the thermal loads within the MG. The resulting linear program handles the mutli-objective trade-off between discomfort and the cost of use taking into account air quality criterion. Linearization and modelling of the ventilation system behaviour, which is generally non-linear and non-convex equality constraints, involving air quality model, heat transfer and ventilation power. Comparison of both MILP and NLP methods on a general use caseAbstract : Purpose: This paper aims to present two mathematical models to solve the Energy Management problem of a building microgrid (MG). In particular, it proposes a deterministic mixed integer linear programming (MILP) and non-linear programming (NLP) formulations. This paper focuses on the modelling process and the optimization performances for both approaches regarding optimal operation of near-zero energy buildings connected to an electric MG with a 24-h time horizon. Design/methodology/approach: A general architecture of a MG is detailed, involving energy storage systems, distributed generation and a thermal reduced model of the grid-connected building. A continuous non-linear model is detailed along with linearizations for the mixed-integer liner formulation. Multi-physic, non-linear and non-convex phenomena are detailed, such as ventilation and air quality models. Findings: Results show that both approaches are relevant for solving the energy management problem of the building MG. Originality/value: Introduction and modelling of the thermal loads within the MG. The resulting linear program handles the mutli-objective trade-off between discomfort and the cost of use taking into account air quality criterion. Linearization and modelling of the ventilation system behaviour, which is generally non-linear and non-convex equality constraints, involving air quality model, heat transfer and ventilation power. Comparison of both MILP and NLP methods on a general use case provides a solution that can be interpreted for implementation. … (more)
- Is Part Of:
- Compel. Volume 37:Issue 2(2018)
- Journal:
- Compel
- Issue:
- Volume 37:Issue 2(2018)
- Issue Display:
- Volume 37, Issue 2 (2018)
- Year:
- 2018
- Volume:
- 37
- Issue:
- 2
- Issue Sort Value:
- 2018-0037-0002-0000
- Page Start:
- 603
- Page End:
- 616
- Publication Date:
- 2018-03-05
- Subjects:
- Microgrid -- Mixed integer linear programming -- Optimal operation -- Sequential quadratic programming
Electrical engineering -- Data Processing -- Periodicals
Electrical engineering -- Mathematics -- Periodicals
Electrical engineering -- Periodicals
Electronics -- Data Processing -- Periodicals
Electronics -- Mathematics -- Periodicals
621.3 - Journal URLs:
- http://www.emeraldinsight.com/0332-1649.htm ↗
http://www.emeraldinsight.com/ ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1108/COMPEL-11-2016-0489 ↗
- Languages:
- English
- ISSNs:
- 0332-1649
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3363.924000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 6224.xml