A Review of Optimal Planning Active Distribution System: Models, Methods, and Future Researches

Due to the widespread deployment of distributed energy resources (DERs) and the liberalization of electricity market, traditional distribution networks are undergoing a transition to active distribution systems (ADSs), and the traditional deterministic planning methods have become unsuitable under the high penetration of DERs. Aiming to develop appropriate models and methodologies for the planning of ADSs, the key features of ADS planning problem are analyzed from the different perspectives, such as the allocation of DGs and ESS, coupling of operation and planning, and high-level uncertainties. Based on these analyses, this comprehensive literature review summarizes the latest research and development associated with ADS planning. The planning models and methods proposed in these research works are analyzed and categorized from different perspectives including objectives, decision variables, constraint conditions, and solving algorithms. The key theoretical issues and challenges of ADS planning are extracted and discussed. Meanwhile, emphasis is also given to the suitable suggestions to deal with these abovementioned issues based on the available literature and comparisons between them. Finally, several important research prospects are recommended for further research in ADS planning field, such as planning with multiple micro-grids (MGs), collaborative planning between ADSs and information communication system (ICS), and planning from different perspectives of multi-stakeholders.

[1]  Z. Popovic,et al.  Hybrid simulated annealing and mixed integer linear programming algorithm for optimal planning of radial distribution networks with distributed generation , 2014 .

[2]  Mehdi Abapour,et al.  Optimal planning of plug-in hybrid electric vehicle charging station in distribution network considering demand response programs and uncertainties , 2016 .

[3]  Nima Amjady,et al.  A novel two-stage evolutionary optimization method for multiyear expansion planning of distribution systems in presence of distributed generation , 2017, Appl. Soft Comput..

[4]  Zuping Zhang,et al.  The Analysis of the Information Needed for the Planning of Active Distribution System , 2013 .

[5]  Jianhui Wang,et al.  Coordinated Energy Management of Networked Microgrids in Distribution Systems , 2015, IEEE Transactions on Smart Grid.

[6]  Emilio Ghiani,et al.  Probabilistic Planning of Multi-Microgrids with Optimal Hybrid Multi-Generation sets , 2016 .

[7]  Zhao Yang Dong,et al.  A stochastic collaborative planning approach for electric vehicle charging stations and power distribution system , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[8]  Zechun Hu,et al.  Cost-Benefit Analyses of Active Distribution Network Management, Part I: Annual Benefit Analysis , 2012, IEEE Transactions on Smart Grid.

[9]  Carmen L. T. Borges,et al.  Multistage expansion planning for active distribution networks under demand and Distributed Generation uncertainties , 2012 .

[10]  Magdy M. A. Salama,et al.  Optimal ESS Allocation for Benefit Maximization in Distribution Networks , 2017, IEEE Transactions on Smart Grid.

[11]  Arindam Ghosh,et al.  Optimal distribution network reinforcement considering load growth, line loss, and reliability , 2012, IEEE Transactions on Power Systems.

[12]  Hamed Mohsenian-Rad,et al.  Energy Storage Planning in Active Distribution Grids: A Chance-Constrained Optimization With Non-Parametric Probability Functions , 2018, IEEE Transactions on Smart Grid.

[13]  Leonardo W. de Oliveira,et al.  Optimal allocation of distributed generation with reconfiguration in electric distribution systems , 2013 .

[14]  M. Sedghi,et al.  Fuzzy Load Modeling of Plug-in Electric Vehicles for Optimal Storage and DG Planning in Active Distribution Network , 2017, IEEE Transactions on Vehicular Technology.

[15]  H. Bevrani,et al.  Adaptive Energy Consumption Scheduling for Connected Microgrids Under Demand Uncertainty , 2013, IEEE Transactions on Power Delivery.

[16]  C. Borges,et al.  Active distribution network integrated planning incorporating distributed generation and load response uncertainties , 2011, 2012 IEEE Power and Energy Society General Meeting.

[17]  Wenxia Liu,et al.  Optimal Distributed Generator Allocation Method Considering Voltage Control Cost , 2016 .

[18]  Xiangning Lin,et al.  Distribution network planning integrating charging stations of electric vehicle with V2G , 2014 .

