Comprehensive overview of optimizing PV-DG allocation in power system and solar energy resource potential assessments

Abstract Distributed Generation based on Photovoltaic (PV-DG) injected in the power system is considered a highly promising solution due to the advantage of clean energy use. However, the investigation of the optimal PV-DG allocation (site and size) is a significant task for power system requirements and assessment of PV potentials. Recent research works on PV-DG allocation are reviewed from two viewpoints; (1) DG, optimization algorithms and objectives and (2) methodologies of PV potential assessments. Due to the review of recent research works, the research gaps are identified and new methodology will be proposed. The authors strongly believe that this work can be helpful to mitigate power system challenges. Besides, it helps to maximize the PV harness within the power system in particular developing countries.

[1]  Mukul Dixit,et al.  Optimal placement and sizing of DG in Distribution system using Artificial Bee Colony Algorithm , 2016, 2016 IEEE 6th International Conference on Power Systems (ICPS).

[2]  D. M. Soomro,et al.  Optimal distributed generators location for power losses improvement using sensitivity based method , 2015, 2015 IEEE 3rd International Conference on Smart Instrumentation, Measurement and Applications (ICSIMA).

[3]  Almoataz Y. Abdelaziz,et al.  Impact of Optimum Allocation of Renewable Distributed Generations on Distribution Networks Based on Different Optimization Algorithms , 2018 .

[4]  Annapoorna Chidurala High penetration of PV systems in low voltage distribution networks: investigation of power quality challenges and mitigation , 2016 .

[5]  Francisco Jurado,et al.  Binary Particle Swarm Optimization for Optimization of Photovoltaic Generators in Radial Distribution Systems Using Probabilistic Load Flow , 2011 .

[6]  V. C. Veera Reddy,et al.  Optimal renewable resources placement in distribution networks by combined power loss index and whale optimization algorithms , 2018 .

[7]  Mihail Abrudean,et al.  Optimal Location of a Distributed Generator for Power Losses Improvement , 2016 .

[8]  C. Bulac,et al.  Differential evolutionary algorithms in optimal distributed generation location , 2010, Proceedings of 14th International Conference on Harmonics and Quality of Power - ICHQP 2010.

[9]  Wilfried Elmenreich,et al.  Integrating Photovoltaic Systems in Power System: Power Quality Impacts and Optimal Planning Challenges , 2014 .

[10]  Sara Eftekharnejad,et al.  Impact of increased penetration of photovoltaic generation on power systems , 2013, IEEE Transactions on Power Systems.

[11]  Gevork B. Gharehpetian,et al.  Optimal allocation and sizing of DG units considering voltage stability, losses and load variations , 2016 .

[12]  Minh Quan Duong,et al.  Determination of Optimal Location and Sizing of Solar Photovoltaic Distribution Generation Units in Radial Distribution Systems , 2019, Energies.

[13]  Jaewan Suh,et al.  Development of a Transmission and Distribution Integrated Monitoring and Analysis System for High Distributed Generation Penetration , 2017 .

[14]  Atthapol Ngaopitakkul,et al.  Optimal Allocation of Multi-DG on Distribution System Reliability and Power Losses Using Differential Evolution Algorithm , 2017 .

[15]  M.E. El-Hawary,et al.  The effect of Distributed Generation modeling and static load representation on the optimal integrated sizing and network losses , 2008, 2008 Canadian Conference on Electrical and Computer Engineering.

[16]  M.H. Moradi,et al.  A combination of Genetic Algorithm and Particle Swarm Optimization for optimal DG location and sizing in distribution systems , 2010, 2010 Conference Proceedings IPEC.

[17]  Joydeep Mitra,et al.  An analytical method for placement and sizing of distributed generation on distribution systems , 2014, 2014 Clemson University Power Systems Conference.

[18]  Chandan Kumar Chanda,et al.  Placement of wind and solar based DGs in distribution system for power loss minimization and voltage stability improvement , 2013 .

[19]  Bindeshwar Singh,et al.  Distributed generation planning from power system performances viewpoints: A taxonomical survey , 2017 .

