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127 CHAPTER - 6 Capacitor Placement for Power Loss Minimization 6.1 Introduction: Capacitors are used in the unbalanced radial distribution systems (URDS) for reactive power compensation; many constructions deferral and enhance quality service. The volumes of benefits vary with placement and sizing of capacitors and for unbalanced systems, unbalanced switching of capacitors may be necessary to enhance these benefits. Optimum shunt capacitor values are obtained using simulated annealing method [39]. H. Kim and S.K You [61] proposed optimal shunt capacitor bank values using genetic algorithm. They are handled the capacitors as constant reactive power loads. These solutions mainly utilize the positive sequence network model and the associated power flows in formulating the problem. Hence, the results do not directly apply for URDS. This chapter presents a simple approach to identify the best locations for capacitor and the optimal sizing of the capacitor bank in URDS.Energy cost, capacitor installation cost and purchase cost are considered in such a way that the objective function should be maximum for the net cost saving. In the proposed method, two algorithms are developed for the optimal sizing and location of capacitors in URDS.

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Page 1: CHAPTER - 6 Capacitor Placement for Power Loss Minimizationshodhganga.inflibnet.ac.in/bitstream/10603/3468/13/13_chapter 6.pdf · CHAPTER - 6 Capacitor Placement for Power Loss Minimization

127

CHAPTER - 6

Capacitor Placement for Power Loss Minimization

6.1 Introduction:

Capacitors are used in the unbalanced radial distribution systems

(URDS) for reactive power compensation; many constructions deferral

and enhance quality service. The volumes of benefits vary with placement

and sizing of capacitors and for unbalanced systems, unbalanced

switching of capacitors may be necessary to enhance these benefits.

Optimum shunt capacitor values are obtained using simulated

annealing method [39]. H. Kim and S.K You [61] proposed optimal shunt

capacitor bank values using genetic algorithm. They are handled the

capacitors as constant reactive power loads. These solutions mainly

utilize the positive sequence network model and the associated power

flows in formulating the problem. Hence, the results do not directly apply

for URDS.

This chapter presents a simple approach to identify the best

locations for capacitor and the optimal sizing of the capacitor bank in

URDS.Energy cost, capacitor installation cost and purchase cost are

considered in such a way that the objective function should be maximum

for the net cost saving. In the proposed method, two algorithms are

developed for the optimal sizing and location of capacitors in URDS.

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Finally, the approach proposed is implemented successfully on the 25-

bus URDS and the IEEE 37-bus URDS.

6.2 Mathematical Formulation for Capacitor Placement

In the present work, the objective function is to decide the optimal

size of the capacitors that gives maximum net cost profit with capacitor

placement, satisfying the system constraints. The problem may be stated

as,

n

jCcIE KnKPTLTLPTKMaximize

1

]u(j)[][ (6.1)

Subjected to

Voltage constraint

In order to have quality supply, Voltage profile of complete network

is to be maintained in permissible range

maxminqqq VVV (6.2)

Current constraint

All the branch currents are to be maintained in permissible range

maxpqpq II (6.3)

Source constraint

The source capacity should be more than or equal to total load

maxpqpq PP (6.4)

maxpqpq QQ (6.5)

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Where

KE = Energy Cost (Rs.3/kWh)

T = Time Period (8760 hrs)

TLP = Total active power loss before capacitor placement in kW

PTL = Total active power loss after capacitor placement in kW

= Depreciation factor is 0.2

nc = number of capacitor nodes

KI = Installation cost (Rs. 50,000/each location)

KC = Cost of the installation of the capacitor (Rs. 200/kVAr)

)( ju = Capacitor bank rating in kVAr of jth Capacitor

minqV Is 0.95 p.u.,

maxqV is 1.05 p.u

6.3 Algorithm for Candidate Nodes Identification

The algorithm for identifying the best candidate nodes for capacitor

placement is:

Step 1: Read the given data for unbalanced radial distribution system.

Step 2: Perform the load flows and calculate the total real power losses of

base case.

Step 3: Reactive power injections (QC) are made (except at source node)

in all the phases, load flows are run and real power losses are

computed.

Step 4: Calculate reduction in real power losses and associated

realpower loss indices (PLI) using eqn. (6.6)

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Step 5: Select the best candidate nodes whose PLI > Tolerance.

