Abstract
Optimization models for the solution of planning problems related to power distribution system (PDS) have been studied and used for decades. The main objective is to optimize investments and minimize total costs, including investment and operation costs. Some of the major concerns of the short-term expansion planning carried out by utilities are high energy losses, low power factor, and inadequate voltage magnitudes. A common solution to address these concerns and improve the performance of a PDS is the installation of capacitor banks (CBs) and voltage regulators (VRs). These devices can be installed at many different points along the PDS, leading to so-called optimal CB and VR allocation problems. Another common alternative is the replacement of conductors of feeders, which leads to the problem of optimal selection of conductors. These can be viewed as classical optimization problems regarding the PDS expansion. This paper presents a comprehensive survey of the models and methods used to solve planning problems of PDS expansion, the focus being on classical optimization problems. Furthermore, models including distributed energy resources in a modern power system era are discussed, showing future research possibilities and trends.
Similar content being viewed by others
Abbreviations
- ABC:
-
Artificial Bee Colony
- AC:
-
Ant Colony
- BA:
-
Bat algorithm
- BFA:
-
Bacterial foraging algorithm
- CB:
-
Capacitor bank
- CSA:
-
Cuckoo search algorithm
- DE:
-
Differential evolution
- DER:
-
Distributed energy resource
- DG:
-
Distributed generation
- DP:
-
Dynamic programming
- ESS:
-
Energy storage systems
- FPA:
-
Flower pollination algorithm
- GA:
-
Genetic algorithm
- GSA:
-
Gravitational search algorithm
- HS:
-
Harmony search
- IA:
-
Immune-based algorithm
- IHA:
-
Improved Harmony algorithm
- IMDE:
-
Intersect mutation differential evolution
- MILP:
-
Mixed integer-linear programming
- MINLP:
-
Mixed integer-nonlinear programming
- MIQP:
-
Mixed integer quadratic programming
- MS:
-
Monkey search
- NSGA:
-
Nondominated sort genetic algorithm
- OPF:
-
Optimal power flow
- PABC:
-
Particle Artificial Bee Colony
- PDS:
-
Power distribution system
- PEV:
-
Plug-in electric vehicles
- PGSA:
-
Plant growth simulation algorithm
- PS:
-
Pattern search
- PSO:
-
Particle swarm optimization
- SA:
-
Simulated annealing
- SOCP:
-
Second-order cone programming
- SSO:
-
Shark smell optimization
- TLBO:
-
Teaching learning based optimization
- TS:
-
Tabu search
- VR:
-
Voltage regulator
References
Abdel-Salam, T.S., Chikhani, A.Y., Hackam, R.: A new technique for loss reduction using compensating capacitors applied to distribution systems with varying load condition. IEEE Trans. Power Deliv. 9(2), 819–827 (1994). https://doi.org/10.1109/61.296262
Abdelaziz, A., Mekhamer, S., Nada, M.: A fuzzy expert system for loss reduction and voltage control in radial distribution systems. Electr. Power Syst. Res. 80(8), 893–897 (2010). https://doi.org/10.1016/j.epsr.2009.12.020. http://www.sciencedirect.com/science/article/pii/S0378779610000106
Abdelaziz, A., Ali, E., Elazim, S.A.: Flower pollination algorithm and loss sensitivity factors for optimal sizing and placement of capacitors in radial distribution systems. Int. J. Electr. Power Energy Syst. 78, 207–214 (2016). https://doi.org/10.1016/j.ijepes.2015.11.059. http://www.sciencedirect.com/science/article/pii/S0142061515004901
AbulWafa, A.R.: Multi-conductor feeder design for radial distribution networks. Electr. Power Syst. Res. 140, 184–192 (2016). https://doi.org/10.1016/j.epsr.2016.06.023. http://www.sciencedirect.com/science/article/pii/S0378779616302310
Ahmadi, H., Marti, J.: Distribution system optimization based on a linear power-flow formulation. IEEE Trans. Power Deliv. 30(1), 25–33 (2015)
Ahmadigorji, M., Amjady, N.: A multiyear DG-incorporated framework for expansion planning of distribution networks using binary chaotic shark smell optimization algorithm. Energy 102, 199–215 (2016). https://doi.org/10.1016/j.energy.2016.02.088. http://www.sciencedirect.com/science/article/pii/S0360544216301505
Ali, E., Elazim, S.A., Abdelaziz, A.: Improved harmony algorithm and power loss index for optimal locations and sizing of capacitors in radial distribution systems. Int. J. Electr. Power Energy Syst. 80, 252–263 (2016). https://doi.org/10.1016/j.ijepes.2015.11.085. http://www.sciencedirect.com/science/article/pii/S0142061515005165
Aman, M., Jasmon, G., Bakar, A., Mokhlis, H., Karimi, M.: Optimum shunt capacitor placement in distribution system—a review and comparative study. Renew. Sustain. Energy Rev. 30, 429–439 (2014). https://doi.org/10.1016/j.rser.2013.10.002. http://www.sciencedirect.com/science/article/pii/S1364032113007016
Anders, G., Vainberg, M., Horrocks, D., Foty, S., Motlis, J., Jarnicki, J.: Parameters affecting economic selection of cable sizes. IEEE Trans. Power Deliv. 8(4), 1661–1667 (1993). https://doi.org/10.1109/61.248270
de Araujo, L.R., Penido, D.R.R., Carneiro, S., Pereira, J.L.R.: Optimal unbalanced capacitor placement in distribution systems for voltage control and energy losses minimization. Electr. Power Syst. Res. 154, 110–121 (2018). https://doi.org/10.1016/j.epsr.2017.08.012. http://www.sciencedirect.com/science/article/pii/S0378779617303309
