Optimal integration and planning of renewable distributed generation in the power distribution networks: A review of analytical techniques

The rapid development of distributed generation in different forms and capacities is transforming the conventional planning of distribution networks. Despite the benefits offered by renewable distributed generation technologies, several economic and technical challenges can result from the inappropriate integration of distributed generation in existing distribution networks. Therefore, the optimal planning of distributed generation is of paramount importance to ensure that the performance of distribution network can meet the expected power quality, voltage stability, power loss reduction, reliability and profitability. In this paper, we firstly discuss several conventional and metaheuristic methodologies to address the optimal distributed generation planning problem. Metaheuristic algorithms are often used as they offer more flexibility, particularly for multi-objective planning problems without the pursuit of globally optimized solution. Analytical techniques are considered suitable for modeling power system mechanisms and validating numerical methods. Then, this paper conducts a comprehensive review and critical discussion of state-of-the-art analytical techniques for optimal planning of renewable distributed generation. The analytical techniques are discussed in detail in six categories, i.e. exact loss formula, loss sensitivity factor, branch current loss formula, branch power flow loss formula, equivalent current injection and phasor feeder current injection. In addition, a comparative analysis of analytical techniques is presented to show their suitability for distributed generation planning in terms of various optimization criteria. Finally, we present conclusive remarks along with a set of recommendations and future challenges for optimal planning of distributed generation in modern power distribution networks.

[1]  Saad Mekhilef,et al.  Optimal reconfiguration of distribution system connected with distributed generations: A review of different methodologies , 2017 .

[2]  Sakti Prasad Ghoshal,et al.  Optimal sizing and placement of distributed generation in a network system , 2010 .

[3]  Mohammad Ahmad Choudhry,et al.  Implementation of Distributed Generation (IDG) algorithm for performance enhancement of distribution feeder under extreme load growth , 2010 .

[4]  Katia Gregio Di Santo,et al.  A review on smart grids and experiences in Brazil , 2015 .

[5]  Almoataz Y. Abdelaziz,et al.  Optimal placement and sizing of voltage controlled distributed generators in unbalanced distribution networks using supervised firefly algorithm , 2016 .

[6]  Almoataz Y. Abdelaziz,et al.  Ant Lion Optimization Algorithm for optimal location and sizing of renewable distributed generations , 2017 .

[7]  Nadarajah Mithulananthan,et al.  Analytical Expressions for DG Allocation in Primary Distribution Networks , 2010, IEEE Transactions on Energy Conversion.

[8]  Majid Gandomkar,et al.  A straightforward approach to minimizing unsupplied energy and power loss through DG placement and evaluating power quality in relation to load variations over time , 2011 .

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

[10]  U. Eminoglu,et al.  A tool for voltage stability and optimization (VS&OP) in radial distribution systems using matlab graphical user interface (GUI) , 2008, Simul. Model. Pract. Theory.

[11]  M. Geethanjali,et al.  Optimal location and sizing determination of Distributed Generation and DSTATCOM using Particle Swarm Optimization algorithm , 2014 .

[12]  A. Tarakhovsky,et al.  A sensitized genetic system for the analysis of murine B lymphocyte signal transduction pathways dependent on Bruton's tyrosine kinase. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[13]  Mohd Wazir Mustafa,et al.  Optimal multiple distributed generation output through rank evolutionary particle swarm optimization , 2015, Neurocomputing.

[14]  Mohd Hasan Ali,et al.  Simultaneous Reconfiguration, Optimal Placement of DSTATCOM, and Photovoltaic Array in a Distribution System Based on Fuzzy-ACO Approach , 2015, IEEE Transactions on Sustainable Energy.

[15]  A. Lashkar Ara,et al.  A hybrid of ant colony optimization and artificial bee colony algorithm for probabilistic optimal placement and sizing of distributed energy resources , 2015 .

[16]  Benvindo R. Pereira,et al.  Optimal Distributed Generation and Reactive Power Allocation in Electrical Distribution Systems , 2016, IEEE Transactions on Sustainable Energy.