Step 6: Stop.

The flow chart of the proposed method is shown in Appendix F as

Fig. F.2.

6.4 Proposed Candidate Nodes Identification Method for Capacitor

Placement

The proposed candidate node identification method for capacitor

placement is explained with the 25- bus unbalanced radial distribution

system [127] whose single line diagram is given Fig. 6.1 and system data

given at Appendix E in Table E1. The impedances of the lines are given in

Table E2.

Fig. 6.1 Single line diagram for 25-bus URDS [127]

The candidate nodes for the placement of capacitors are found in

this section. In the base case of three phase load flow, total active power

loss obtained is 150.12 kW. At each node, reactive power injections are

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made in all the phases equal to local reactive load at that particular

node, load flows are performed and the total active power loss and loss

reduction in each case recorded are shown in Table 6.1

The power loss indices (PLI) are calculated as

reductionMinreductionMax

reductionMinireductionLossiPLI

..

.][.][

(6.6)

The power loss indices (PLI) for 25 bus URDS are given in Table

6.2. The suitable capacitor placement locations are identified using the

systematic PLI approach. The proposed approach reduces the system

resource capacity required and the optimization space search procedure.

The PLI approach is the systematic process to select the capacitor

best locations which are sensitive with considerable effect on the active

power loss reduction. Maximum PLI at each bus is taken to represent the

entire network PLI. In the present example, from Table 6.2, the nodes

with considerable effect on the active power loss reduction are observed

as 15, 14, 12 and 9.

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Table 6.1 Power Loss Reductions for 25 bus URDS

Bus

no.

Real Power loss(kW)

with reactive power

injection Qc at each

bus in all the phases

equal to local reactive

load at that particular

bus

Loss

Reduction

(kW)

2 150.1225 0

3 147.8025 2.3200

4 146.6871 3.4354

5 147.4755 2.6470

6 146.8649 3.2576

7 150.1225 0

8 146.6567 3.4658

9 143.3385 6.7839

10 144.7280 5.3945

11 144.5633 5.5592

12 142.4946 7.6279

13 144.5035 5.6189

14 143.3311 6.7914

15 134.1132 16.0093

16 145.4619 4.6606

17 145.0712 5.0512

18 147.2179 2.9046

19 145.9406 4.1818

20 147.1387 2.9837

21 147.0366 3.0859

22 145.8084 4.3141

23 146.3854 3.7370

24 147.2501 2.8724

25 146.4120 3.7104

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Table 6.2 Power Loss Indices for 25 bus URDS

Bus No Power loss Index (PLI)

2 0

3 0.1449

4 0.2146

5 0.1653

6 0.2035

7 0

8 0.2165

9 0.4238

10 0.3370

11 0.3472

12 0.4765

13 0.3510

14 0.4242

15 1.0000

16 0.2911

17 0.3155

18 0.1814

19 0.2612

20 0.1864

21 0.1928

22 0.2695

23 0.2334

24 0.1794

25 0.2318

The most suitable nodes for the capacitor placement are chosen

based on the condition that PLI to be greater than a PLI tolerance value

that lies between ‘0’ and ‘1’. The PLI tolerance value for a chosen system

is selected by verifying it with the highest net cost profit obtained with its

different values. The best PLI tolerance value gives the highest net profit

with capacitor placement, satisfying the system constraints.

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0 5 10 15 20 250

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Bus Number

Pow

er

Loss

Index

Fig. 6.2 Plot between Bus Number and Power Loss Index (PLI)

Fig. 6.2 illustrates power loss index for 25 bus URDS. From

experimentation the best value of PLI tolerance is observed as 0.4.Hence

it can be concluded that the nodes 15, 12, 14, 9 with considerable effect

on the active power loss reduction are best candidate nodes for the

capacitor placement that gives the highest net profit satisfying the

system constraints.

6.5 Variational Technique Algorithm for the Capacitor Sizing

Step 1: Read the system data and the best candidate nodes for capacitor

placement.

Step 2: Set candidate node place as k

Step 3: At bus k, keep the capacitor with available standard sizes in

practice (50 kVAr per phase)and change them step wise.