[20]  R. A. Swief,et al.  Photovoltaic and Wind Turbine Integration Applying Cuckoo Search for Probabilistic Reliable Optimal Placement , 2018 .

[21]  Aidan Duffy,et al.  An assessment of the energy generation potential of photovoltaic systems in Cameroon using satellite-derived solar radiation datasets , 2014 .

[22]  Peter Wolfs,et al.  A review of high PV penetrations in LV distribution networks: Present status, impacts and mitigation measures , 2016 .

[23]  W. El-khattam,et al.  Optimal investment planning for distributed generation in a competitive electricity market , 2004, IEEE Transactions on Power Systems.

[24]  Arthur R. Bergen,et al.  Power Systems Analysis , 1986 .

[25]  Anthoula Menti,et al.  Harmonic distortion assessment for a single-phase grid-connected photovoltaic system , 2011 .

[26]  Meysam Doostizadeh,et al.  Power system distribution planning considering reliability and DG owner's profit , 2017 .

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

[28]  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).

[29]  Manoj Gupta,et al.  Harmonic Mitigation in a Transformer Less Grid Connected Solar PV System Using Modified LCL Filter , 2018, 2018 3rd International Conference and Workshops on Recent Advances and Innovations in Engineering (ICRAIE).

[30]  Ziyad M. Salameh,et al.  Photovoltaic module-site matching based on the capacity factors , 1995 .

[31]  D. Zhu,et al.  Impact of DG placement on reliability and efficiency with time-varying loads , 2006, IEEE Transactions on Power Systems.

[32]  P. Dinakara Prasad Reddy,et al.  Whale optimization algorithm for optimal sizing of renewable resources for loss reduction in distribution systems , 2017 .

[33]  Sriparna Roy Ghatak,et al.  Optimal allocation of Distributed Generation (DGs) and static VAR compensator (SVC) in a power system using Revamp Voltage Stability Indicator , 2016, 2016 National Power Systems Conference (NPSC).

[34]  Kanendra Naidu,et al.  Photovoltaic penetration issues and impacts in distribution network – A review , 2016 .

[35]  Ramesh C. Bansal,et al.  Integration of renewable distributed generators into the distribution system: a review , 2016 .

[36]  Gudina Terefe Tucho,et al.  Assessment of renewable energy resources potential for large scale and standalone applications in Ethiopia , 2014 .

[37]  Alireza Jalilian,et al.  Optimal sizing and location of renewable energy based DG units in distribution systems considering load growth , 2018, International Journal of Electrical Power & Energy Systems.

[38]  Atul K. Raturi,et al.  Renewables 2016 Global status report , 2015 .

[39]  M. Veerachary,et al.  Reliability Issues in Photovoltaic Power Processing Systems , 2008, IEEE Transactions on Industrial Electronics.

[40]  Irraivan Elamvazuthi,et al.  Optimal Placement and Sizing of Renewable Distributed Generations and Capacitor Banks into Radial Distribution Systems , 2017 .

[41]  M. C. Anumaka ANALYSIS OF TECHNICAL LOSSES IN ELECTRICAL POWER SYSTEM (NIGERIAN 330KV NETWORK AS A CASE STUDY) , 2012 .

[42]  Mohammad A.S. Masoum,et al.  Placement and sizing of distributed generation units for congestion management and improvement of voltage profile using particle swarm optimization , 2011, 2011 IEEE PES Innovative Smart Grid Technologies.

[43]  Gevork B. Gharehpetian,et al.  Long term scheduling for optimal allocation and sizing of DG unit considering load variations and DG type , 2014 .

[44]  Attia A. El-Fergany,et al.  Optimal allocation of multi-type distributed generators using backtracking search optimization algorithm , 2015 .

[45]  Jitendra Kumar,et al.  Development of Backtracking Search Optimization Algorithm Toolkit in LabVIEW , 2015 .

[46]  E. S. Ali,et al.  Optimal allocation and sizing of renewable distributed generation using ant lion optimization algorithm , 2018 .

[47]  Peter Palensky,et al.  Voltage Quality Index based method to quantify the advantages of optimal DG placement , 2016, 2016 Eighteenth International Middle East Power Systems Conference (MEPCON).

