Analysis of Underground Distribution System Models for Secondary Substations
Abstract
:1. Introduction
- The need for complete undergrounding of Power Distribution Equipment (PDE) for underground Distribution Lines (D/Ls) supply.
- A desire to improve the aesthetics of PDE installed on sidewalks.
- The introduction of a highly reliable underground distribution system.
- The expansion of the LV supply range.
- The capacity of transformers in underground systems is typically larger than those in overhead distribution systems.
- Three-phase cables are installed under the assumption of three-phase loads.
- The fuses within the transformer protect the entire LV distribution system.
- Fault sections are challenging to locate due to the underground installation.
2. Secondary Substation
2.1. S-Substation
2.2. Underground Distribution Systems
2.3. RMU Method for Strengthening Reliability
3. Three Types of Distribution System Models
3.1. Model A (Dual S-Substation)
3.2. Model B (Auxiliary Transformer)
3.3. Model C (Pad Transformer and S-Substation Connection)
4. Power Flow and Parameters
4.1. Power Flow
4.1.1. Definition
4.1.2. Direction of Power Flow
4.2. Standard Voltage
4.3. Load Placement
5. Analysis of Power Flow by Model
5.1. Model A
5.2. Model B
5.3. Model C
6. Economic Analysis
6.1. Economic Analysis Issues
6.2. Construction Cost
6.3. Value of Lost Load
7. Results and Discussion
7.1. Selecting the Optimal Distribution System
7.1.1. Distribution System
- The currents of Model A~C are stable in normal operation without fault in D/Ls.
- The PF analysis indicates that the parallel operation of transformers appears to be the optimal operation method.
- It is difficult to supply stable power due to voltage drop during load switching due to transformer faults. → Normal power supply is possible when the transformer load is operated at less than 50% capacity.
- Heavy LV loads (2~500 kW) need to be kept close to the transformer in consideration of the voltage drop.
7.1.2. Economics
- Model A has the lowest construction cost and Model C has the highest.
- Construction cost is affected by the number of structures/equipment and the length of the D/Ls.
7.1.3. Construction
- Since the S-substation is a structure installed underground, construction methods are also important.
- If an auxiliary transformer is installed, the area occupied increases, and if an ATCB is installed, additional area is required.
- In the case of Model C, the existing transformer is connected, but due to its heavy weight, many interconnected lines are required.
7.1.4. Optimal Model Selection
- As a result of the analysis, it is judged that Model A is the most suitable. Due to the characteristics of the S-substation, the transformer capacity is large, but they can be installed near each other to complement each other, and the construction efficiency can be improved by installing an underground structure nearby.
- In consideration of load arrangement, heavy LV loads should be placed close to the transformer, and the load factor should be kept below 50% in consideration of the transformer’s fault. Moreover, S-substations should be installed in proximity to each other to reduce the load factor and voltage drop. The detailed criteria are as follows [4,19]:
- ∙
- The transformer should be kept at under 50% of the load factor.
- ∙
- S-substations should be installed near heavy LV loads.
- ∙
- S-substations should be installed adjacent to each other.
- ∙
- Load arrangement should consider voltage drop.
- ∙
- LV boards should be installed to secure LV system reliability.
7.2. Example of Application of Model A of Power Distribution System
8. Conclusions
- Underground LV closed-loop or multi-LV distribution systems.
- Power quality management in LV distribution systems.
- Protection coordination methods for LV distribution systems.