[19]  Jianhua Zhang,et al.  A multi-level approach to active distribution system planning for efficient renewable energy harvesting in a deregulated environment , 2016 .

[20]  Ali Ahmadian,et al.  Factor analysis based optimal storage planning in active distribution network considering different battery technologies , 2016 .

[21]  Kashem M. Muttaqi,et al.  Distribution expansion planning considering reliability and security of energy using modified PSO (Particle Swarm Optimization) algorithm , 2014 .

[22]  V. Fernao Pires,et al.  Multiobjective formulation of the integration of storage systems within distribution networks for improving reliability , 2017 .

[23]  Matti Lehtonen,et al.  Impact of MV Connected Microgrids on MV Distribution Planning , 2012, IEEE Transactions on Smart Grid.

[24]  Ricardo H. C. Takahashi,et al.  Multiobjective planning of power distribution networks with facility location for distributed generation , 2016 .

[25]  Taher Niknam,et al.  Deterministic approach for active distribution networks planning with high penetration of wind and solar power , 2017 .

[26]  Gerardo Beni,et al.  A Validity Measure for Fuzzy Clustering , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[27]  Xu Yang,et al.  Active Distribution System Planning for Low-carbon Objective using Cuckoo Search Algorithm , 2014 .

[28]  Yiliu Jiang,et al.  Optimal DG penetration rate planning based on S-OPF in active distribution network , 2016, Neurocomputing.

[29]  Danny Pudjianto,et al.  Strategic Distribution Network Planning With Smart Grid Technologies , 2017, IEEE Transactions on Smart Grid.

[30]  Behnam Mohammadi-Ivatloo,et al.  Evaluation of technical risks in distribution network along with distributed generation based on active management , 2014 .

[31]  Furong Li,et al.  Economic planning of electric vehicle charging stations considering traffic constraints and load profile templates , 2016 .

[32]  Geza Joos,et al.  A reliability assessment based graph theoretical approach for feeder routing in power distribution networks including distributed generations , 2014 .

[33]  Mauricio E. Samper,et al.  Investment Decisions in Distribution Networks Under Uncertainty With Distributed Generation—Part I: Model Formulation , 2013, IEEE Transactions on Power Systems.

[34]  A.S.N. Huda,et al.  Large-scale integration of distributed generation into distribution networks: Study objectives, review of models and computational tools , 2017 .

[35]  Kankar Bhattacharya,et al.  Distribution system planning to accommodate distributed energy resources and PEVs , 2017 .

[36]  Geza Joos,et al.  A review of active distribution networks enabling technologies , 2010, IEEE PES General Meeting.

[37]  Jiang Wu,et al.  Coordinated Multi-Microgrids Optimal Control Algorithm for Smart Distribution Management System , 2013, IEEE Transactions on Smart Grid.

[38]  Sanjib Ganguly,et al.  Distributed generation allocation with on-load tap changer on radial distribution networks using adaptive genetic algorithm , 2017, Appl. Soft Comput..

[39]  L. Nordstrom,et al.  Assessing impact of ICT system quality on operation of active distribution grids , 2009, 2009 IEEE Bucharest PowerTech.

[40]  Fushuan Wen,et al.  Optimal investment strategies for distributed generation in distribution networks with real option analysis , 2017 .

[41]  Desta Z. Fitiwi,et al.  New Multi-Stage and Stochastic Mathematical Model for Maximizing RES Hosting Capacity—Part II: Numerical Results , 2017, IEEE Transactions on Sustainable Energy.

[42]  Javier Contreras,et al.  A Stochastic Investment Model for Renewable Generation in Distribution Systems , 2015, IEEE Transactions on Sustainable Energy.

[43]  A. Boies,et al.  Distributed energy resource system optimisation using mixed integer linear programming , 2013 .

[44]  M. S. Sepasian,et al.  A Dynamic Approach for Distribution System Planning Considering Distributed Generation , 2012, IEEE Transactions on Power Delivery.

[45]  H. A. Hejazi,et al.  Independent distributed generation planning to profit both utility and DG investors , 2013, IEEE Transactions on Power Systems.