[48]  Azah Mohamed,et al.  Optimal placement and sizing of distributed generations in distribution systems for minimizing losses and THDv using evolutionary programming , 2013 .

[49]  N. Mithulananthan,et al.  Loss reduction and loadability enhancement with DG: A dual-index analytical approach , 2014 .

[50]  Ronnie Belmans,et al.  Distributed generation: definition, benefits and issues , 2005 .

[51]  B. Boruff,et al.  Assessing the potential for concentrated solar power development in rural Australia , 2010 .

[52]  Suman Bhullar,et al.  Optimal Integration of Multi Distributed Generation Sources in Radial Distribution Networks Using a Hybrid Algorithm , 2018 .

[53]  I Pisica,et al.  Optimal Distributed Generation Location and Sizing Using Genetic Algorithms , 2009, 2009 15th International Conference on Intelligent System Applications to Power Systems.

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

[55]  Chin Kim Gan,et al.  The impact of grid-connected PV systems on Harmonic Distortion , 2014, 2014 IEEE Innovative Smart Grid Technologies - Asia (ISGT ASIA).

[56]  Ragab A. El-Sehiemy,et al.  Effect of photovoltaic system on power quality in electrical distribution networks , 2016, 2016 Eighteenth International Middle East Power Systems Conference (MEPCON).

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

[58]  Amany M. El-Zonkol Optimal Placement of Multi DG Units Including Different Load Models Using PSO , 2010 .

[59]  Peter Palensky,et al.  Analytical approach for simultaneous optimal sizing and placement of multiple Distributed Generators in primary distribution networks , 2014, 2014 IEEE 23rd International Symposium on Industrial Electronics (ISIE).

[60]  Fulli Gianluca,et al.  Distributed Power Generation in Europe: Technical Issues for Further Integration , 2008 .

[61]  Shuhui Li,et al.  Agent-based modeling and simulation of competitive electric power markets , 2014 .

[62]  Michael Emmanuel,et al.  The impact of single-phase grid-connected distributed photovoltaic systems on the distribution network using P-Q and P-V models , 2017 .

[63]  Magdy M. A. Salama,et al.  Distributed generation technologies, definitions and benefits , 2004 .

[64]  Mohamed Faouzi Mimouni,et al.  Optimal network reconfiguration and renewable DG integration considering time sequence variation in load and DGs , 2018 .

[65]  N. Nimpitiwan,et al.  Optimal sizing of photovoltaic distributed generators in a distribution system with consideration of solar radiation and harmonic distortion , 2012 .

[66]  Johan H.R. Enslin,et al.  Network impacts of high penetration of photovoltaic solar power systems , 2010, IEEE PES General Meeting.

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

[68]  Charles J. Mozina Impact of green power generation on distribution systems , 2009, 2009 IEEE Rural Electric Power Conference.

[69]  Alexandra von Meier Electric Power Systems , 1994 .

[70]  A MohamedImran,et al.  Optimal size and siting of multiple distributed generators in distribution system using bacterial foraging optimization , 2014, Swarm Evol. Comput..

[71]  A. Ellis,et al.  Review of existing reactive power requirements for variable generation , 2012, 2012 IEEE Power and Energy Society General Meeting.

[72]  Luigi Martirano,et al.  Realization of 5-bus system using soft computing technique for flexible alternating current transmission system (FACTS) devices , 2017, 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[73]  Belkacem Mahdad,et al.  Improvement optimal power flow solution under loading margin stability using new partitioning whale algorithm , 2018, International Journal of Management Science and Engineering Management.

[74]  Ponnuthurai N. Suganthan,et al.  A multiobjective approach for optimal placement and sizing of distributed generators and capacitors in distribution network , 2017, Appl. Soft Comput..

[75]  M. Kowsalya,et al.  Optimal Allocation of Wind Based Distributed Generators in Distribution System Using Cuckoo Search Algorithm , 2016 .

[76]  Attia A. El-Fergany,et al.  Multi-objective Allocation of Multi-type Distributed Generators along Distribution Networks Using Backtracking Search Algorithm and Fuzzy Expert Rules , 2016 .