[17]  L.F. Ochoa,et al.  Evaluating Distributed Time-Varying Generation Through a Multiobjective Index , 2008, IEEE Transactions on Power Delivery.

[18]  D.M. Falcao,et al.  Impact of distributed generation allocation and sizing on reliability, losses and voltage profile , 2003, 2003 IEEE Bologna Power Tech Conference Proceedings,.

[19]  Dheeraj Kumar Khatod,et al.  An analytical approach for sizing and siting of DGs in balanced radial distribution networks for loss minimization , 2015 .

[20]  Luis Ochoa,et al.  Minimizing Energy Losses: Optimal Accommodation and Smart Operation of Renewable Distributed Generation , 2011, IEEE Transactions on Power Systems.

[21]  Pavlos S. Georgilakis,et al.  Optimal distributed generation placement under uncertainties based on point estimate method embedded genetic algorithm , 2014 .

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

[23]  Jung-Wook Park,et al.  Selection of Optimal Location and Size of Multiple Distributed Generations by Using Kalman Filter Algorithm , 2009, IEEE Transactions on Power Systems.

[24]  Ramesh C. Bansal,et al.  Analytical strategies for renewable distributed generation integration considering energy loss minimization , 2013 .

[25]  Soo Hyoung Lee,et al.  Optimal Placement and Sizing of Multiple DGs in a Practical Distribution System by Considering Power Loss , 2013 .

[26]  Ashwani Kumar,et al.  Optimal placement of DG in radial distribution systems based on new voltage stability index under load growth , 2015 .

[27]  Mohammad Yusri Hassan,et al.  Optimal distributed renewable generation planning: A review of different approaches , 2013 .

[28]  Mostafa Sedighizadeh,et al.  Multi-objective optimal reconfiguration and DG (Distributed Generation) power allocation in distribution networks using Big Bang-Big Crunch algorithm considering load uncertainty , 2016 .

[29]  Nadarajah Mithulananthan,et al.  Optimal placement of dispatchable and nondispatchable renewable DG units in distribution networks for minimizing energy loss , 2014 .

[30]  Jeng Shiun Lim,et al.  Review of distributed generation (DG) system planning and optimisation techniques: Comparison of numerical and mathematical modelling methods , 2017 .

[31]  Sirigiri Sivanagaraju,et al.  A Novel Method for Optimal Distributed Generator Placement in Radial Distribution Systems , 2011, Distributed Generation & Alternative Energy Journal.

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

[33]  M. M. Aman,et al.  Optimal placement and sizing of a DG based on a new power stability index and line losses , 2012 .

[34]  Sanjib Ganguly,et al.  Distributed Generation Allocation on Radial Distribution Networks Under Uncertainties of Load and Generation Using Genetic Algorithm , 2015, IEEE Transactions on Sustainable Energy.

[35]  Naoto Yorino,et al.  Optimal Distributed Generation Allocation in Distribution Systems for Loss Minimization , 2016, IEEE Transactions on Power Systems.

[36]  Nadarajah Mithulananthan,et al.  AN ANALYTICAL APPROACH FOR DG ALLOCATION IN PRIMARY DISTRIBUTION NETWORK , 2006 .

[37]  A. C. Rueda-Medina,et al.  A mixed-integer linear programming approach for optimal type, size and allocation of distributed generation in radial distribution systems , 2013 .

[38]  J.W. Bialek,et al.  Optimal power flow as a tool for fault level-constrained network capacity analysis , 2005, IEEE Transactions on Power Systems.

[39]  Suneet Singh,et al.  Optimal Sizing of Distributed Generation Placed on Radial Distribution Systems , 2010 .

[40]  Yanjun Li,et al.  Optimal Sizing of a Stand-Alone Hybrid Power System Based on Battery/Hydrogen with an Improved Ant Colony Optimization , 2016 .

[41]  Mohamed Haouari,et al.  Review of optimization techniques applied for the integration of distributed generation from renewable energy sources , 2017 .