Perform the Unbalanced power flow and Select Qc at bus k that

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has got the highest cost saving using Eqn. (6.1) without

violating the constraints.

Step 4: Repeat step 3 for all the m buses in step1, suitable for capacitor

placement

Step 5: First capacitor is adjusted in steps with other capacitor sizes

fixed. Without violating constraints, for 1st capacitor, choose Qc

for maximum net cost saving and repeat step 5 for all the

capacitors

Step 6: Repeat step 5 till maximum savings are increased without

violating the constraints.

Step 7: Stop

The flow chart of the proposed method is shown in Appendix F as

Fig. F.3.

6.6 Simulation Results and Analysis

6.6.1 Case Study I : 25 - Bus URDS

Fig. 6.1 illustrates 4.16 kV, 25-bus URDS on which proposed

approach is implemented. System data is at Appendix E in Table E1,

whose line impedance values are given in Table E2. In the base case of

three phase load flow, total active power loss obtained is 150.12 kW and

reactive power loss is 131.63 kVAr. The voltages at base case are given in

Table 4.4 in chapter 4.

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Table 6.3 Voltage profile for 25-bus URDS after capacitor placement

Bus

No

Phase- a Phase- b Phase- c

|Va|

p.u.

Va

deg.

|Vb|

p.u.

Vb

deg.

|Vc|

p.u.

Vc

deg.

1 1.0000 0.00 1.0000 -120.00 1.0000 120.00

2 0.9799 -0.93 0.9797 -120.79 0.9845 119.07

3 0.9730 -1.06 0.9731 -120.90 0.9789 118.91

4 0.9696 -1.12 0.9699 -120.95 0.9765 118.83

5 0.9685 -1.12 0.9689 -120.95 0.9755 118.83

6 0.9711 -1.42 0.9704 -121.24 0.9766 118.61

7 0.9645 -1.91 0.9633 -121.70 0.9704 118.16

8 0.9690 -1.41 0.9683 -121.23 0.9747 118.61

9 0.9617 -2.17 0.9601 -121.94 0.9680 117.93

10 0.9581 -2.22 0.9560 -121.97 0.9645 117.88

11 0.9564 -2.25 0.9541 -122.00 0.9630 117.85

12 0.9559 -2.29 0.9534 -122.04 0.9624 117.81

13 0.9557 -2.25 0.9533 -122.00 0.9622 117.85

14 0.9617 -2.17 0.9604 -121.93 0.9676 117.93

15 0.9608 -2.25 0.9594 -122.02 0.9668 117.84

16 0.9634 -1.91 0.9622 -121.70 0.9695 118.15

17 0.9606 -2.16 0.9594 -121.93 0.9663 117.93

18 0.9671 -1.06 0.9673 -120.88 0.9734 118.90

19 0.9623 -1.05 0.9631 -120.87 0.9691 118.91

20 0.9647 -1.06 0.9650 -120.87 0.9712 118.90

21 0.9636 -1.05 0.9636 -120.87 0.9697 118.91

22 0.9617 -1.05 0.9612 -120.86 0.9677 118.92

23 0.9663 -1.12 0.9671 -120.95 0.9739 118.83

24 0.9643 -1.12 0.9652 -120.95 0.9722 118.83

25 0.9619 -1.12 0.9634 -120.95 0.9703 118.83

Size of the capacitor banks placed using the Variational algorithm

at buses 15, 12, 14, and 9 are 450, 150, 300 and 600 kVAr respectively.

The voltages after capacitor placement are given in Table 6.3 for 25 bus

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URDS. Fig 6.3 illustrates the voltage variation in all the phases for the

base case and after capacitor placement for 25 bus URDS.