[77]  Shivani Sehgal,et al.  Analytical approaches for Optimal Placement and sizing of Distributed generation in Power System , 2012 .

[78]  H. R. Pota,et al.  A new approach for wind and solar type DG placement in power distribution networks to enhance systems stability , 2012, 2012 IEEE International Power Engineering and Optimization Conference Melaka, Malaysia.

[79]  E. Dunlop,et al.  Potential of solar electricity generation in the European Union member states and candidate countries , 2007 .

[80]  Farzad Razavi,et al.  Optimal sizing and siting distributed generation resources using a multiobjective algorithm , 2013 .

[81]  E. Farjah,et al.  Mitigating voltage sag by optimal allocation of Distributed Generation using Genetic Algorithm , 2007, 2007 9th International Conference on Electrical Power Quality and Utilisation.

[82]  Anil Swarnkar,et al.  Optimal penetration of renewable sources for distribution system performance improvement , 2015, 2015 IEEE Power & Energy Society General Meeting.

[83]  R. C. Desai,et al.  Modern power system analysis , 1982, Proceedings of the IEEE.

[84]  Vishal Kumar,et al.  Cost–benefit analysis for optimal distributed generation placement in distribution systems , 2017 .

[85]  K. M. Muttaqi,et al.  Distributed energy storage for mitigation of voltage-rise impact caused by rooftop solar PV , 2012, 2012 IEEE Power and Energy Society General Meeting.

[86]  E. S. Ali,et al.  Ant Lion Optimization Algorithm for Renewable Distributed Generations , 2016 .

[87]  Rajagopal Peesapati,et al.  Flower pollination algorithm based multi-objective congestion management considering optimal capacities of distributed generations , 2018 .

[88]  L. Lakshminarasimman,et al.  Stud Krill herd Algorithm for multiple DG placement and sizing in a radial distribution system , 2017 .

[89]  Tshilidzi Marwala,et al.  Electric Power Grids Distribution Generation System for Optimal Location and Sizing—A Case Study Investigation by Various Optimization Algorithms , 2017 .

[90]  Vivek Gupta,et al.  Optimal placement of distributed generators in distribution system using backtracking search optimization for various load models , 2015, 2015 International Conference on Recent Developments in Control, Automation and Power Engineering (RDCAPE).

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

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

[93]  Kassahun Y. Kebede,et al.  Viability study of grid-connected solar PV system in Ethiopia , 2015 .

[94]  Ahmad Rezaee Jordehi,et al.  Allocation of distributed generation units in electric power systems: A review , 2016 .

[95]  Ernesto Ruppert,et al.  Photovoltaic system grid-connected with active power filter functions for mitigate current harmonics feeding nonlinear loads , 2018, 2018 13th IEEE International Conference on Industry Applications (INDUSCON).

[96]  Hassan Sadeghi,et al.  A Simultaneous Biogeography based Optimal Placement of DG Units and Capacitor Banks in Distribution Systems with Nonlinear Loads , 2016 .

[97]  Ahmed A. Zaki Diab,et al.  Evaluation of the Impact of High Penetration Levels of PV Power Plants on the Capacity, Frequency and Voltage Stability of Egypt’s Unified Grid , 2019, Energies.

[98]  A. K. M. Sadrul Islam,et al.  Potential and viability of grid-connected solar PV system in Bangladesh , 2011 .

[99]  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 .

[100]  Bijay Ketan Panigrahi,et al.  Ant lion optimization for short-term wind integrated hydrothermal power generation scheduling , 2016 .

[101]  Davood Azizian,et al.  A multi-objective optimal sizing and siting of distributed generation using ant lion optimization technique , 2017, Ain Shams Engineering Journal.

[102]  Shelly Vadhera,et al.  Impact of Photovoltaic Penetration on Static Voltage Stability of Distribution Networks: A Probabilistic Approach , 2018 .

[103]  Wenzhong Gao,et al.  Optimal distributed generation location using mixed integer non-linear programming in hybrid electricity markets , 2010 .

[104]  Ahmet Onen,et al.  Assessment of Battery Storage Technologies for a Turkish Power Network , 2019, Sustainability.