- Fault detection methods in LV distribution systems.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Shin, B.H.; Lee, H.S.; Shin, D.Y.; Hur, S.Y.; Kim, S.M. A study on the application of power electronics technology in secondary substation to improve power quality. In Proceedings of the 27th International Conference on Electricity Distribution (CIRED 2023), Rome, Italy, 12–15 June 2023. [Google Scholar]
- Zhu, Y.; Tomsovic, K. Optimal distribution power flow for systems with distributed energy resources. Int. J. Electr. Power Energy Syst. 2007, 29, 260–267. [Google Scholar] [CrossRef]
- Ibrahim, I.A.; Hossain, M.J. Low voltage distribution networks modeling and unbalanced (optimal) power flow: A comprehensive review. IEEE Access 2021, 9, 143026–143084. [Google Scholar] [CrossRef]
- Yang, C.; Sun, Y.; Zou, Y.; Zheng, F.; Liu, S.; Zhao, B.; Wu, M.; Cui, H. Optimal power flow in distribution network: A review on problem formulation and optimization methods. Energies 2023, 16, 5974. [Google Scholar] [CrossRef]
- Chamorro, H.; Diaz, N. Hierarchical power flow control in low voltage microgrids. In Proceedings of the 2013 North American Power Symposium (NAPS), Manhattan, KS, USA, 22–24 September 2013; IEEE: New York, NY, USA, 2013; pp. 1–5. [Google Scholar]
- Stanelytė, D.; Radziukynas, V. Analysis of voltage and reactive power algorithms in low voltage networks. Energies 2022, 15, 1843. [Google Scholar] [CrossRef]
- Babś, A.; Matusewicz, M.; Noske, S.; Falkowski, D. Smart Secondary Substation as the source of the flexibility services. In Proceedings of the CIRED 2021-The 26th International Conference and Exhibition on Electricity Distribution, Online Conference, 20–23 September 2021; IET: New York, NY, USA, 2021; pp. 477–480. [Google Scholar]
- Apellaniz, I.; Arostegui, J.; Tejedo, J.R.; Sánchez, J.A. Smart Secondary Substation. A reality and a big opportunity for innovative solutions for predictive maintenance and life extension. In Proceedings of the 25th International Conference on Electricity Distribution, Madrid, Spain, 3–6 June2019. [Google Scholar]
- Bjørtuft, T.R.; Granhaug, O.; Hagen, S.T.; Kuhlefelt, J.H.; Salge, G.; Skryten, P.K.; Stangherlin, S. Internal arc fault testing of gas insulated metal enclosed MV switchgear. In Proceedings of the CIRED 2005-18th International Conference and Exhibition on Electricity Distribution, Turin, Italy, 6–9 June 2005; IET: New York, NY, USA, 2005; pp. 1–5. [Google Scholar]
- Cho, H.; Lee, U.; Park, Y. The temperature distribution and rise test of pole mount cast resin transformer for power distribution. In Proceedings of the IEEE/PES Transmission and Distribution Conference and Exhibition, Yokohama, Japan, 6–10 October 2002; IEEE: New York, NY, USA, 2002; pp. 1854–1857. [Google Scholar]
- Liu, X.; Wang, J.; Sun, J. Temperature rise test and calculation method of liquid-immersed transformer. In Proceedings of the 2022 IEEE International Conference on High Voltage Engineering and Applications (ICHVE), Chongqing, China, 25–29 September 2022; IEEE: New York, NY, USA, 2022; pp. 1–4. [Google Scholar]
- Shin, B.H.; Oh, G.D.; Kim, S.C.; Jung, K.H. Power Flow and Economics Analysis for RMU-based Low-voltage Distribution Networks Operation. In Proceedings of the CIRED 2021-The 26th International Conference and Exhibition on Electricity Distribution, Online Conference, 20–23 September 2021; IET: New York, NY, USA, 2021; pp. 2432–2436. [Google Scholar]
- Marszal-Pomianowska, A.; Widén, J.; Le Dréau, J.; Heiselberg, P.; Bak-Jensen, B.; de Cerio Mendaza, I.D. Operation of power distribution networks with new and flexible loads: A case of existing residential low voltage network. Energy 2020, 202, 117715. [Google Scholar] [CrossRef]
- Ring Main Unit in Electrical Distribution System. Available online: https://www.allumiax.com/blog/ring-main-unit-in-electrical-distribution-system (accessed on 17 August 2024.).