Table 6.4 Power flows for 25-bus URDS after Capacitor Placement

Bus

From

Bus

To

Phase a Phase b Phase c

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

1 2 1110.71 333.38 1122.34 338.66 1112.71 339.31

2 3 511.51 382.04 516.46 378.24 509.96 377.31

2 6 582.01 -73.05 587.56 -61.75 590.77 -61.20

3 4 246.58 186.60 246.38 178.31 231.02 166.19

3 18 227.20 166.58 227.25 166.48 232.10 175.59

4 5 40.04 30.03 40.04 30.03 40.04 30.03

4 23 155.88 115.64 145.71 102.48 140.61 100.46

6 7 496.07 -137.36 496.39 -127.76 510.45 -120.40

6 8 40.09 30.06 40.09 30.06 40.08 30.06

7 9 226.87 -86.66 232.14 -76.60 226.70 -81.65

7 14 224.57 -84.07 219.55 -84.20 239.53 -72.06

7 16 40.04 30.03 40.04 30.03 40.04 30.03

9 10 165.83 67.59 181.06 82.70 175.82 82.65

10 11 130.26 42.18 140.34 52.23 130.25 50.19

11 12 50.04 -14.97 60.05 -4.97 50.03 -9.98

11 13 35.03 25.02 45.04 32.03 40.03 30.02

14 15 133.52 -49.84 133.52 -49.86 133.49 -49.85

14 17 40.05 30.03 35.04 25.03 45.06 32.04

18 20 95.40 70.29 90.32 65.21 95.33 72.25

18 21 90.43 65.29 95.53 70.36 95.49 72.34

20 19 60.15 45.11 50.10 35.07 50.11 40.07

21 22 50.10 35.07 60.15 45.11 50.11 40.07

23 24 95.35 70.25 95.27 62.18 90.25 65.18

24 25 60.15 45.11 50.09 30.06 50.10 35.07

Table 4.5 in Chapter 4 and Table 6.4 depicts the power flows for 25

bus URDS for base case and after capacitor placement respectively. Real

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power losses in each phase for base case and after capacitor placement

for 25 bus URDS are illustrated in Fig. 6.4. Table 6.5 depicts the base

case and after capacitor placement test results summary, the total active

power losses and minimum voltages of the 25 bus URDS.With capacitor

banks installation, total active power loss and reactive power loss came

down from 150.12kW, 167.28kVAr to 105.87 kW, 118.36 kVAr

respectively and minimum voltages in phase a, phase b and phase c

increased from 0.9284, 0.9284 and 0.9366 p.u to 0.9557, 0.9533 and

0.9622 p.u respectively.

Fig. 6.3 Voltage magnitude variation in all the phases for base case and

after capacitor placement for 25 bus URDS

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Fig. 6.4 Real power losses in all the phases for base case and after

capacitor placement for 25 bus URDS

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Table 6.5 Test Results summary of 25- bus URDS for capacitor placement

DescriptionBase Case After Capacitor Placement

Phase- a Phase b Phase- c Phase- a Phase b Phase- c

Capacitor placed nodes

9

12

14

15

- - -

4 x 50

1 x 50

2 x 50

3 x 50

4 x 50

1 x 50

2 x 50

3 x 50

4 x 50

1 x 50

2 x 50

3 x 50

Minimum Voltage 0.9284 0.9284 0.9366 0.9557 0.9533 0.9622

Voltage regulation (%) 7.16 7.16 6.34 4.43 4.67 3.78

Improvement of Voltage regulation (%) - - - 36.55 32.96 39.27

RealPower Loss (kW) 52.83 55.45 41.87 37.42 39.05 29.41

Total Active Power Loss reduction (%) - - - 29.16 29.56 29.74

Reactive Power Loss (kVAr) 58.29 53.30 55.69 41.38 37.67 39.31

Total Reactive Power Loss reduction (%) - - - 29.05 29.31 29.41

Total Demand (kW) 1126.12 1138.74 1125.16 1110.72 1122.35 1112.71

Total Released Demand (kW) - - - 15.40 16.39 12.45

Total Reactive Power Demand (kVAr) 850.29 854.30 855.69 833.38 838.67 839.31

Total Released Reactive Power Demand (kVAr) - - - 16.91 15.63 16.38

Total Feeder Capacity (kVA) 1411.09 1423.57 1413.60 1388.72 1401.08 1393.76

Total Released Feeder Capacity (kVA) - - - 22.37 22.49 19.84

Net Saving (Rs.) - 10,92,883.77

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6.6.2 Case Study II : IEEE 37 - Bus URDS

Fig. 6.5 illustrates 4.8 kV, IEEE 37-bus URDS [128] without

voltage regulator, on which the proposed approach is implemented. All

line segments are undergrounded with highly unbalanced loads.