[46]  Hamid Lesani,et al.  Integrated distribution network expansion planning incorporating distributed generation considering uncertainties, reliability, and operational conditions , 2015 .

[47]  Haozhong Cheng,et al.  Planning for distributed wind generation under active management mode , 2013 .

[48]  Donald W. Bouldin,et al.  A Cluster Separation Measure , 1979, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[49]  Sanjib Ganguly,et al.  Fuzzy-Pareto-dominance driven possibilistic model based planning of electrical distribution systems using multi-objective particle swarm optimization , 2012, Expert Syst. Appl..

[50]  Fabrizio Giulio Luca Pilo,et al.  Active Distribution Networks: general features, present status of implementation and operation practices , 2009 .

[51]  Mario Paolone,et al.  Optimal Planning of Distributed Energy Storage Systems in Active Distribution Networks Embedding Grid Reconfiguration , 2018, IEEE Transactions on Power Systems.

[52]  Sanjib Ganguly,et al.  Multi-objective planning of electrical distribution systems using dynamic programming , 2013 .

[53]  Bruno Canizes,et al.  Distribution networks planning using decomposition optimisation technique , 2015 .

[54]  Yi Zhang,et al.  Second-Order Cone model for Active Distribution Network Expansion Planning , 2015, 2015 IEEE Power & Energy Society General Meeting.

[55]  P. Siano,et al.  Evaluating maximum wind energy exploitation in active distribution networks , 2010 .

[56]  Tingting Wang,et al.  Customer-oriented planning of distributed generations in an active distribution system , 2015, 2015 IEEE Power & Energy Society General Meeting.

[57]  Syed Ali Abbas Kazmi,et al.  Multi-Objective Planning Techniques in Distribution Networks: A Composite Review , 2017 .

[58]  Youbo Liu,et al.  Optimal Active Distribution Network Planning: A Review , 2016 .

[59]  Vinod Khadkikar,et al.  Planning active distribution networks considering multi-DG configurations , 2014, 2014 IEEE PES General Meeting | Conference & Exposition.

[60]  Kai Zou,et al.  Distribution System Planning With Incorporating DG Reactive Capability and System Uncertainties , 2012, IEEE Transactions on Sustainable Energy.

[61]  Behnam Mohammadi-Ivatloo,et al.  Dynamic planning of distributed generation units in active distribution network , 2015 .

[62]  A. M. Cossi,et al.  Multiobjective Short-Term Planning of Electric Power Distribution Systems Using NSGA-II , 2013 .

[63]  Fabrizio Giulio Luca Pilo,et al.  Planning and optimisation of active distribution systems — An overview of CIGRE Working Group C6.19 activities , 2012 .

[64]  Eberhard Waffenschmidt,et al.  A new approach to transform an existing distribution network into a set of micro-grids for enhancing reliability and sustainability , 2017, Appl. Soft Comput..

[65]  Haozhong Cheng,et al.  Technical and economic impacts of active management on distribution network , 2009 .

[66]  Junyong Liu,et al.  Multi-Objective Distribution Network Expansion Incorporating Electric Vehicle Charging Stations , 2016 .

[67]  Fabrizio Pilo,et al.  Optimal Coordination of Energy Resources With a Two-Stage Online Active Management , 2011, IEEE Transactions on Industrial Electronics.

[68]  Vahid Vahidinasab,et al.  SoS-based multiobjective distribution system expansion planning , 2016 .

[69]  Mahmoud-Reza Haghifam,et al.  Distribution network expansion considering distributed generation and storage units using modified PSO algorithm , 2013 .

[70]  Ehab F. El-Saadany,et al.  Long-term multi-objective distribution network planning by DG allocation and feeders’ reconfiguration , 2013 .

[71]  Nikos D. Hatziargyriou,et al.  Multi-stage power distribution planning to accommodate high wind generation capacity , 2015, 2015 IEEE Eindhoven PowerTech.

[72]  Zechun Hu,et al.  Cost-Benefit Analyses of Active Distribution Network Management, Part II: Investment Reduction Analysis , 2012, IEEE Transactions on Smart Grid.