- Etta, B.-O.; Idoniboyeobu, D. Improved Performance of Elelenwo 11kv Electric Power Distribution Network Using Newton Raphson Load Flow. IRE J. 2021, 5, 19–25. [Google Scholar]
- Glover, J.D.; Mulukutla, T.J.O.; Sarma, S. POWER SYSTEM Analysis & Design; CENGAGE Learning: Boston, MA, USA, 2017; pp. 310–403. [Google Scholar]
- Heidari-Akhijahani, A.; Safdarian, A.; Vrakopoulou, M. A linear ac power flow model for unbalanced multi-phase distribution networks based on current injection equations. IEEE Trans. Power Syst. 2021, 36, 3806–3809. [Google Scholar] [CrossRef]
- Tsao, Y.-C.; Beyene, T.D.; Thanh, V.-V.; Gebeyehu, S.G.; Kuo, T.-C. Power distribution network design considering the distributed generations and differential and dynamic pricing. Energy 2022, 241, 122828. [Google Scholar] [CrossRef]
- Seme, S.; Lukač, N.; Štumberger, B.; Hadžiselimović, M. Power quality experimental analysis of grid-connected photovoltaic systems in urban distribution networks. Energy 2017, 139, 1261–1266. [Google Scholar] [CrossRef]
Standard Voltage | Range |
---|---|
110 V | 110 ± 6 V |
220 V | 220 ± 13 V |
380 V | 380 ± 38 V |
BUS | Normal State | Normal + DER | Line Switching | Line Switching + DER | Dual Line | Dual Line + DER | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
V | Deg | V | Deg | V | Deg | V | Deg | V | Deg | V | Deg | |
swing | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 |
Bus 1 | 0.9995 | −0.13 | 0.9996 | −0.12 | 0.9999 | 0 | 1 | 0 | 0.9996 | −0.12 | 0.9997 | −0.11 |
Bus 1-1 | 0.9795 | −7.87 | 0.9855 | −7.03 | 0.9998 | −0.01 | 0.9998 | −0.01 | 0.9839 | −7.08 | 0.9882 | −6.63 |
Bus 1-2 | 0.9198 | −9.01 | 0.9326 | −8.12 | 0.8204 | −14.08 | 0.8403 | −13.16 | 0.9455 | −8.32 | 0.953 | −7.79 |
Bus1-3 | 0.8835 | −23.2 | 0.9137 | −8.92 | 0.788 | −28.27 | 0.8172 | −10.58 | 0.9082 | −22.5 | 0.9349 | −9.2 |
Bus 1-4 | 0.881 | −26.27 | 0.9087 | −1.58 | 0.7858 | −31.34 | 0.8099 | −0.65 | 0.9056 | −25.57 | 0.9305 | −2.33 |
Bus 1-5 | 0.8808 | −26.93 | 0.9085 | −2.24 | 0.7856 | −32 | 0.8096 | −1.3 | 0.9053 | −26.23 | 0.9302 | −2.99 |
Bus 2 | 0.9989 | −0.9 | 0.999 | −0.9 | 0.9959 | −1.35 | 0.9966 | −1.29 | 0.9985 | −0.96 | 0.9987 | −0.94 |
Bus 2-1 | 0.9903 | −6.14 | 0.9904 | −6.14 | 0.9619 | −13.16 | 0.9685 | −12.26 | 0.9854 | −7.13 | 0.9872 | −6.72 |
Bus 2-2 | 0.9504 | −6.96 | 0.9504 | −6.96 | 0.8732 | −13.82 | 0.8859 | −13 | 0.9374 | −7.9 | 0.9418 | −7.51 |
Bus 2-3 | 0.9446 | −12.06 | 0.9446 | −12.06 | 0.8679 | −18.92 | 0.8805 | −18.1 | 0.9317 | −13 | 0.9361 | −12.61 |
Bus 2-4 | 0.9442 | −12.94 | 0.9442 | −12.94 | 0.8675 | −19.8 | 0.8802 | −18.98 | 0.9313 | −13.88 | 0.9356 | −13.49 |