Asensio, M., de Quevedo, P.M., Munoz-Delgado, G., Contreras, J.: Joint distribution network and renewable energy expansion planning considering demand response and energy storage Part I: stochastic programming model. IEEE Trans. Smart Grid PP(99), 1–1 (2016). https://doi.org/10.1109/TSG.2016.2560339
Asensio, M., de Quevedo, P.M., Munoz-Delgado, G., Contreras, J.: Joint distribution network and renewable energy expansion planning considering demand response and energy storage Part II: Numerical results and considered metrics. IEEE Trans. Smart Grid PP(99), 1–1 (2016). https://doi.org/10.1109/TSG.2016.2560341
Asensio, M., Munoz-Delgado, G., Contreras, J.: Bi-level approach to distribution network and renewable energy expansion planning considering demand response. IEEE Trans. Power Syst. 32(6), 4298–4309 (2017). https://doi.org/10.1109/TPWRS.2017.2672798
Baran, M., Wu, F.: Optimal capacitor placement on radial distribution systems. IEEE Trans. Power Deliv. 4(1), 725–734 (1989a). https://doi.org/10.1109/61.19265
Baran, M.E., Wu, F.F.: Network reconfiguration in distribution systems for loss reduction and load balancing. IEEE Trans. Power Deliv. 4(2), 1401–1407 (1989b). https://doi.org/10.1109/61.25627
Boone, G., Chiang, H.D.: Optimal capacitor placement in distribution systems by genetic algorithm. Int. J. Electri. Power Energy Syst. 15(3), 155–161 (1993). https://doi.org/10.1016/0142-0615(93)90030-Q. http://www.sciencedirect.com/science/article/pii/014206159390030Q
Boulaxis, N.G., Papadopoulos, M.P.: Optimal feeder routing in distribution system planning using dynamic programming technique and gis facilities. IEEE Trans. Power Deliv. 17(1), 242–247 (2002). https://doi.org/10.1109/61.974213
C619 CWG (2013) Planning and optimization methods for active distribution systems. CIGRE
Carrano, E.G., Soares, L.A.E., Takahashi, R.H.C., Saldanha, R.R., Neto, O.M.: Electric distribution network multiobjective design using a problem-specific genetic algorithm. IEEE Trans. Power Deliv. 21(2), 995–1005 (2006). https://doi.org/10.1109/TPWRD.2005.858779
Chang, C.F.: Reconfiguration and capacitor placement for loss reduction of distribution systems by ant colony search algorithm. IEEE Trans. Power Syst. 23(4), 1747–1755 (2008). https://doi.org/10.1109/TPWRS.2008.2002169
Chiang, H.D., Wang, J.C., Cockings, O., Shin, H.D.: Optimal capacitor placements in distribution systems. I. a new formulation and the overall problem. IEEE Trans. Power Deliv. 5(2), 634–642 (1990a). https://doi.org/10.1109/61.53065
Chiang, H.D., Wang, J.C., Cockings, O., Shin, H.D.: Optimal capacitor placements in distribution systems. II. solution algorithms and numerical results. IEEE Trans. Power Deliv. 5(2), 643–649 (1990b). https://doi.org/10.1109/61.53066
Chiou, J.P., Chang, C.F.: Development of a novel algorithm for optimal capacitor placement in distribution systems. Int. J. Electr. Power Energy Syst. 73, 684–690 (2015). https://doi.org/10.1016/j.ijepes.2015.06.003. http://www.sciencedirect.com/science/article/pii/S0142061515002598
Chiou, J.P., Chang, C.F., Su, C.T.: Ant direction hybrid differential evolution for solving large capacitor placement problems. IEEE Trans. Power Syst. 19(4), 1794–1800 (2004). https://doi.org/10.1109/TPWRS.2004.835651
Chis, M., Salama, M.M.A., Jayaram, S.: Capacitor placement in distribution systems using heuristic search strategies. IEE Proc. Gen. Transm. Distrib. 144(3), 225–230 (1997). https://doi.org/10.1049/ip-gtd:19970945
Civanlar, S., Grainger, J.: Volt/var control on distribution systems with lateral branches using shunt capacitors and voltage regulators Part II: the solution method. IEEE Trans. Power Apparatus Syst. PAS–104(11), 3284–3290 (1985). https://doi.org/10.1109/TPAS.1985.318843
Civanlar, S., Grainger, J.: Volt/var control on distribution systems with lateral branches using switched capacitors and voltage regulators Part III: the numerical results. IEEE Power Eng. Rev. PER–5(11), 54–54 (1985). https://doi.org/10.1109/MPER.1985.5528389
Conti, S., Rizzo, S.A.: An open source tool for reliability evaluation of distribution systems with renewable generators. Energy Syst. (2017). https://doi.org/10.1007/s12667-017-0264-6
Cook, R.: Analysis of capacitor application as affected by load cycle. IEEE Trans. Power Apparatus Syst. 78(3), 950–956 (1959). https://doi.org/10.1109/AIEEPAS.1959.4500475
Cook, R.: Optimizing the application of shunt capacitors for reactive-volt-ampere control and loss reduction. IEEE Trans. Power Apparatus Syst. 80(3), 430–441 (1961). https://doi.org/10.1109/AIEEPAS.1961.4501064
Devabalaji, K., Ravi, K., Kothari, D.: Optimal location and sizing of capacitor placement in radial distribution system using bacterial foraging optimization algorithm. Int. J. Electr. Power Energy Syst. 71, 383–390 (2015). https://doi.org/10.1016/j.ijepes.2015.03.008. http://www.sciencedirect.com/science/article/pii/S014206151500143X