[73]  Wenxia LIU,et al.  Optimal planning of battery energy storage considering reliability benefit and operation strategy in active distribution system , 2017 .

[74]  Brian B. Johnson,et al.  Achieving a 100% Renewable Grid: Operating Electric Power Systems with Extremely High Levels of Variable Renewable Energy , 2017, IEEE Power and Energy Magazine.

[75]  Henrik W. Bindner,et al.  The Danish Perspective of Energy Internet: From Service-oriented Flexibility Trading to Integrated Design, Planning and Operation of Multiple Cross-sectoral Energy Systems , 2015 .

[76]  Zechun Hu,et al.  Distribution network reinforcement utilizing active management means , 2010, IEEE PES General Meeting.

[77]  R. Hemmati,et al.  Maximizing DISCO profit in active distribution networks by optimal planning of energy storage systems and distributed generators , 2017 .

[78]  Syed Ali Abbas Kazmi,et al.  Smart Distribution Networks: A Review of Modern Distribution Concepts from a Planning Perspective , 2017 .

[79]  M. Franz,et al.  Impact of curtailment of renewable energy sources on high voltage network expansion planning , 2016, 2016 Power Systems Computation Conference (PSCC).

[80]  Nikos D. Hatziargyriou,et al.  A review of power distribution planning in the modern power systems era: Models, methods and future research , 2015 .

[81]  Anil Swarnkar,et al.  Optimal Allocation of DGs and Reconfiguration of Radial Distribution Systems Using an Intelligent Search-based TLBO , 2017 .

[82]  Zhipeng Liu,et al.  Optimal Planning of Electric-Vehicle Charging Stations in Distribution Systems , 2013, IEEE Transactions on Power Delivery.

[83]  T. Funaki,et al.  Economic and Efficient Voltage Management Using Customer-Owned Energy Storage Systems in a Distribution Network With High Penetration of Photovoltaic Systems , 2013, IEEE Transactions on Power Systems.

[84]  Yan Xu,et al.  A Multi-Objective Collaborative Planning Strategy for Integrated Power Distribution and Electric Vehicle Charging Systems , 2014, IEEE Transactions on Power Systems.

[85]  Chanan Singh,et al.  DG integrated multistage distribution system expansion planning , 2011 .

[86]  Sanjib Ganguly,et al.  Multi-objective planning of electrical distribution systems incorporating sectionalizing switches and tie-lines using particle swarm optimization , 2012, Swarm Evol. Comput..

[87]  Sanjay V. Jain,et al.  Distributed generation deployment: State-of-the-art of distribution system planning in sustainable era , 2017 .

[88]  Jin Xu,et al.  Comprehensive coordinated model of active distribution network planning , 2016, 2016 IEEE International Conference on Power System Technology (POWERCON).

[89]  Kankar Bhattacharya,et al.  Comprehensive multi-year distribution system planning using back-propagation approach , 2013 .

[90]  Seyyed Mohammad Sadegh Ghiasi,et al.  Energy storage planning in electric power distribution networks – A state-of-the-art review , 2017 .

[91]  Haozhong Cheng,et al.  Active distribution network expansion planning integrating dispersed energy storage systems , 2016 .

[92]  Amany El-Zonkoly,et al.  Multistage expansion planning for distribution networks including unit commitment , 2013 .

[93]  Michael Fowler,et al.  Two-layer optimization methodology for wind distributed generation planning considering plug-in electric vehicles uncertainty: A flexible active-reactive power approach , 2016 .

[94]  Zhiyong Huang,et al.  Optimal Planning of Communication System of CPS for Distribution Network , 2017, J. Sensors.

[95]  Mario Paolone,et al.  Optimal Allocation of Dispersed Energy Storage Systems in Active Distribution Networks for Energy Balance and Grid Support , 2014, IEEE Transactions on Power Systems.

[96]  Vahid Abbasi,et al.  Multistage distribution network expansion planning considering the emerging energy storage systems , 2015 .

[97]  Roy Billinton,et al.  Effects of Load Sector Demand Side Management Applications in Generating Capacity Adequacy Assessment , 2012, IEEE Transactions on Power Systems.