Bus 2-5 | 0.9441 | −13.16 | 0.9441 | −13.16 | 0.8675 | −20.02 | 0.8801 | −19.2 | 0.9312 | −14.1 | 0.9356 | −13.71 |
Bus 3 | 0.9991 | −0.81 | 0.9992 | −0.81 | 0.9968 | −1.15 | 0.9973 | −1.11 | 0.9988 | −0.86 | 0.9989 | −0.84 |
BUS | Normal | Normal + DER | Line Switching | Line Switching + DER | Dual Line | Dual Line + DER | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
V | Deg | V | Deg | V | Deg | V | Deg | V | Deg | V | Deg | |
swing | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 |
Bus 1 | 0.9995 | −0.13 | 0.9996 | −0.12 | 0.9995 | −0.13 | 0.9996 | −0.12 | 0.9996 | −0.14 | 0.9997 | −0.12 |
Bus 1-1 | 0.9795 | −7.87 | 0.9855 | −7.03 | 0.9795 | −7.87 | 0.9855 | −7.03 | 0.9912 | −4.18 | 0.994 | −3.8 |
Bus 1-2 | 0.9198 | −9.01 | 0.9326 | −8.12 | 0.9198 | −9.01 | 0.9326 | −8.12 | 0.9629 | −5.43 | 0.9688 | −4.96 |
Bus 1-3 | 0.8835 | −23.2 | 0.9137 | −8.92 | 0.8835 | −23.2 | 0.9137 | −8.92 | 0.9248 | −19.62 | 0.9537 | −7.93 |
Bus 1-4 | 0.881 | −26.27 | 0.9087 | −1.58 | 0.881 | −26.27 | 0.9087 | −1.58 | 0.9223 | −22.69 | 0.9507 | −2.25 |
Bus 1-5 | 0.8808 | −26.93 | 0.9085 | −2.24 | 0.8808 | −26.93 | 0.9085 | −2.24 | 0.922 | −23.34 | 0.9505 | −2.91 |
Bus 2 | 0.9994 | −0.68 | 0.9994 | −0.68 | 0.9994 | −0.68 | 0.9994 | −0.68 | 0.9994 | −0.68 | 0.9994 | −0.68 |
Bus 2-1 | 0.9845 | −8.08 | 0.9846 | −8.08 | 0.9845 | −8.08 | 0.9846 | −8.08 | 0.9845 | −8.08 | 0.9845 | −8.08 |
Bus 2-2 | 0.9676 | −8.42 | 0.9676 | −8.42 | 0.9676 | −8.42 | 0.9676 | −8.42 | 0.9676 | −8.42 | 0.9676 | −8.42 |
Bus 2-3 | 0.9617 | −13.52 | 0.9617 | −13.52 | 0.9617 | −13.52 | 0.9617 | −13.52 | 0.9617 | −13.52 | 0.9617 | −13.52 |
Bus 2-4 | 0.9613 | −14.4 | 0.9613 | −14.4 | 0.9613 | −14.4 | 0.9613 | −14.4 | 0.9613 | −14.4 | 0.9613 | −14.4 |
Bus 2-5 | 0.9612 | −14.62 | 0.9612 | −14.62 | 0.9612 | −14.62 | 0.9612 | −14.62 | 0.9612 | −14.62 | 0.9612 | −14.62 |
Bus 3 | 0.9995 | -0.64 | 0.9995 | −0.64 | 0.9995 | −0.64 | 0.9995 | −0.64 | 0.9995 | −0.64 | 0.9995 | −0.64 |
BUS | Normal | Normal + DER | Line Switching | Line Switching + DER | Dual Line | Dual Line+ DER | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
V | Deg | V | Deg | V | Deg | V | Deg | V | Deg | V | Deg | |
swing | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 |
Bus 1 | 0.9995 | −0.13 | 0.9996 | −0.12 | 0.9999 | 0 | 1 | 0 | 0.9996 | −0.13 | 0.9997 | −0.12 |
Bus 1-1 | 0.9795 | −7.87 | 0.9855 | −7.03 | 0.9998 | −0.01 | 0.9998 | −0.01 | 0.9891 | −7.91 | 0.9935 | −7.27 |
Bus 1-2 | 0.9198 | −9.01 | 0.9326 | −8.12 | 0.738 | −30.12 | 0.7804 | −27.3 | 0.9393 | −9.34 | 0.9483 | −8.6 |
Bus 1-3 | 0.8835 | −23.2 | 0.9137 | −8.92 | 0.7089 | −44.31 | 0.7539 | −21.64 | 0.9022 | −23.53 | 0.9301 | −9.88 |