Dixit, M., Kundu, P., Jariwala, H.R.: Integration of distributed generation for assessment of distribution system reliability considering power loss, voltage stability and voltage deviation. Energy Systems (2017). https://doi.org/10.1007/s12667-017-0248-6
Donadel, C.B., Fardin, J.F., Encarnação, L.F.: Electrical distribution network operation with a presence of distributed generation units in a pre smart grid environment using a clustering-based methodology. Energy Sys. 6(4), 455–477 (2015). https://doi.org/10.1007/s12667-015-0150-z
Duque, F.G., de Oliveira, L.W., de Oliveira, E.J., Marcato Jr., A.L., ICS, : Allocation of capacitor banks in distribution systems through a modified monkey search optimization technique. Int. J. Electr. Power Energy Syst. 73, 420–432 (2015). https://doi.org/10.1016/j.ijepes.2015.05.034. http://www.sciencedirect.com/science/article/pii/S0142061515002392
Eajal, A., El-Hawary, M.: Optimal capacitor placement and sizing in unbalanced distribution systems with harmonics consideration using particle swarm optimization. IEEE Trans. Power Deliv. 25(3), 1734–1741 (2010). https://doi.org/10.1109/TPWRD.2009.2035425
El-Ela, A.A.A., El-Sehiemy, R.A., Kinawy, A.M., Mouwafi, M.T.: Optimal capacitor placement in distribution systems for power loss reduction and voltage profile improvement. IET Gen. Transm. Distrib. 10(5), 1209–1221 (2016). https://doi.org/10.1049/iet-gtd.2015.0799
El-Fergany, A.: Optimal capacitor allocations using evolutionary algorithms. IET Gen. Transm. Distrib. 7(6), 593–601 (2013). https://doi.org/10.1049/iet-gtd.2012.0661
El-Fergany, A., Abdelaziz, A.: Capacitor allocations in radial distribution networks using cuckoo search algorithm. IET Gen. Transm. Distrib. 8(2), 223–232 (2014a). https://doi.org/10.1049/iet-gtd.2013.0290
El-Fergany, A., Abdelaziz, A.: Multi-objective capacitor allocations in distribution networks using artificial bee colony algorithm. J. Electr. Eng. Technol. 9(2), 441–451 (2014b). https://doi.org/10.5370/JEET.2014.9.2.441
El-Fergany, A., Abdelaziz, A.: Efficient heuristic-based approach for multi-objective capacitor allocation in radial distribution networks. IET Gen. Transm. Distrib. 8(1), 70–80 (2014c). https://doi.org/10.1049/iet-gtd.2013.0213
El-kady, M.A.: Computer-aided planning of distribution substation and primary feeders. IEEE Trans. Power Apparatus Syst. PAS–103(6), 1183–1189 (1984). https://doi.org/10.1109/TPAS.1984.318447
El-Khattam, W., Hegazy, Y.G., Salama, M.M.A.: An integrated distributed generation optimization model for distribution system planning. IEEE Trans. Power Syst. 20(2), 1158–1165 (2005). https://doi.org/10.1109/TPWRS.2005.846114
Farahani, V., Vahidi, B., Abyaneh, H.A.: Reconfiguration and capacitor placement simultaneously for energy loss reduction based on an improved reconfiguration method. IEEE Trans. Power Syst. 27(2), 587–595 (2012). https://doi.org/10.1109/TPWRS.2011.2167688
Farahani, V., Sadeghi, S., Abyaneh, H., Agah, S., Mazlumi, K.: Energy loss reduction by conductor replacement and capacitor placement in distribution systems. IEEE Trans. Power Syst. 28(3), 2077–2085 (2013). https://doi.org/10.1109/TPWRS.2013.2251012
Fletcher, R.H., Strunz, K.: Optimal distribution system horizon planning Part I: formulation. IEEE Trans. Power Syst. 22(2), 791–799 (2007). https://doi.org/10.1109/TPWRS.2007.895173
Franco, J.F., Rider, M.J., Lavorato, M., Romero, R.: Optimal conductor size selection and reconductoring in radial distribution systems using a mixed-integer LP approach. IEEE Trans. Power Syst. 28(1), 10–20 (2013a). https://doi.org/10.1109/TPWRS.2012.2201263
Franco, J.F., Rider, M.J., Lavorato, M., Romero, R.: A mixed-integer LP model for the optimal allocation of voltage regulators and capacitors in radial distribution systems. Int. J. Electr. Power Energy Syst. 48, 123–130 (2013b). https://doi.org/10.1016/j.ijepes.2012.11.027. http://www.sciencedirect.com/science/article/pii/S0142061512006801
Gallego, R., Monticelli, A., Romero, R.: Optimal capacitor placement in radial distribution networks. IEEE Trans. Power Syst. 16(4), 630–637 (2001). https://doi.org/10.1109/59.962407
Ganguly, S., Sahoo, N.C., Das, D.: A novel multi-objective pso for electrical distribution system planning incorporating distributed generation. Energy Syst. 1(3), 291–337 (2010). https://doi.org/10.1007/s12667-010-0014-5
Ganguly, S., Sahoo, N.C., Das, D.: Recent advances on power distribution system planning: a state-of-the-art survey. Energy Syst. 4(2), 165–193 (2013). https://doi.org/10.1007/s12667-012-0073-x
Georgilakis, P.S., Hatziargyriou, N.D.: A review of power distribution planning in the modern power systems era: models, methods and future research. Electr. Power Syst. Res. 121, 89–100 (2015). https://doi.org/10.1016/j.epsr.2014.12.010. http://www.sciencedirect.com/science/article/pii/S0378779614004490
Ghadiri, A., Haghifam, M.R., Larimi, S.M.M.: Comprehensive approach for hybrid ac/dc distribution network planning using genetic algorithm. IET Gen. Transm. Distrib. 11(16), 3892–3902 (2017). https://doi.org/10.1049/iet-gtd.2016.1293