[42]  Shakti Singh,et al.  Optimal sizing of grid integrated hybrid PV-biomass energy system using artificial bee colony algorithm , 2016 .

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

[44]  Ramesh C. Bansal,et al.  Integration of PV and BES units in commercial distribution systems considering energy loss and voltage stability , 2014 .

[45]  D.K. Khatod,et al.  A novel approach for sensitivity calculations in the radial distribution system , 2006, IEEE Transactions on Power Delivery.

[46]  A. Lakshmi Devi,et al.  OPTIMAL DG UNIT PLACEMENT FOR LOSS REDUCTION IN RADIAL DISTRIBUTION SYSTEM-A CASE STUDY , 2007 .

[47]  Sandeep Kaur,et al.  A MINLP technique for optimal placement of multiple DG units in distribution systems , 2014 .

[48]  N. Mithulananthan,et al.  An optimal operating strategy of DG unit for power loss reduction in distribution systems , 2012, 2012 IEEE 7th International Conference on Industrial and Information Systems (ICIIS).

[49]  Kwang Y. Lee,et al.  Determining PV Penetration for Distribution Systems With Time-Varying Load Models , 2014, IEEE Transactions on Power Systems.

[50]  Vishal Kumar,et al.  Hybrid approach for optimal placement of multiple DGs of multiple types in distribution networks , 2016 .

[51]  Taher Niknam,et al.  Operation and planning of distribution networks with integration of renewable distributed generators considering uncertainties: A review , 2017 .

[52]  H. L. Willis,et al.  Analytical methods and rules of thumb for modeling DG-distribution interaction , 2000, 2000 Power Engineering Society Summer Meeting (Cat. No.00CH37134).

[53]  T. Gozel,et al.  Optimal placement and sizing of distributed generation on radial feeder with different static load models , 2005, 2005 International Conference on Future Power Systems.

[54]  Tuba Gozel,et al.  An analytical method for the sizing and siting of distributed generators in radial systems , 2009 .

[55]  K. Tomsovic,et al.  Placement of dispersed generation systems for reduced losses , 2000, Proceedings of the 33rd Annual Hawaii International Conference on System Sciences.

[56]  Maryam Mirzaei,et al.  An analytical method for optimal sizing of different types of DG in a power distribution system , 2014, 2014 IEEE International Conference on Power and Energy (PECon).

[57]  C. Nayanatara,et al.  Multiobjective optimal placement of multiple distributed generations in IEEE 33 bus radial system using simulated annealing , 2015, 2015 International Conference on Circuits, Power and Computing Technologies [ICCPCT-2015].

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

[59]  Ehab F. El-Saadany,et al.  Optimal Placement and Sizing Method to Improve the Voltage Stability Margin in a Distribution System Using Distributed Generation , 2013, IEEE Transactions on Power Systems.

[60]  L.F. Ochoa,et al.  Evaluating distributed generation impacts with a multiobjective index , 2006, IEEE Transactions on Power Delivery.

[61]  A. V. Truong,et al.  A novel method based on adaptive cuckoo search for optimal network reconfiguration and distributed generation allocation in distribution network , 2016 .

[62]  J. Teng A direct approach for distribution system load flow solutions , 2003 .

[63]  Rajesh Kumar Nema,et al.  Planning of grid integrated distributed generators: A review of technology, objectives and techniques , 2014 .

[64]  Nadarajah Mithulananthan,et al.  Optimal placement of wind turbine DG in primary distribution systems for real loss reduction , 2006 .

[65]  Ruben Romero,et al.  Metaheuristic optimization algorithms for the optimal coordination of plug-in electric vehicle charging in distribution systems with distributed generation , 2017 .

[66]  S. A. Soliman,et al.  New Heuristic Strategies for Reactive Power Compensation of Radial Distribution Feeders , 2002, IEEE Power Engineering Review.

[67]  Magdy M. A. Salama,et al.  Optimal Distributed Generation Allocation and Load Shedding for Improving Distribution System Reliability , 2014 .

[68]  Nadarajah Mithulananthan,et al.  Multiple Distributed Generator Placement in Primary Distribution Networks for Loss Reduction , 2013, IEEE Transactions on Industrial Electronics.