[105]  A. Keane,et al.  Optimal allocation of embedded generation on distribution networks , 2005, IEEE Transactions on Power Systems.

[106]  Feng-Sheng Wang,et al.  A mixed-coding scheme of evolutionary algorithms to solve mixed-integer nonlinear programming problems☆ , 2004 .

[107]  M. M. A. Salama,et al.  Technical impacts of grid-connected photovoltaic systems on electrical networks—A review , 2013 .

[108]  M. Adaramola Viability of grid-connected solar PV energy system in Jos, Nigeria , 2014 .

[109]  Tomonobu Senjyu,et al.  Optimal sizing and placement of rooftop solar photovoltaic at Kabul city real distribution network , 2018 .

[110]  Josep M. Guerrero,et al.  Harmonics Mitigation in Cascaded Multilevel PV Inverters During Power Imbalance Between Cells , 2019, 2019 IEEE International Conference on Environment and Electrical Engineering and 2019 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe).

[111]  Deren Yang,et al.  Impact of solar irradiance intensity and temperature on the performance of compensated crystalline silicon solar cells , 2014 .

[112]  Jesús M. López-Lezama,et al.  Optimal allocation of distributed generation for improving chargeability and voltage profile under different operative scenarios , 2018 .

[113]  L. Kazmerski,et al.  Optimization and life-cycle cost of health clinic PV system for a rural area in southern Iraq using HOMER software , 2010 .

[114]  Seema Singh,et al.  Placement of DG for reliability improvement and loss minimization with reconfiguration of radial distribution systems , 2014 .

[115]  Chengfu Wang,et al.  Calculation of Power Transfer Limit Considering Electro-Thermal Coupling of Overhead Transmission Line , 2014, IEEE Transactions on Power Systems.

[116]  Kai Sun,et al.  A Distributed Control Strategy Based on DC Bus Signaling for Modular Photovoltaic Generation Systems With Battery Energy Storage , 2011, IEEE Transactions on Power Electronics.

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

[118]  Nate Blair,et al.  U.S. Renewable Energy Technical Potentials: A GIS-Based Analysis , 2012 .

[119]  Mohamed M. Ismail,et al.  The Effect of Grid Connected Photovoltaic Location and Penetration Level on Total Harmonic Distortion , 2018 .

[120]  A. M. El-Zonkoly,et al.  Optimal placement of multi-distributed generation units including different load models using particle swarm optimization , 2011, Swarm Evol. Comput..

[121]  T. Yuvaraj,et al.  Optimal Allocation of DG in the Radial Distribution Network Using Bat Optimization Algorithm , 2018 .

[122]  Mehmet Hakan Hocaoglu,et al.  Artificial Bee Colony algorithm for optimal placement and sizing of distributed generation , 2013, 2013 8th International Conference on Electrical and Electronics Engineering (ELECO).

[123]  E. A. Jasmin,et al.  A Three Phase Power Flow Algorithm for Distribution Network Incorporating the Impact of Distributed Generation Models , 2015 .

[124]  S. J. Lewis,et al.  Analysis and management of the impacts of a high penetration of photovoltaic systems in an electricity distribution network , 2011 .

[125]  T. Yuvaraj,et al.  Optimal Allocation of DG and DSTATCOM in Radial Distribution System Using Cuckoo Search Optimization Algorithm , 2017 .

[126]  S. C. Choube,et al.  Distributed generation planning using differential evolution accounting voltage stability consideration , 2012 .

[127]  K. Strunz,et al.  A review of hybrid renewable/alternative energy systems for electric power generation: Configurations, control and applications , 2011, 2012 IEEE Power and Energy Society General Meeting.

[128]  Jayashri Ravishankar,et al.  A study on critical clearing time (CCT) of micro-grids under fault conditions , 2016 .

[129]  Mohan Kolhe,et al.  Harmonic mitigation of a grid-connected photovoltaic system using shunt active filter , 2017, 2017 20th International Conference on Electrical Machines and Systems (ICEMS).

[130]  Amir Hossein Alavi,et al.  Krill herd: A new bio-inspired optimization algorithm , 2012 .

[131]  M Becherif,et al.  Optimal PV Location Choice Considering Static and Dynamic Constraints , 2017 .

