Table 9 Hybrid 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 | ||||||
Javaid et al. (2017a) | R | Local | ∙ CPP ∙ RTP | ∙ DA ∙ BPSO ∙ GA ∙ GBPSO | √ | √ | √ | ∙ Grid ∙ User convenience | ||||
Javaid et al. (2017b) | R | Decentralized | ∙ RTP | ∙ GWD | √ | √ | √ | ∙ Comfort ∙ load scheduling | ||||
Manzoor et al. (2017) | R | Local | ∙ CPP | Teacher learning generic optimization (TLGO) | √ | √ | ∙ Waiting time ∙ Load scheduling | |||||
Kumar et al. (2022) | R | Decentralized | ∙ Dynamic price | ∙ Fuzzy logic ∙ MILP ∙ MGWO | √ | √ | ∙ PV ∙ BSS ∙ Wind ∙ Load scheduling | |||||
Khan et al. (2019) | R | Decentralized | ∙ Dynamic price | ∙ EDE ∙ HAS ∙ HEDE | √ | √ | ∙ Load scheduling | |||||
Roy and Das (2021) | R | Local | ∙ Load shifting ∙ Day ahead | ∙ GA ∙ PSO ∙ GAPSO | √ | √ | ∙ Load scheduling ∙ Generator | |||||
Kannayeram et al. (2020) | R | Centralized | N/A | ∙ LWOA ∙ MCSO ∙ LWMCSO | √ | √ | ∙ PV ∙ ESS ∙ Fuel cell ∙ Super capacitor ∙ Grid | |||||
Khalid et al. (2016) | A | Centralized | ∙ RTP | ∙ GA ∙ BFA | √ | √ | ∙ PAR | |||||
Hussain et al. (2018) | R | Centralized | ∙ RTP ∙ CPP | ∙ GA ∙ HSA ∙ WDO ∙ GHSA | √ | √ | ∙ PAR ∙ Grid ∙ Waiting time ∙ Load scheduling ∙ Comfort | |||||
Rehman et al. (2021) | R | Local | RTP | ∙ GA ∙ WDO ∙ BFO ∙ HGPDO | √ | √ | √ | √ | ∙ Grid ∙ ESS ∙ CHP ∙ PV ∙ Wind ∙ Thermal comfort ∙ User convenience | |||
Ahmad et al. (2017) | R | Local | ∙ TOU | GA, BPSO, WDO, And HGPO | √ | √ | ∙ Grid ∙ BSS ∙ PV ∙ Appliance scheduling ∙ PAR | |||||
Awais et al. (2018) | R | Local | ∙ CPP ∙ RTP | ∙ BFOA ∙ FPA, ∙ HBFPA | √ | √ | √ | ∙ Appliance scheduling ∙ Waiting time ∙ Grid | ||||
Nawaz et al. (2020) | R, I | Centralized | ∙ TOU ∙ CPP ∙ RTP | ∙ GA ∙ PSO ∙ BFOA ∙ GBPSO ∙ HBFPSO | √ | √ | √ | √ | ∙ Grid ∙ User Convenience | |||
Iqbal et al. (2018) | R | Decentralized | ∙ TOU ∙ RTP | ∙ WDGA ∙ WDGWO ∙ WBPSO | √ | √ | √ | ∙ PV ∙ Wind ∙ ESS | ||||
Gaber et al. (2021) | C | Centralized | N/A | ∙ Neuro-fuzzy | √ | ∙ PV ∙ ESS ∙ Fuel cell ∙ Supercapacitor | ||||||
GK (2020) | R | Centralized | N/A | ∙ Neuro-fuzzy | √ | √ | ∙ Wind speed ∙ Temperature ∙ Isolation ∙ Load scheduling | |||||
Lin (2018) | R | N/A | Dynamic pricing | ∙ UAC-NFC | √ | ∙ Load scheduling | ||||||
Durairasan et al. (2021) | A | N/A | N/A | ∙ EHO ∙ ANFIS ∙ EHOANFIS | √ | ∙ PV ∙ Wind ∙ Grid ∙ Turbine | ||||||