Ghalehkhondabi, I., Ardjmand, E., Weckman, G.R., Young, W.A.: An overview of energy demand forecasting methods published in 2005–2015. Energy Syst. 8(2), 411–447 (2017). https://doi.org/10.1007/s12667-016-0203-y
Gnanasekaran, N., Chandramohan, S., Kumar, P.S., Imran, A.M.: Optimal placement of capacitors in radial distribution system using shark smell optimization algorithm. Ain Shams Eng. J. 7(2), 907–916 (2016). https://doi.org/10.1016/j.asej.2016.01.006. http://www.sciencedirect.com/science/article/pii/S2090447916000149
Gonçalves, R., Franco, J., Rider, M.: Short-term expansion planning of radial electrical distribution systems using mixed-integer linear programming. IET Gen. Transm. Distrib. 9(3), 256–266 (2015). https://doi.org/10.1049/iet-gtd.2014.0231
Grainger, J., Civanlar, S.: Volt/var control on distribution systems with lateral branches using shunt capacitors and voltage regulators Part I: The overall problem. IEEE Trans. Power Apparatus Syst. PAS–104(11), 3278–3283 (1985). https://doi.org/10.1109/TPAS.1985.318842
Grainger, J., Lee, S.H.: Optimum size and location of shunt capacitors for reduction of losses on distribution feeders. IEEE Trans. Power Apparatus Syst. PAS–100(3), 1105–1118 (1981). https://doi.org/10.1109/TPAS.1981.316577
Grainger, J., Lee, S.H.: Capacity release by shunt capacitor placement on distribution feeders: A new voltage-dependent model. IEEE Trans. Power Apparatus Syst. PAS–101(5), 1236–1244 (1982). https://doi.org/10.1109/TPAS.1982.317385
Haffner, S., Pereira, L.F.A., Pereira, L.A., Barreto, L.S.: Multistage model for distribution expansion planning with distributed generation Part I: problem formulation. IEEE Trans. Power Deliv. 23(2), 915–923 (2008a). https://doi.org/10.1109/TPWRD.2008.917916
Haffner, S., Pereira, L.F.A., Pereira, L.A., Barreto, L.S.: Multistage model for distribution expansion planning with distributed generation Part II: numerical results. IEEE Trans. Power Deliv. 23(2), 924–929 (2008b). https://doi.org/10.1109/TPWRD.2008.917911
Haque, M.H.: Capacitor placement in radial distribution systems for loss reduction. IEE Proc. Gen. Transm. Distrib. 146(5), 501–505 (1999). https://doi.org/10.1049/ip-gtd:19990495
Huang, S.J.: An immune-based optimization method to capacitor placement in a radial distribution system. IEEE Trans. Power Deliv. 15(2), 744–749 (2000). https://doi.org/10.1109/61.853014
Huang, Y.C., Yang, H.T., Huang, C.L.: Solving the capacitor placement problem in a radial distribution system using tabu search approach. IEEE Trans. Power Syst. 11(4), 1868–1873 (1996). https://doi.org/10.1109/59.544656
Humayd, A.S.B., Bhattacharya, K.: Comprehensive multi-year distribution system planning using back-propagation approach. IET Gen. Transm. Distrib. 7(12), 1415–1425 (2013). https://doi.org/10.1049/iet-gtd.2012.0706
Humayd, A.S.B., Bhattacharya, K.: Distribution system planning to accommodate distributed energy resources and pevs. Electr. Power Syst. Res. 145, 1–11 (2017). https://doi.org/10.1016/j.epsr.2016.12.016. http://www.sciencedirect.com/science/article/pii/S0378779616305296
Injeti, S.K., Thunuguntla, V.K., Shareef, M.: Optimal allocation of capacitor banks in radial distribution systems for minimization of real power loss and maximization of network savings using bio-inspired optimization algorithms. Int. J. Electr. Power Energy Syst. 69, 441–455 (2015). https://doi.org/10.1016/j.ijepes.2015.01.040. http://www.sciencedirect.com/science/article/pii/S0142061515000708
Jin, S., Ryan, S.M., Watson, J.P., Woodruff, D.L.: Modeling and solving a large-scale generation expansion planning problem under uncertainty. Energy Syst. 2(3), 209–242 (2011). https://doi.org/10.1007/s12667-011-0042-9
Jordehi, A.R.: Optimisation of electric distribution systems: a review. Renew. Sustain. Energy Rev. 51, 1088–1100 (2015). https://doi.org/10.1016/j.rser.2015.07.004. http://www.sciencedirect.com/science/article/pii/S1364032115006516
Kanwar N, Gupta N, Niazi K, Swarnkar A, Bansal R (2017) Simultaneous allocation of distributed energy resource using improved particle swarm optimization. Applied Energy 185:1684–1693. https://doi.org/10.1016/j.apenergy.2016.01.093. http://www.sciencedirect.com/science/article/pii/S0306261916300800
Karagiannopoulos, S., Aristidou, P., Hug, G.: Hybrid approach for planning and operating active distribution grids. IET Gen. Transm. Distrib. 11(3), 685–695 (2017). https://doi.org/10.1049/iet-gtd.2016.0642
Karimi, H., Dashti, R.: Comprehensive framework for capacitor placement in distribution networks from the perspective of distribution system management in a restructured environment. Int. J. Electr. Power Energy Syst. 82, 11–18 (2016). https://doi.org/10.1016/j.ijepes.2016.02.025. http://www.sciencedirect.com/science/article/pii/S0142061516302873
Kaur, D., Sharma, J.: Optimal conductor sizing in radial distribution systems planning. Int. J. Electri. Power Energy Syst. 30(4), 261–271 (2008). https://doi.org/10.1016/j.ijepes.2007.07.005. http://www.sciencedirect.com/science/article/pii/S0142061507001007
Kersting, W.: Distribution System Modeling and Analysis. CRC Press, Boca Raton (2001)
Khator, S.K., Leung, L.C.: Power distribution planning: a review of models and issues. IEEE Trans. Power Syst. 12(3), 1151–1159 (1997). https://doi.org/10.1109/59.630455