[132]  Temitope Raphael Ayodele,et al.  Impact of distributed generators on the power loss and voltage profile of sub-transmission network , 2016 .

[133]  S. M. Moghaddas-Tafreshi,et al.  Distributed generation modeling for power flow studies and a three-phase unbalanced power flow solution for radial distribution systems considering distributed generation , 2009 .

[134]  Sarfaraz Nawaz,et al.  A novel approach for multiple DG allocation in distribution system of jaipur city , 2017, 2017 International Conference on Information, Communication, Instrumentation and Control (ICICIC).

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

[136]  Amitava Chatterjee,et al.  Optimum distributed generation placement with voltage sag effect minimization , 2012 .

[137]  K. Tromly,et al.  Renewable Energy: An Overview , 2001 .

[138]  Roberto Quiroz,et al.  Atmospheric transmissivity: distribution and empirical estimation around the central Andes , 2004 .

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

[140]  Shelly Vadhera,et al.  Optimal allocation of dispersed generation unit in a network system , 2016, 2016 International Conference on Microelectronics, Computing and Communications (MicroCom).

[141]  Dheeraj Kumar Khatod,et al.  Optimal planning of distributed generation systems in distribution system: A review , 2012 .

[142]  Satish Kumar Injeti,et al.  A Pareto optimal approach for allocation of distributed generators in radial distribution systems using improved differential search algorithm , 2018, Journal of Electrical Systems and Information Technology.

[143]  Phillipe Vilaça Gomes,et al.  Transmission system planning considering solar distributed generation penetration , 2017, 2017 14th International Conference on the European Energy Market (EEM).

[144]  Sriparna Roy Ghatak,et al.  Strategic Deployment of Distributed Generation and DSTATCOM in Radial Distribution System Considering Reliability Aspect , 2018, 2018 2nd International Conference on Electronics, Materials Engineering & Nano-Technology (IEMENTech).

[145]  Ramesh C. Bansal,et al.  Reliability assessment of distribution system with the integration of renewable distributed generation , 2017 .

[146]  N.N. Schulz,et al.  Development of Three-Phase Unbalanced Power Flow Using PV and PQ Models for Distributed Generation and Study of the Impact of DG Models , 2007, IEEE Transactions on Power Systems.

[147]  Xin-She Yang,et al.  Cuckoo Search via Lévy flights , 2009, 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC).

[148]  Ren Renewables 2019 Global Status Report , 2012 .

[149]  M. E. El-Hawary,et al.  Optimal Distributed Generation Allocation and Sizing in Distribution Systems via Artificial Bee Colony Algorithm , 2011, IEEE Transactions on Power Delivery.

[150]  M. Y. Hassan,et al.  Allocation and sizing of DG using Cuckoo Search algorithm , 2012, 2012 IEEE International Conference on Power and Energy (PECon).

[151]  K. Muthulakshmi,et al.  PSO based optimal distributed generation placement and capacity by considering harmonic limits , 2017 .

[152]  Wei Gu,et al.  Optimal siting and sizing of distributed generation in distribution systems with PV solar farm utilized as STATCOM (PV-STATCOM) , 2018 .

[153]  Cristian Nichita,et al.  Genetic algorithm for optimal sizing and location of multiple distributed generations in electrical network , 2015, 2015 Modern Electric Power Systems (MEPS).

[154]  John Ward,et al.  Real and reactive power control of distributed PV inverters for overvoltage prevention and increased renewable generation hosting capacity , 2015 .

[155]  Chandan Kumar Chanda,et al.  An analytical approach for allocation and sizing of distributed generations in radial distribution network , 2017 .

[156]  M. R. AlRashidi,et al.  Optimal planning of multiple distributed generation sources in distribution networks: A new approach , 2011 .

[157]  Heidar Ali Shayanfar,et al.  Optimal placement of distributed generations considering voltage stability and power losses with observing voltage-related constraints , 2014 .

[158]  Weidong Xiao,et al.  Determining Optimal Location and Size of Distributed Generation Resources Considering Harmonic and Protection Coordination Limits , 2013, IEEE Transactions on Power Systems.

