Table 7 Stochastic optimization techniques
References | Customer type | Control strategy | DSM technique | Optimization technique | Objectives | Constraint | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cost/energy min | Discomfort/waiting time min | Voltage min | Risk management | PAR min | Customer privacy | Min carbon emission | ||||||
Blake and O’Sullivan (2018) | I | Centralized | N/A | ANN | √ |  |  |  |  |  | √ | ∙ Grid ∙ Wind ∙ ESS |
Makhadmeh et al. (2018) | R | Local | Real-time pricing ∙ IBR | ∙ GWO ∙ GA | √ | √ |  |  | √ |  |  | ∙ Appliance scheduling ∙ Grid |
Jindal et al. (2019) | R | Local | ∙ Load shifting | Dynamic programming | √ |  |  |  |  |  |  | ∙ Grid ∙ ESS ∙ PV |
Hajibandeh et al. (2018) | R | Centralized | ∙ Load-shifting ∙ TOU ∙ EDR | Stochastic Heuristic | √ |  |  |  |  |  | √ | ∙ Reserve capacity ∙ Cost ∙ Wind ∙ Load scheduling |
Kwon et al. (2018) | R | N/A | ∙ Day ahead | Two-stage stochastic programming | √ |  |  |  |  |  | √ | ∙ Quality of Service (QoS) ∙ Grid ∙ RES |
Logenthiran et al. (2012) | A | N/A | ∙ Load shifting | GA | √ |  |  |  | √ |  | √ | ∙ Load scheduling |
Logenthiran et al. (2015) | A | Centralized | ∙ Load shifting | PSO | √ |  |  |  | √ |  |  | ∙ Grid ∙ Load scheduling |
Aghajani et al. (2015) | A | Decentralized | ∙ IBR | PSO | √ |  |  |  |  |  | √ | ∙ Grid ∙ ESS ∙ PV ∙ Wind ∙ Cell fuel |
Tariq et al. (2017) | R | Centralized | ∙ CPP | ∙ HAS ∙ FPA | √ |  |  |  | √ |  |  | ∙ Appliance scheduling ∙ Grid ∙ Waiting time |
Wu et al. (2015) | N/A | Centralized | ∙ TOU | Model predictive control (MPC) | √ |  |  |  |  |  |  | ∙ Grid ∙ PV ∙ ESS |
Javaid et al. (2017c) | R | Local | ∙ TOU | ∙ GA ∙ EA ∙ BPSO ∙ Cuckee | √ |  |  |  | √ |  |  | ∙ PV ∙ ESS ∙ grid ∙ User convenience |
Rahman et al. (2018) | R | Centralized | ∙ DMP | ∙ PSO | √ |  | √ |  |  |  |  | ∙ Voltage levels ∙ User convenience |
Rahim et al. (2016b) | R | Local | ∙ TOU ∙ IBR | ∙ GA ∙ PSO ∙ ACO | √ | √ |  |  | √ |  |  | ∙ Grid ∙ ESS ∙ ERES ∙ User Convenience |
Zhang et al. (2021) | R | N/A | ∙ RTP | ∙ RL | √ |  |  |  | √ |  |  | ∙ Load scheduling ∙ cost |
Ahmed et al. (2017) | R | Local | ∙ DLC | ∙ BBSA ∙ BPSO | √ |  |  |  | √ |  |  | ∙ Thermal Comfort |
Liu et al. (2017) | R | Decentralized | ∙ RTP | ∙ ADP | √ |  |  |  |  |  |  | ∙ ESS |
Keshtkar et al. (2015) | R | Local | ∙ RTP ∙ TOU | Fuzzy logic | √ |  |  |  |  |  |  | ∙ Temperature ∙ price ∙ occupant activity |
Khalid et al. (2018) | R | Decentralized | ∙ Load shifting ∙ RTP | DP | √ | √ |  |  | √ |  |  | ∙ Grid ∙ Appliance scheduling ∙ User behavior |
Hafeez et al. (2018) | R | Local | ∙ RTP ∙ IBR | PSO | √ |  |  |  | √ |  |  | ∙ ESS ∙ User Convenience |