Fig. 6.5 Single line diagram of IEEE 37-bus URDS [128]

The line data, load data, line impedance, line charging

admittances, substation and transformer data are given at Appendix E in

Tables E3, E4, E5 and E6 respectively. Proposed approach performance

is observed by over loading each load by 25% in all the phases. Delta

connected capacitor bank is used.149.12 kW, 131.63 kVAr are the base

case active, reactive power losses obtained.

In 3 phases, at all buses, with reactive power injections, load flows

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performed and the total active power loss, loss reduction and power loss

indices recorded in each case, for the 37-bus system are given in Table

6.6.

Table 6.6 Power Loss Reductions and Power Loss

Bus

No

Power loss(kW) with reactive power

injection Qc at each bus in 3 phases,

equal to local reactive load at that

particular bus

Loss

Reduction

(kW)PLI

701 139.1192 10.0128 1.0000

702 149.1319 0 0

703 149.1319 0 0

730 145.4629 3.6691 0.3664

709 149.1319 0 0

708 149.1319 0 0

733 143.8993 5.2327 0.5226

734 147.0653 2.0666 0.2064

737 139.5848 9.5471 0.9535

738 140.1399 8.9921 0.8981

711 149.1319 0 0

741 147.1058 2.0261 0.2024

713 145.7922 3.3398 0.3336

704 144.5636 4.5683 0.4563

720 144.5793 4.5526 0.4547

706 149.1319 0 0

725 147.7126 1.4194 0.1418

705 149.1319 0 0

742 147.2700 1.8619 0.1860

727 147.4091 1.7228 0.1721

744 147.1512 1.9807 0.1978

729 147.1514 1.9806 0.1978

775 149.1319 0 0

731 147.3530 1.7789 0.1777

732 149.1319 0 0

710 149.1319 0 0

735 145.2422 3.8897 0.3885

Contd . . .

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740 145.5763 3.5556 0.3551

714 147.8824 1.2495 0.1248

718 146.1851 2.9468 0.2943

707 149.1319 0 0

722 140.1873 8.9446 0.8933

724 146.0963 3.0356 0.3032

728 144.7215 4.4105 0.4405

736 148.0144 1.1176 0.1116

712 142.0570 7.0749 0.7066

700 710 720 730 740 750 760 770 7800

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Bus Number

Pow

er

Lo

ss

Index

Fig. 6.6 Plot between Buses and PLI for IEEE 37-bus URDS

Fig. 6.6 illustrates power loss index plot for 37 bus URDS. From

experimentation it is observed that the best value of PLI tolerance

observed is 0.6.Hence it is concluded that nodes 701, 737, 738, 722, 712

with considerable effect on the active power loss reduction are best

candidate nodes for the capacitor placement that gives the highest net

profit satisfying the system constraints.

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The voltage profiles of base case and after capacitor placement for

IEEE 37 bus URDS are given in Table 6.7. Table 6.8 depicts the power

flows of base case and after capacitor placement for IEEE 37 bus URDS.

Table 6.9 depicts base case and after capacitor placement test results

summary, the total active power losses, minimum voltages for the IEEE

37-bus URDS. From results, the capacitor banks sizes obtained at buses

701, 737, 738, 722 and 712 are 600, 300, 450, 300 and 450 kVAr

respectively. With capacitor banks installation, total active and reactive

power loss came down from 149.12 kW and 131.63kVAr to 120.66 kW

and 107.79kVAr respectively and the minimum voltage in phase a, phase

b and phase c increased from 0.9334, 0.9454 and 0.9266 p.u to 0.9525,

0.9678 and 0.9500 p.u respectively.

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Table 6.7 Voltage profile of base case and after capacitor placement for IEEE 37bus URDS

Bus

No.

Base case After Capacitor placement

Phase- a Phase- b Phase- c Phase- a Phase- b Phase- c

|Va|

p.u.

Va

deg.

|Vb|

p.u.

Vb

deg.

|Vc|

p.u.

Vc

deg.

|Va|

p.u.

Va

deg.

|Vb|

p.u.

Vb

deg.

|Vc|

p.u.

Vc

deg.