[69]  Chandrasekhar Yammani,et al.  Optimal placement and sizing of distributed generations using shuffled bat algorithm with future load enhancement , 2016 .

[70]  Francisco Jurado,et al.  Optimal placement of biomass fuelled gas turbines for reduced losses , 2006 .

[71]  Faruk Ugranli,et al.  Convergence of rule-of-thumb sizing and allocating rules of distributed generation in meshed power networks , 2012 .

[72]  Mahmoud Pesaran H.A,et al.  A review of the optimal allocation of distributed generation: Objectives, constraints, methods, and algorithms , 2017 .

[73]  Dheeraj Kumar Khatod,et al.  Optimal allocation of combined DG and capacitor for real power loss minimization in distribution networks , 2013 .

[74]  Gevork B. Gharehpetian,et al.  Multiple distributed generation units allocation in distribution network for loss reduction based on a combination of analytical and genetic algorithm methods , 2016 .

[75]  Joydeep Mitra,et al.  Analytical approach for placement and sizing of distributed generation on distribution systems , 2014 .

[76]  Ashwani Kumar,et al.  Comparison of optimal DG allocation methods in radial distribution systems based on sensitivity approaches , 2013 .

[77]  M. Negnevitsky,et al.  Distributed generation for minimization of power losses in distribution systems , 2006, 2006 IEEE Power Engineering Society General Meeting.

[78]  Vahid Vahidinasab Optimal distributed energy resources planning in a competitive electricity market: Multiobjective optimization and probabilistic design , 2014 .

[79]  Wanxing Sheng,et al.  Reactive power coordinated optimisation method with renewable distributed generation based on improved harmony search , 2016 .

[80]  Antonio Colmenar-Santos,et al.  Distributed generation: A review of factors that can contribute most to achieve a scenario of DG units embedded in the new distribution networks , 2016 .

[81]  Luis F. Ochoa,et al.  State-of-the-Art Techniques and Challenges Ahead for Distributed Generation Planning and Optimization , 2013, IEEE Transactions on Power Systems.

[82]  Morteza Jadidoleslam,et al.  Reliability constrained generation expansion planning by a modified shuffled frog leaping algorithm , 2015 .

[83]  Avisha Tah,et al.  Novel analytical method for the placement and sizing of distributed generation unit on distribution networks with and without considering P and PQV buses , 2016 .

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

[85]  P. Fleming,et al.  Generation expansion planning optimisation with renewable energy integration: A review , 2017 .

[86]  B Kermanshahi,et al.  Optimal Size and Location of Distributed Generations for Minimizing Power Losses in a Primary Distribution Network , 2009 .

[87]  Chanan Singh,et al.  Optimal Deployment of Distributed Generation Using a Reliability Criterion , 2016 .

[88]  S. Jayalalitha,et al.  Optimal placement and sizing of distributed generators and shunt capacitors for power loss minimization in radial distribution networks using hybrid heuristic search optimization technique , 2016 .

[89]  R. A. Shayani,et al.  Photovoltaic Generation Penetration Limits in Radial Distribution Systems , 2011, IEEE Transactions on Power Systems.

[90]  Yunhua Li,et al.  Optimal Placement and Sizing of Distributed Generation via an Improved Nondominated Sorting Genetic Algorithm II , 2015, IEEE Transactions on Power Delivery.

[91]  Caisheng Wang,et al.  Analytical approaches for optimal placement of distributed generation sources in power systems , 2004 .

[92]  Dheeraj Kumar Khatod,et al.  Analytical approach for optimal siting and sizing of distributed generation in radial distribution networks , 2015 .

[93]  N. Mithulananthan,et al.  Alternative analytical approaches for renewable DG allocation for energy loss minimization , 2012, 2012 IEEE Power and Energy Society General Meeting.

[94]  Jianhui Wang,et al.  Robust Optimization Based Optimal DG Placement in Microgrids , 2014, IEEE Transactions on Smart Grid.