Bus 1-4 | 0.881 | −26.27 | 0.9087 | −1.58 | 0.7069 | −47.38 | 0.7447 | −9.33 | 0.8997 | −26.59 | 0.9255 | −2.91 |
Bus 1-5 | 0.8808 | −26.93 | 0.9085 | −2.24 | 0.7067 | −48.03 | 0.7445 | −9.99 | 0.8994 | −27.25 | 0.9252 | −3.57 |
Bus 2 | 0.9986 | −0.97 | 0.9986 | −0.97 | 0.9937 | −1.31 | 0.9947 | −1.28 | 0.9978 | −0.97 | 0.998 | −0.96 |
Bus 2-1 | 0.9837 | −8.38 | 0.9838 | −8.38 | 0.8463 | −29.17 | 0.8768 | −26.43 | 0.9488 | −8.54 | 0.9549 | −7.9 |
Bus 2-2 | 0.9668 | −8.72 | 0.9668 | −8.72 | 0.7857 | −29.34 | 0.8216 | −26.67 | 0.9328 | −8.62 | 0.94 | −8.01 |
Bus 2-3 | 0.9609 | −13.82 | 0.9609 | −13.82 | 0.7809 | −34.44 | 0.8167 | −31.77 | 0.9271 | −13.72 | 0.9343 | −13.11 |
Bus 2-4 | 0.9605 | −14.7 | 0.9605 | −14.7 | 0.7806 | −35.32 | 0.8163 | −32.65 | 0.9267 | −14.6 | 0.9339 | −13.98 |
Bus 2-5 | 0.9604 | −14.92 | 0.9604 | −14.92 | 0.7805 | −35.54 | 0.8162 | −32.87 | 0.9266 | −14.82 | 0.9338 | −14.2 |
Bus 3 | 0.9988 | −0.87 | 0.9989 | −0.87 | 0.9951 | −1.13 | 0.9959 | −1.1 | 0.9983 | −0.86 | 0.9984 | −0.86 |
Bus 4 | 0.9932 | −5.54 | 0.9933 | −5.54 | 0.9884 | −5.88 | 0.9894 | −5.86 | 0.9925 | −5.54 | 0.9927 | −5.53 |
Bus 5 | 0.9821 | −10 | 0.9821 | −10 | 0.9773 | −10.34 | 0.9783 | −10.32 | 0.9814 | −10 | 0.9816 | −9.99 |
Equipment | Model A | Model B | Model C |
---|---|---|---|
Switchgear | 2 EA | 2 EA | 2 EA |
RMU | 2 EA | 1 EA | 1 EA |
Manhole | 2 EA | 1.5 EA | 1 EA |
Transformer (1000 kVA) | 2 EA | 2 EA | 1 EA |
Transformer (300 kVA) | - | 1 EA | 3 EA |
Joint Box | 8 EA | 8 EA | 8 EA |
HV cable (400 mm2) | 100 cm | 65 cm | 65 cm |
HV cable (95 mm2) | - | 10 cm | 50 cm |
LV cable (240 mm2) | 310 cm | 290 cm | 310 cm |
HV cable tube (200 mm) | 100 m | 75 m | 65 m |
LV cable tube (100 mm) | 310 m | 290 m | 310 m |
[Unit: One Thousand Won] | |||||
---|---|---|---|---|---|
Assortment | Labor Cost | Material Cost | Other Expenses | SUM | |
Model A | HV D/L | 23,191 | 103,007 | 269 | 126,467 |
LV D/L | 35,056 | 30,946 | 135 | 66,137 | |
SUM | 58,247 | 133,953 | 404 | 192,604 | |
Model B | HV D/L | 21,675 | 93,058 | 244 | 114,977 |
LV D/L | 40,081 | 41,075 | 165 | 81,321 | |
SUM | 61,755 | 134,134 | 409 | 196,298 | |
Model C | HV D/L | 23,806 | 97,463 | 263 | 121,532 |
LV D/L | 46,108 | 47,523 | 192 | 93,823 | |
SUM | 69,915 | 144,986 | 455 | 215,356 |
Industry | VOLL Calculation Method |
---|---|
Industrial Load () | |
Educational Load () | |
General Load () | |
Agricultural Load () | |
Residential Load () |
[Unit: One Thousand Won] | ||||||
---|---|---|---|---|---|---|
Industry | 1 min | 20 min | 1 h | 2 h | 4 h | 8 h |
3132 | 4548 | 9522 | 25,597 | 120,345 | 476,654 | |
508 | 846 | 2321 | 8955 | 73,928 | 476,355 | |
1155 | 1947 | 5461 | 21,601 | 181,810 | 1,078,970 | |