799 1.0000 30.02 1.0000 -90.05 1.0000 150.08 1.0000 30.02 1.0000 -90.05 1.0000 150.08

701 0.9819 29.76 0.9809 -90.68 0.9758 149.69 0.9886 29.36 0.9894 -91.05 0.9838 149.21

702 0.9710 29.57 0.9699 -91.01 0.9629 149.43 0.9813 28.94 0.9827 -91.57 0.9754 148.71

703 0.9615 29.44 0.9623 -91.23 0.9531 149.15 0.9743 28.66 0.9781 -91.91 0.9687 148.27

730 0.9540 29.44 0.9559 -91.27 0.9455 149.08 0.9686 28.47 0.9736 -92.13 0.9632 148.01

709 0.9516 29.44 0.9538 -91.28 0.9433 149.06 0.9668 28.40 0.9721 -92.19 0.9617 147.92

708 0.9480 29.44 0.9511 -91.28 0.9401 149.00 0.9641 28.30 0.9704 -92.28 0.9596 147.77

733 0.9447 29.47 0.9498 -91.27 0.9374 148.92 0.9614 28.27 0.9697 -92.33 0.9577 147.63

734 0.9400 29.54 0.9478 -91.29 0.9330 148.80 0.9577 28.22 0.9687 -92.45 0.9545 147.41

737 0.9354 29.58 0.9464 -91.25 0.9301 148.67 0.9543 28.13 0.9685 -92.52 0.9530 147.16

738 0.9339 29.60 0.9459 -91.26 0.9286 148.62 0.9530 28.13 0.9682 -92.55 0.9518 147.09

711 0.9335 29.64 0.9457 -91.29 0.9273 148.61 0.9526 28.16 0.9680 -92.58 0.9505 147.08

741 0.9334 29.65 0.9456 -91.30 0.9269 148.61 0.9525 28.17 0.9679 -92.59 0.9501 147.08

713 0.9687 29.55 0.9668 -91.04 0.9599 149.44 0.9794 28.88 0.9801 -91.64 0.9729 148.68

704 0.9656 29.51 0.9626 -91.06 0.9567 149.47 0.9769 28.77 0.9766 -91.72 0.9704 148.63

720 0.9639 29.46 0.9581 -91.13 0.9534 149.56 0.9761 28.62 0.9731 -91.87 0.9682 148.62

706 0.9638 29.44 0.9575 -91.13 0.9532 149.57 0.9760 28.61 0.9725 -91.88 0.9680 148.64

725 0.9636 29.43 0.9571 -91.13 0.9531 149.59 0.9758 28.60 0.9720 -91.87 0.9679 148.65

Contd . . .

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705 0.9684 29.56 0.9665 -90.98 0.9605 149.48 0.9794 28.79 0.9801 -91.67 0.9738 148.61

742 0.9679 29.53 0.9654 -90.97 0.9602 149.51 0.9789 28.77 0.9790 -91.66 0.9736 148.64

727 0.9600 29.46 0.9614 -91.21 0.9518 149.14 0.9728 28.68 0.9773 -91.90 0.9674 148.26

744 0.9590 29.46 0.9609 -91.20 0.9513 149.12 0.9719 28.68 0.9768 -91.88 0.9669 148.24

729 0.9585 29.47 0.9608 -91.19 0.9511 149.11 0.9714 28.69 0.9767 -91.87 0.9667 148.23

775 0.9516 29.44 0.9538 -91.28 0.9433 149.06 0.9668 28.40 0.9721 -92.19 0.9617 147.92

731 0.9513 29.41 0.9526 -91.28 0.9429 149.09 0.9665 28.37 0.9710 -92.19 0.9614 147.95

732 1.0000 30.02 1.0000 -90.05 1.0000 150.08 1.0000 30.02 1.0000 -90.05 1.0000 150.08

710 0.9394 29.57 0.9463 -91.33 0.9309 148.84 0.9571 28.25 0.9673 -92.48 0.9525 147.44

735 0.9392 29.59 0.9461 -91.35 0.9302 148.84 0.9569 28.27 0.9671 -92.50 0.9517 147.45

740 0.9334 29.66 0.9454 -91.31 0.9266 148.62 0.9525 28.18 0.9678 -92.60 0.9500 147.08

714 0.9652 29.51 0.9625 -91.05 0.9566 149.46 0.9765 28.77 0.9765 -91.71 0.9703 148.63