Khodabakhshian, A., Andishgar, M.H.: Simultaneous placement and sizing of DGs and shunt capacitors in distribution systems by using IMDE algorithm. Int. J. Electr. Power Energy Syst. 82, 599–607 (2016). https://doi.org/10.1016/j.ijepes.2016.04.002. http://www.sciencedirect.com/science/article/pii/S0142061516306342
Khodayifar, S., Raayatpanah, M.A., Pardalos, P.M.: An accelerating benders’ decomposition approach to the integrated supply chain network design with distributed generation. Energy Syst. (2017). https://doi.org/10.1007/s12667-017-0256-6
Kobayashi, T., Aoki, H.: Svr optimal placement problem in distribution network with distributed generators. In: Proceedings of the IEEE Power and Energy Society General Meeting, San Diego, California, USA, pp. 1–7, (2012). https://doi.org/10.1109/PESGM.2012.6345261
Kou, W., Jung, S.H., Park, S.Y.: Optimal location strategy for distributed generation to maximize system voltage stability based on line sensitivity factors. Energy Syst. (2017). https://doi.org/10.1007/s12667-017-0260-x
Koutsoukis, N.C., Georgilakis, P.S., Hatziargyriou, N.D.: Multi-stage power distribution planning to accommodate high wind generation capacity. In: Proceedings of the IEEE PowerTech, Eindhoven, The Netherlands, pp. 1–6 (2015). https://doi.org/10.1109/PTC.2015.7232754
Koutsoukis, N.C., Georgilakis, P.S., Hatziargyriou, N.D.: Multistage coordinated planning of active distribution networks. IEEE Tran. Power Syst. PP(99), 1–1 (2017). https://doi.org/10.1109/TPWRS.2017.2699696
Krishnan, V., Ho, J., Hobbs, B.F., Liu, A.L., McCalley, J.D., Shahidehpour, M., Zheng, Q.P.: Co-optimization of electricity transmission and generation resources for planning and policy analysis: review of concepts and modeling approaches. Energy Syst. 7(2), 297–332 (2016). https://doi.org/10.1007/s12667-015-0158-4
Latorre, G., Cruz, R.D., Areiza, J.M., Villegas, A.: Classification of publications and models on transmission expansion planning. IEEE Trans. Power Syst. 18(2), 938–946 (2003). https://doi.org/10.1109/TPWRS.2003.811168
Lazaroiu, G.C., Dumbrava, V., Costoiu, M., Sima, C.A., Leva, S.: Optimizing discos planning for networks with distributed energy resources. In: 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I CPS Europe), pp. 1–6 (2017). https://doi.org/10.1109/EEEIC.2017.7977694
Lee, C.S., Ayala, H.V.H., dos Santos, Coelho L.: Capacitor placement of distribution systems using particle swarm optimization approaches. Int. J. Electr. Power Energy Syst. 64, 839–851 (2015). https://doi.org/10.1016/j.ijepes.2014.07.069. http://www.sciencedirect.com/science/article/pii/S0142061514005134
Lee, S.H., Grainger, J.: Optimum placement of fixed and switched capacitors on primary distribution feeders. IEEE Trans. Power Apparatus Syst. PAS–100(1), 345–352 (1981). https://doi.org/10.1109/TPAS.1981.316862
Levitin, G., Kalyuzhny, A., Shenkman, A., Chertkov, M.: Optimal capacitor allocation in distribution systems using a genetic algorithm and a fast energy loss computation technique. IEEE Trans. Power Deliv. 15(2), 623–628 (2000). https://doi.org/10.1109/61.852995
de Lima, M.A.X., Clemente, T.R.N., de Almeida, A.T.: Prioritization for allocation of voltage regulators in electricity distribution systems by using a multicriteria approach based on additive-veto model. Int. J. Electr. Power Energy Syst. 77, 1–8 (2016). https://doi.org/10.1016/j.ijepes.2015.11.006. http://www.sciencedirect.com/science/article/pii/S0142061515004251
Lohmann, T., Rebennack, S.: Tailored benders decomposition for a long-term power expansion model with short-term demand response. Manag. Science. 63(6), 2027–2048 (2017). https://doi.org/10.1287/mnsc.2015.2420
Lotero, R.C., Contreras, J.: Distribution system planning with reliability. IEEE Trans. Power Deliv. 26(4), 2552–2562 (2011). https://doi.org/10.1109/TPWRD.2011.2167990
Madaeni, S.H., Sioshansi, R.: The impacts of stochastic programming and demand response on wind integration. Energy Syst. 4(2), 109–124 (2013). https://doi.org/10.1007/s12667-012-0068-7
Mansor, N.N., Levi, V.: Integrated planning of distribution networks considering utility planning concepts. IEEE Trans. Power Syst. 32(6), 4656–4672 (2017). https://doi.org/10.1109/TPWRS.2017.2687099
Marti, J., Ahmadi, H., Bashualdo, L.: Linear power-flow formulation based on a voltage-dependent load model. IEEE Trans. Power Deliv. 28(3), 1682–1690 (2013)
Melgar Dominguez, O.D., Pourakbari Kasmaei, M., Lavorato, M., Mantovani, J.R.S.: Optimal siting and sizing of renewable energy sources, storage devices, and reactive support devices to obtain a sustainable electrical distribution systems. Energy Syst. (2017). https://doi.org/10.1007/s12667-017-0254-8
Mendoza, J., Morales, D., Lopez, R., Lopez, E., Vannier, J.C., Coello, C.: Multiobjective location of automatic voltage regulators in a radial distribution network using a micro genetic algorithm. IEEE Trans. Power Syst. 22(1), 404–412 (2007). https://doi.org/10.1109/TPWRS.2006.887963