306 | 634 | 2680 | 18,307 | 359,127 | 4,323,744 | |
83 | 154 | 514 | 2502 | 26,270 | 111,442 |
Bus ID | Classification of VOLL | V_LF (PU) | Vangle_LF (Deg) | Phase Difference (Deg) | Convert to Time | ATCB Operating Time | Sum | VOLL Cost |
---|---|---|---|---|---|---|---|---|
Bus 2-1 | Reference Value | 0.9619 | −13.16 | - | - | - | - | - |
Bus 1-2 | 300 kW | 0.8204 | −14.08 | −0.92 | 4.2677 × 10−7 | 1.50 × 10−1 | 1.50 × 10−1 | 3132 |
Bus 1-2 | 500 kW | 0.8204 | −14.08 | −0.92 | 4.2677 × 10−7 | 1.50 × 10−1 | 1.50 × 10−1 | 508 |
Bus 1-3 | 50 kW | 0.788 | −28.27 | −15.11 | 7.0092 × 10−6 | 1.50 × 10−1 | 1.50 × 10−1 | 306 |
Bus 1-3 | 10 kW | 0.788 | −28.27 | −15.11 | 7.0092 × 10−6 | 1.50 × 10−1 | 1.50 × 10−1 | 1155 |
Bus 1-3 | 30 kW | 0.788 | −28.27 | −15.11 | 7.0092 × 10−6 | 1.50 × 10−1 | 1.50 × 10−1 | 1155 |
Bus 1-4 | 20 kW | 0.7858 | −31.34 | −18.18 | 8.4333 × 10−6 | 1.50 × 10−1 | 1.50 × 10−1 | 3132 |
Bus 1-5 | 10 kW | 0.7856 | −32 | −18.84 | 8.7395 × 10−6 | 1.50 × 10−1 | 1.50 × 10−1 | 306 |
Bus 1-5 | 5 kW | 0.7856 | −32 | −18.84 | 8.7395 × 10−6 | 1.50 × 10−1 | 1.50 × 10−1 | 83 |
Sum (unit: 1000 won) | 9777 |
Model | Power Flow | Economics | Field Applicability |
---|---|---|---|
A | Voltage drop occurs when connecting lines when the transformer operates at over 50% | Installation of two underground structures for S-substation | Need to secure installation space for underground burial of two structures |
B | Since there are no loads of auxiliary transformers, the voltage/phase is stable even when replaced with a peripheral voltage | Increased construction cost (due to the larger structure and auxiliary transformer) | Difficulty in construction due to additional installation of auxiliary transformer in the underground structure |
C | Voltage drop occurs when connecting lines when the transformer operates at over 50% | Increased construction cost (due to multiple connections of other transformers for line conversion) | It is necessary to connect a number of other lines for alternative supply of large power transformers. |
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Shin, B.; Lee, H.; Choi, S. Analysis of Underground Distribution System Models for Secondary Substations. Energies 2024, 17, 4345. https://doi.org/10.3390/en17174345
Shin B, Lee H, Choi S. Analysis of Underground Distribution System Models for Secondary Substations. Energies. 2024; 17(17):4345. https://doi.org/10.3390/en17174345
Chicago/Turabian StyleShin, Boohyun, Hyeseon Lee, and Sungyun Choi. 2024. "Analysis of Underground Distribution System Models for Secondary Substations" Energies 17, no. 17: 4345. https://doi.org/10.3390/en17174345