[98]  Jamshid Aghaei,et al.  Multistage distribution system expansion planning considering distributed generation using hybrid evolutionary algorithms , 2013 .

[99]  C. Abbey,et al.  Global survey on planning and operation of active distribution networks - Update of CIGRE C6.11 working group activities , 2009 .

[100]  N. C. Sahoo,et al.  Mono- and multi-objective planning of electrical distribution networks using particle swarm optimization , 2011, Appl. Soft Comput..

[101]  Luis F. Ochoa,et al.  Optimal sizing and control of energy storage in wind power-rich distribution networks , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[102]  Nikos D. Hatziargyriou,et al.  Online Reconfiguration of Active Distribution Networks for Maximum Integration of Distributed Generation , 2017, IEEE Transactions on Automation Science and Engineering.

[103]  Mohammad Shahidehpour,et al.  Expansion Planning of Active Distribution Networks With Centralized and Distributed Energy Storage Systems , 2017, IEEE Transactions on Sustainable Energy.

[104]  Wenxia Liu,et al.  An integrated planning method of active distribution system considering decentralized voltage control , 2016, 2016 IEEE Power and Energy Society General Meeting (PESGM).

[105]  Ali Elkamel,et al.  Optimal WDG planning in active distribution networks based on possibilistic–probabilistic PEVs load modelling , 2017 .

[106]  K. S. Sandhu,et al.  A new approach of sizing battery energy storage system for smoothing the power fluctuations of a PV/wind hybrid system , 2016 .

[107]  Marcus Gallagher,et al.  Multiple community energy storage planning in distribution networks using a cost-benefit analysis , 2017 .

[108]  Emilio Ghiani,et al.  New electricity distribution network planning approaches for integrating renewable , 2013 .

[109]  Jianhua Zhang,et al.  An optimal integrated planning method for supporting growing penetration of electric vehicles in distribution systems , 2017 .

[110]  Gabriela Hug,et al.  Hybrid approach for planning and operating active distribution grids , 2016, 1610.07863.

[111]  Tsai-Hsiang Chen,et al.  Multi-objective optimization for upgrading primary feeders with distributed generators from normally closed loop to mesh arrangement , 2013 .

[112]  Ali Ahmadian,et al.  Optimal Storage Planning in Active Distribution Network Considering Uncertainty of Wind Power Distributed Generation , 2016, IEEE Transactions on Power Systems.

[113]  Geev Mokryani,et al.  Active distribution networks planning with high penetration of wind power , 2017 .

[114]  Geev Mokryani,et al.  Active distribution networks planning with integration of demand response , 2015 .

[115]  Xu Yang,et al.  Integrated Planning for Transition to Low-Carbon Distribution System With Renewable Energy Generation and Demand Response , 2014, IEEE Transactions on Power Systems.

[116]  Moein Moeini-Aghtaie,et al.  A hierarchical scheme for outage management in multi‐microgrids , 2016 .

[117]  Pierluigi Siano,et al.  Risk-based planning of the distribution network structure considering uncertainties in demand and cost of energy , 2017 .

[118]  Ramesh C. Bansal,et al.  Simultaneous allocation of distributed energy resource using improved particle swarm optimization , 2017 .

[119]  Witold Pedrycz,et al.  Rough subspace-based clustering ensemble for categorical data , 2013, Soft Comput..

[120]  Chul-Hwan Kim,et al.  A real-time optimal coordination scheme for the voltage regulation of a distribution network including an OLTC, capacitor banks, and multiple distributed energy resources , 2018 .

[121]  Deepak Kumar,et al.  MOSOA-Based Multiobjective Design of Power Distribution Systems , 2017, IEEE Systems Journal.

[122]  Richard M. Dinsdale,et al.  Energy storage for active network management on electricity distribution networks with wind power , 2012 .

[123]  Dheeraj Kumar Khatod,et al.  Techno-economic and environmental approach for optimal placement and sizing of renewable DGs in distribution system , 2017 .

[124]  Junyong LIU,et al.  Review and prospect of active distribution system planning , 2015 .

[125]  Marcos J. Rider,et al.  Bilevel approach for optimal location and contract pricing of distributed generation in radial distribution systems using mixed-integer linear programming , 2013 .