Mendoza, J.E., Pea, H.E.: Automatic voltage regulators siting in distribution systems considering hourly demand. Electr. Power Syst. Res. 81(5), 1124–1131 (2011). https://doi.org/10.1016/j.epsr.2010.12.012. http://www.sciencedirect.com/science/article/pii/S0378779610003354
Milosevic, B., Begovic, M.: Capacitor placement for conservative voltage reduction on distribution feeders. IEEE Trans. Power Deliv. 19(3), 1360–1367 (2004). https://doi.org/10.1109/TPWRD.2004.824400
Mishra, S., Das, D., Paul, S.: A comprehensive review on power distribution network reconfiguration. Energy Syst. 8(2), 227–284 (2017). https://doi.org/10.1007/s12667-016-0195-7
Munoz-Delgado, G., Contreras, J., Arroyo, J.M.: Joint expansion planning of distributed generation and distribution networks. IEEE Trans. Power Syst. 30(5), 2579–2590 (2015). https://doi.org/10.1109/TPWRS.2014.2364960
Munoz-Delgado, G., Contreras, J., Arroyo, J.M.: Multistage generation and network expansion planning in distribution systems considering uncertainty and reliability. IEEE Trans. Power Syst. 31(5), 3715–3728 (2016). https://doi.org/10.1109/TPWRS.2015.2503604
Muthukumar, K., Jayalalitha, S.: Optimal placement and sizing of distributed generators and shunt capacitors for power loss minimization in radial distribution networks using hybrid heuristic search optimization technique. Int. J. Electr. Power Energy Syst. 78, 299–319 (2016). https://doi.org/10.1016/j.ijepes.2015.11.019. http://www.sciencedirect.com/science/article/pii/S0142061515004391
Muthukumar, K., Jayalalitha, S.: Integrated approach of network reconfiguration with distributed generation and shunt capacitors placement for power loss minimization in radial distribution networks. Applied Soft Computing 52, 1262–1284 (2017). https://doi.org/10.1016/j.asoc.2016.07.031. http://www.sciencedirect.com/science/article/pii/S156849461630357X
Naik, S.G., Khatod, D., Sharma, M.: Optimal allocation of combined dg and capacitor for real power loss minimization in distribution networks. Int. J. Electr. Power Energy Syst. 53, 967–973 (2013). https://doi.org/10.1016/j.ijepes.2013.06.008
Neagle, N.M., Samson, D.R.: Loss reduction from capacitors installed on primary feeders [includes discussion]. IEEE Trans. Power Apparatus Syst. 75(3), (1956). https://doi.org/10.1109/AIEEPAS.1956.4499390
Ng, H.N., Salama, M., Chikhani, A.: Classification of capacitor allocation techniques. IEEE Trans. Power Deliv. 15(1), 387–392 (2000). https://doi.org/10.1109/61.847278
Niharika, Verma S., Mukherjee, V.: Transmission expansion planning: a review. In: 2016 International Conference on Energy Efficient Technologies for Sustainability (ICEETS), pp. 350–355 (2016). https://doi.org/10.1109/ICEETS.2016.7583779
Niknam, T., Narimani, M.R., Azizipanah-Abarghooee, R.: A multi-objective fuzzy adaptive pso algorithm for location of automatic voltage regulators in radial distribution networks. Int. J. Control Autom. Syst. 10(4), 772–777 (2012). https://doi.org/10.1007/s12555-012-0413-6
Nojavan, S., Jalali, M., Zare, K.: Optimal allocation of capacitors in radial/mesh distribution systems using mixed integer nonlinear programming approach. Electr. Power Syst. Research 107, 119–124 (2014). https://doi.org/10.1016/j.epsr.2013.09.019. http://www.sciencedirect.com/science/article/pii/S0378779613002708
Ochoa, L., Harrison, G.: Minimizing energy losses: optimal accommodation and smart operation of renewable distributed generation. IEEE Trans. Power Syst. 26(1), 198–205 (2011). https://doi.org/10.1109/TPWRS.2010.2049036
Paiva, P.C., Khodr, H.M., Dominguez-Navarro, J.A., Yusta, J.M., Urdaneta, A.J.: Integral planning of primary-secondary distribution systems using mixed integer linear programming. IEEE Trans. Power Syst. 20(2), 1134–1143 (2005). https://doi.org/10.1109/TPWRS.2005.846108
Pardalos, P., Resende, M.: Handbook of Applied Optimization. Oxford University Press, Oxford (2002)
Pavani, P., Singh, S.N.: Economic Aspects of Distributed Generation, pp. 731–748. Springer International Publishing, Cham (2017). https://doi.org/10.1007/978-3-319-51343-0
Pereira, B.R., da Costa, G.R.M., Contreras, J., Mantovani, J.R.S.: Optimal distributed generation and reactive power allocation in electrical distribution systems. IEEE Trans. Sustain. Energy 7(3), 975–984 (2016). https://doi.org/10.1109/TSTE.2015.2512819
Pereira Júnior, B.R., Cossi, A.M., Contreras, J., Mantovani, J.R.S.: Multiobjective multistage distribution system planning using tabu search. IET Gen. Transm. Distrib. 8(1), 35–45 (2014). https://doi.org/10.1049/iet-gtd.2013.0115
Pires, D.F., Martins, A.G., Antunes, C.H.: A multiobjective model for var planning in radial distribution networks based on tabu search. IEEE Trans. Power Syst. 20(2), 1089–1094 (2005). https://doi.org/10.1109/TPWRS.2005.846068
Ponnavaikko, M., Rao, K.S.P.: An approach to optimal distribution system planning through conductor gradation. IEEE Power Eng. Rev. PER–2(6), 56–57 (1982). https://doi.org/10.1109/MPER.1982.5521021
Ramadan, H., Bendary, A., Nagy, S.: Particle swarm optimization algorithm for capacitor allocation problem in distribution systems with wind turbine generators. Int. J. Electr. Power Energy Syst. 84, 143–152 (2017). https://doi.org/10.1016/j.ijepes.2016.04.041, http://www.sciencedirect.com/science/article/pii/S0142061516307268