[159]  Komsan Hongesombut,et al.  Optimal DG allocation in a smart distribution grid using Cuckoo Search algorithm , 2013, 2013 10th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology.

[160]  Davor Skrlec,et al.  Optimal PV system placement in a distribution network on the basis of daily power consumption and production fluctuation , 2013, Eurocon 2013.

[161]  Provas Kumar Roy,et al.  Krill herd algorithm for optimal location of distributed generator in radial distribution system , 2016, Appl. Soft Comput..

[163]  Lennart Söder,et al.  Distributed generation : a definition , 2001 .

[164]  Oar,et al.  Distributed Generation of Electricity and its Environmental Impacts , 2015 .

[165]  Azah Mohamed,et al.  Power Quality Analysis of Grid-Connected Photovoltaic Systems in Distribution Networks , 2013 .

[166]  Mohamed Darfoun,et al.  OPTIMAL DISTRIBUTED GENERATION SIZING AND PLACEMENT VIA SINGLE- AND MULTI-OBJECTIVE OPTIMIZATION APPROACHES , 2013 .

[167]  Bindeshwar Singh,et al.  A survey on enhancement of power system performances by optimally placed DG in distribution networks , 2018, Energy Reports.

[168]  B. Kroposki,et al.  Integrating high levels of variable renewable energy into electric power systems , 2017 .

[169]  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.

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

[171]  Asheesh K. Singh,et al.  Review of distributed generation planning: objectives, constraints, and algorithms , 2011 .

[172]  Pinar Çivicioglu,et al.  Backtracking Search Optimization Algorithm for numerical optimization problems , 2013, Appl. Math. Comput..

[173]  Faten H. Fahmy,et al.  Genetic single objective optimisation for sizing and allocation of renewable DG systems , 2017 .

[174]  Mohammad Al-Muhaini,et al.  Evaluating Future Power Distribution System Reliability Including Distributed Generation , 2013, IEEE Transactions on Power Delivery.

[175]  Noradin Ghadimi,et al.  Optimal Placement of Distributed Generations in Radial Distribution Systems Using Various PSO and DE Algorithms , 2013 .

[176]  A. D. Kulkarni,et al.  A Weighted Multi-objective Index Based Optimal Distributed Generation Planning in Distribution System , 2015 .

[177]  C. Lakshminarayana,et al.  Optimal siting of capacitors in radial distribution network using Whale Optimization Algorithm , 2017 .

[178]  M. Steurer,et al.  Study of photovoltaic integration impact on system stability using custom model of PV arrays integrated with PSS/E , 2010, North American Power Symposium 2010.

[179]  Jin Jiang,et al.  Optimal location and size of DG for enhancing loading margin and reducing system loss , 2013, 2013 IEEE Power & Energy Society General Meeting.

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

[181]  Azah Mohamed,et al.  Analiza jakości energii w sieci elektroenergetycznej z doła{ogonek}czonymi systemami fotowoltaicznymi , 2013 .

[182]  Seyed Mohammad Mirjalili,et al.  The Ant Lion Optimizer , 2015, Adv. Eng. Softw..

[183]  Ahmad Zahedi,et al.  Maximizing solar PV energy penetration using energy storage technology , 2011 .

[184]  V. C. Veera Reddy,et al.  Application of flower pollination algorithm for optimal placement and sizing of distributed generation in Distribution systems , 2016 .

[185]  Ahmed A. Zaki Diab,et al.  Optimal allocation and sizing of multiple distributed generators in distribution networks using a novel hybrid particle swarm optimization algorithm , 2017, 2017 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering (EIConRus).

[186]  Syed Islam,et al.  Reliability based optimum location of distributed generation , 2011 .

[187]  M. F. AlHajri,et al.  Improved Sequential Quadratic Programming Approach for Optimal Distribution Generation Deployments via Stability and Sensitivity Analyses , 2010 .

[188]  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.

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

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

[191]  Bikash C. Pal,et al.  Distribution Voltage Control Considering the Impact of PV Generation on Tap Changers and Autonomous Regulators , 2014, IEEE Transactions on Power Systems.