Rebennack, S.: Generation expansion planning under uncertainty with emissions quotas. Electr. Power Syst. Res. 114, 78–85 (2014). https://doi.org/10.1016/j.epsr.2014.04.010. http://www.sciencedirect.com/science/article/pii/S0378779614001503
Resch, M., Bhler, J., Klausen, M., Sumper, A.: Impact of operation strategies of large scale battery systems on distribution grid planning in Germany. Renew. Sustain. Energy Rev. 74, 1042–1063 (2017). https://doi.org/10.1016/j.rser.2017.02.075. http://www.sciencedirect.com/science/article/pii/S1364032117302976
Resener, M., Haffner, S., Pereira, L.A., Pardalos, P.M.: Mixed-integer LP model for volt/var control and energy losses minimization in distribution systems. Electr. Power Syst. Res. 140, 895–905 (2016). https://doi.org/10.1016/j.epsr.2016.04.015. http://www.sciencedirect.com/science/article/pii/S0378779616301328
Resener, M., Haffner, S., Pardalos, P.M., Pereira, L.A.: A Convex Model for the Optimization of Distribution Systems with Distributed Generation, pp. 231–245. Springer International Publishing, Cham (2017)
Safigianni, A., Salis, G.: Optimum voltage regulator placement in a radial power distribution network. IEEE Trans. Power Syst. 15(2), 879–886 (2000). https://doi.org/10.1109/59.867188
Safigianni, A., Salis, G.: Optimum VAR control of radial primary power distribution networks by shunt capacitor installation. Int. J. Electr. Power Energy Syst. 23(5), 389–401 (2001). https://doi.org/10.1016/S0142-0615(00)00071-5. http://www.sciencedirect.com/science/article/pii/S0142061500000715
Salis, G., Safigianni, A.: Long-term optimization of radial primary distribution networks by conductor replacements. Int. J. Electr. Power Energy Syst. 21(5), 349–355 (1999). https://doi.org/10.1016/S0142-0615(99)00003-4. http://www.sciencedirect.com/science/article/pii/S0142061599000034
Samal, P., Ganguly, S., Mohanty, S.: Planning of unbalanced radial distribution systems using differential evolution algorithm. Energy Syst. 8(2), 389–410 (2017). https://doi.org/10.1007/s12667-016-0202-z
Santos, S.F., Fitiwi, D.Z., Shafie-khah, M., Bizuayehu, A.W., Cabrita, C.M.P., Catalo, J.P.S.: New multi-stage and stochastic mathematical model for maximizing res hosting capacity—part ii: numerical results. IEEE Trans. Sustain. Energy 8(1), 320–330 (2017a). https://doi.org/10.1109/TSTE.2016.2584122
Santos, S.F., Fitiwi, D.Z., Shafie-Khah, M., Bizuayehu, A.W., Cabrita, C.M.P., Catalo, J.P.S.: New multistage and stochastic mathematical model for maximizing res hosting capacity—part i: problem formulation. IEEE Trans. Sustain. Energy 8(1), 304–319 (2017b). https://doi.org/10.1109/TSTE.2016.2598400
Schmill, J.V.: Optimum size and location of shunt capacitors on distribution feeders. IEEE Trans. Power Apparatus Syst. 84(9), 825–832 (1965). https://doi.org/10.1109/TPAS.1965.4766262
Segura, S., Romero, R., Rider, M.J.: Efficient heuristic algorithm used for optimal capacitor placement in distribution systems. Int. J. Electr. Power Energy Syst. 32(1), 71–78 (2010). https://doi.org/10.1016/j.ijepes.2009.06.024
Shen, X., Shahidehpour, M., Han, Y., Zhu, S., Zheng, J.: Expansion planning of active distribution networks with centralized and distributed energy storage systems. IEEE Trans. Sustain. Energy 8(1), 126–134 (2017). https://doi.org/10.1109/TSTE.2016.2586027
Short, T.: Electric Power Distribution Handbook. Electric Power Engineering. Taylor & Francis, UK (2003)
Shortle, J., Rebennack, S., Glover, F.W.: Transmission-capacity expansion for minimizing blackout probabilities. IEEE Trans. Power Syst. 29(1), 43–52 (2014). https://doi.org/10.1109/TPWRS.2013.2279508
Shuaib, Y.M., Kalavathi, M.S., Rajan, C.C.A.: Optimal capacitor placement in radial distribution system using gravitational search algorithm. Int. J. Electr. Power Energy Syst. 64, 384–397 (2015). https://doi.org/10.1016/j.ijepes.2014.07.041. http://www.sciencedirect.com/science/article/pii/S0142061514004736
da Silva, I.C., Carneiro, S., de Oliveira, E.J., de Souza, Costa J., Pereira, J.L.R., Garcia, P.A.N.: A heuristic constructive algorithm for capacitor placement on distribution systems. IEEE Trans. Power Syst. 23(4), 1619–1626 (2008). https://doi.org/10.1109/TPWRS.2008.2004742
Singh, B., Sharma, J.: A review on distributed generation planning. Renew. Sustain. Energy Rev. 76, 529–544 (2017). https://doi.org/10.1016/j.rser.2017.03.034. http://www.sciencedirect.com/science/article/pii/S1364032117303568
de Souza, B.A., de Almeida, A.M.F.: Multiobjective optimization and fuzzy logic applied to planning of the volt/var problem in distributions systems. IEEE Trans. Power Syst. 25(3), 1274–1281 (2010). https://doi.org/10.1109/TPWRS.2010.2042734
de Souza, B.A., Alves, H.N., Ferreira, H.A.: Microgenetic algorithms and fuzzy logic applied to the optimal placement of capacitor banks in distribution networks. IEEE Trans. Power Syst. 19(2), 942–947 (2004). https://doi.org/10.1109/TPWRS.2004.825901
de Souza, J., Rider, M.J., Mantovani, J.R.S.: Planning of distribution systems using mixed-integer linear programming models considering network reliability. J. Control Autom. Electr. Syst. 26(2), 170–179 (2015). https://doi.org/10.1007/s40313-014-0165-z
Sultana, S., Roy, P.K.: Optimal capacitor placement in radial distribution systems using teaching learning based optimization. Int. J. Electr. Power Energy Systems 54, 387–398 (2014). https://doi.org/10.1016/j.ijepes.2013.07.011. http://www.sciencedirect.com/science/article/pii/S0142061513003086
Sun, D.I., Farris, D.R., Cote, P.J., Shoults, R.R., Chen, M.S.: Optimal distribution substation and primary feeder planning via the fixed charge network formulation. IEEE Trans. Power Apparatus Syst. PAS–101(3), 602–609 (1982). https://doi.org/10.1109/TPAS.1982.317273
Sundhararajan, S., Pahwa, A.: Optimal selection of capacitors for radial distribution systems using a genetic algorithm. IEEE Trans. Power Syst. 9(3), 1499–1507 (1994). https://doi.org/10.1109/59.336111
Szuvovivski, I., Fernandes, T., Aoki, A.: Simultaneous allocation of capacitors and voltage regulators at distribution networks using genetic algorithms and optimal power flow. Int. J. Electr. Power Energy Syst. 40(1), 62–69 (2012). https://doi.org/10.1016/j.ijepes.2012.02.006. http://www.sciencedirect.com/science/article/pii/S0142061512000336
Tabares, A., Franco, J.F., Lavorato, M., Rider, M.J.: Multistage long-term expansion planning of electrical distribution systems considering multiple alternatives. IEEE Trans. Power Syst. 31(3), 1900–1914 (2016). https://doi.org/10.1109/TPWRS.2015.2448942
Tang, Y.: Power distribution system planning with reliability modeling and optimization. IEEE Trans. Power Syst. 11(1), 181–189 (1996). https://doi.org/10.1109/59.486711
Tang, Y., Low, S.H.: Optimal placement of energy storage in distribution networks. IEEE Trans. Smart Grid 8(6), 3094–3103 (2017). https://doi.org/10.1109/TSG.2017.2711921
Temraz, H.K., Quintana, V.H.: Distribution system expansion planning models: an overview. Electr. Power Syst. Res. 26(1), 61–70 (1993). https://doi.org/10.1016/0378-7796(93)90069-Q
Vaziri, M., Tomsovic, K., Bose, A.: A directed graph formulation of the multistage distribution expansion problem. IEEE Trans. Power Deliv. 19(3), 1335–1341 (2004a). https://doi.org/10.1109/TPWRD.2004.829146
Vaziri, M., Tomsovic, K., Bose, A.: Numerical analyses of a directed graph formulation of the multistage distribution expansion problem. IEEE Trans. Power Deliv. 19(3), 1348–1354 (2004b). https://doi.org/10.1109/TPWRD.2004.829948
Veeramsetty, V., Venkaiah, C., Kumar, D.M.V.: Hybrid genetic dragonfly algorithm based optimal power flow for computing lmp at dg buses for reliability improvement. Energy Syst. (2017). https://doi.org/10.1007/s12667-017-0268-2
Vita, V., Ekonomou, L., Christodoulou, C.A.: The impact of distributed generation to the lightning protection of modern distribution lines. Energy Syst. 7(2), 357–364 (2016). https://doi.org/10.1007/s12667-015-0175-3
Wang, Z., Liu, H., Yu, D., Wang, X., Song, H.: A practical approach to the conductor size selection in planning radial distribution systems. IEEE Trans. Power Deliv. 15(1), 350–354 (2000). https://doi.org/10.1109/61.847272
Xi, X., Sioshansi, R., Marano, V.: A stochastic dynamic programming model for co-optimization of distributed energy storage. Energy Syst. 5(3), 475–505 (2014). https://doi.org/10.1007/s12667-013-0100-6
Xing, H., Sun, X.: Distributed generation locating and sizing in active distribution network considering network reconfiguration. IEEE Access 5, 14,768–14,774 (2017). https://doi.org/10.1109/ACCESS.2017.2732353
Xing, H., Cheng, H., Zhang, Y., Zeng, P.: Active distribution network expansion planning integrating dispersed energy storage systems. IET Gen. Transm. Distrib. 10(3), 638–644 (2016). https://doi.org/10.1049/iet-gtd.2015.0411
Xu, Y., Dong, Z.Y., Zhang, R., Hill, D.J.: Multi-timescale coordinated voltage/var control of high renewable-penetrated distribution systems. IEEE Trans. Power Syst. 32(6), 4398–4408 (2017). https://doi.org/10.1109/TPWRS.2017.2669343
Yang, F., Li, Z.: Improve distribution system energy efficiency with coordinated reactive power control. IEEE Trans. Power Syst. 31(4), 2518–2525 (2016). https://doi.org/10.1109/TPWRS.2015.2477378
Ziari, I., Ledwich, G., Ghosh, A.: Optimal voltage support mechanism in distribution networks. IET Gen. Transm. Distrib. 5(1), 127–135 (2011). https://doi.org/10.1049/iet-gtd.2010.0277
Ziari, I., Ledwich, G., Ghosh, A., Platt, G.: Optimal distribution network reinforcement considering load growth, line loss, and reliability. IEEE Trans. Power Syst. 28(2), 587–597 (2013). https://doi.org/10.1109/TPWRS.2012.2211626
Acknowledgements
Work of P.M. Pardalos is partially supported by the Paul and Heidi Brown Preeminent Professorship at ISE, University of Florida.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Resener, M., Haffner, S., Pereira, L.A. et al. Optimization techniques applied to planning of electric power distribution systems: a bibliographic survey. Energy Syst 9, 473–509 (2018). https://doi.org/10.1007/s12667-018-0276-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12667-018-0276-x