[192]  A. Foley,et al.  Impacts of compressed air energy storage plant on an electricity market with a large renewable energy portfolio , 2013 .

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

[194]  Mohammad Hassan Moradi,et al.  A combination of Genetic Algorithm and Particle Swarm Optimization for optimal DG location and sizing in distribution systems , 2010 .

[195]  M. Geethanjali,et al.  Application of Modified Bacterial Foraging Optimization algorithm for optimal placement and sizing of Distributed Generation , 2014, Expert Syst. Appl..

[196]  Umar K. Mirza,et al.  Assessment of Solar PV Power Generation Potential in Pakistan , 2015 .

[197]  Math Bollen,et al.  Understanding Power Quality Problems , 1999 .

[198]  Jian Liu,et al.  GIS-based approach for potential analysis of solar PV generation at the regional scale: A case study of Fujian Province , 2013 .

[199]  Carmen L. T. Borges,et al.  Optimal distributed generation allocation for reliability, losses, and voltage improvement , 2006 .

[200]  Tarek Bouktir,et al.  Ant lion optimizer for solving optimal reactive power dispatch problem in power systems , 2017 .

[201]  Ammar Al-Sabounchi,et al.  Minimizing line energy loss of radial distribution feeder with a PV Distributed Generation unit avoiding reverse power flow , 2011, 2011 2nd International Conference on Electric Power and Energy Conversion Systems (EPECS).

[202]  K. Ravi,et al.  Optimal size and siting of multiple DG and DSTATCOM in radial distribution system using Bacterial Foraging Optimization Algorithm , 2016 .

[203]  Andrew Lewis,et al.  The Whale Optimization Algorithm , 2016, Adv. Eng. Softw..

[204]  Dorin Bică,et al.  Influence of Distributed Generators on Power Systems , 2017 .

[205]  C.J. Mozina A Tutorial on the Impact of Distributed Generation (DG) on Distribution Systems , 2008, 2008 61st Annual Conference for Protective Relay Engineers.

[206]  K. N. Nwaigwe,et al.  An overview of solar power (PV systems) integration into electricity grids , 2019 .

[207]  Nadarajah Mithulananthan,et al.  Harmonic impact of high penetration photovoltaic system on unbalanced distribution networks - learning from an urban photovoltaic network , 2016 .

[208]  M. Hoogwijk On the global and regional potential of renewable energy sources , 2004 .

[209]  E. Nasrolahpour,et al.  DG placement considering voltage sag and losses , 2012, 2012 11th International Conference on Environment and Electrical Engineering.

[210]  A. Yazdian,et al.  Fault current limiter allocation and sizing in distribution system in presence of distributed generation , 2009, 2009 IEEE Power & Energy Society General Meeting.

[211]  Gilsoo Jang,et al.  Application of PV Inverter on distribution system with high penetration of PV , 2017 .

[212]  S. Sivanagaraju,et al.  Optimal Placement of DG in Distribution System to Mitigate Power Quality Disturbances , 2014 .

[213]  J. J. Grainger,et al.  Distribution feeder reconfiguration for loss reduction , 1988 .

[214]  Ye Zhang,et al.  An Integrated GIS, optimization and simulation framework for optimal PV size and location in campus area environments , 2014 .

[215]  Shabana Urooj,et al.  Strategies, current status, problems of energy and perspectives of Yemen's renewable energy solutions , 2018 .

[216]  Peter Palensky,et al.  Load Concentration Factor Based Analytical Method for Optimal Placement of Multiple Distribution Generators for Loss Minimization and Voltage Profile Improvement , 2016 .

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

[218]  Vivekananda Mukherjee,et al.  Chaos embedded krill herd algorithm for optimal VAR dispatch problem of power system , 2016 .

[219]  Almoataz Y. Abdelaziz,et al.  LVCI approach for optimal allocation of distributed generations and capacitor banks in distribution grids based on moth–flame optimization algorithm , 2018 .

[220]  Jen-Hao Teng,et al.  Optimal Charging/Discharging Scheduling of Battery Storage Systems for Distribution Systems Interconnected With Sizeable PV Generation Systems , 2013, IEEE Transactions on Power Systems.