718 0.9635 29.52 0.9622 -91.00 0.9560 149.41 0.9748 28.79 0.9762 -91.66 0.9697 148.58

707 0.9615 29.33 0.9510 -91.08 0.9513 149.76 0.9748 28.27 0.9673 -92.04 0.9674 148.60

722 0.9612 29.32 0.9503 -91.08 0.9510 149.78 0.9747 28.23 0.9667 -92.06 0.9673 148.59

724 0.9611 29.30 0.9497 -91.07 0.9510 149.80 0.9744 28.24 0.9660 -92.03 0.9671 148.63

728 0.9585 29.47 0.9604 -91.20 0.9507 149.13 0.9714 28.69 0.9763 -91.88 0.9664 148.24

736 0.9386 29.52 0.9441 -91.31 0.9305 148.90 0.9564 28.20 0.9651 -92.46 0.9520 147.51

712 0.9671 29.57 0.9653 -90.97 0.9592 149.49 0.9786 28.72 0.9794 -91.75 0.9731 148.54

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Table 6.8 Power flows of base case and after capacitor placement for IEEE 37-bus URDS

Bus

From

Bus

To

Base Case After Capacitor Placement

Phase a Phase b Phase c Phase a Phase b Phase c

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

P

(kW)

Q

(kVAr)

799 701 1280.22 736.39 141.09 1348.49 1236.01 924.88 1269.83 - 26.60 751.12 -986.85 618.31 -1270.10

701 702 973.15 489.31 114.24 1125.47 968.86 622.91 972.86 0.61 542.17 881.94 549.14 870.95

702 703 614.86 286.28 18.31 613.66 463.69 353.11 614.45 50.15 193.01 493.54 260.93 478.17

703 730 464.50 232.94 8.60 486.01 395.29 282.97 468.22 2.65 220.87 370.05 195.19 410.68

730 709 421.85 172.76 7.87 482.92 360.80 217.14 428.91 60.52 217.85 369.17 161.75 345.68

709 708 420.76 173.20 31.02 422.62 290.64 213.46 428.20 59.04 180.19 308.54 92.38 344.19

702 705 116.50 52.94 43.91 188.02 171.87 71.06 121.61 93.92 173.70 119.44 47.83 148.78

702 713 228.19 149.03 80.66 313.32 326.28 184.30 228.60 53.59 163.11 268.23 245.95 231.05

703 727 142.80 54.66 30.29 123.54 68.09 63.47 141.06 58.65 33.45 122.70 69.94 61.68

709 731 0.01 0.55 38.71 59.23 69.62 3.03 0.04 0.57 36.72 60.30 69.76 0.71

709 775 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00

708 733 409.43 160.28 112.65 291.74 131.85 193.45 411.75 28.04 12.36 220.14 15.90 273.85

708 707 9.59 12.98 81.39 129.72 158.56 18.91 15.37 85.38 166.47 88.17 77.56 69.25

733 734 337.88 165.07 81.16 228.12 132.53 192.54 340.29 30.77 45.76 157.96 17.14 273.09

734 737 279.06 78.01 102.00 198.93 49.25 95.64 286.33 -57.11 25.31 -128.37 69.49 -180.12

734 710 38.41 57.08 20.58 29.00 66.57 64.64 35.47 58.62 19.42 29.70 69.47 61.77

737 738 161.03 83.38 47.20 93.89 50.10 94.93 160.44 -42.05 6.31 -69.73 13.79 -121.54

738 711 56.18 88.64 0.90 0.49 50.74 94.41 51.15 91.23 0.96 0.47 55.46 91.81

Contd . . .

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711 741 18.24 29.77 0.32 0.18 17.39 31.15 16.55 30.60 0.34 0.17 18.94 30.26

711 740 37.91 59.24 0.13 0.07 33.79 62.85 34.55 61.02 0.14 0.07 36.95 61.11

713 704 188.26 90.59 79.50 312.93 294.12 120.12 190.34 5.28 161.60 268.24 212.76 167.42

704 714 84.18 6.61 27.62 90.25 16.63 1.23 84.38 4.34 29.81 89.57 16.65 0.84

704 720 49.49 69.87 103.35 160.81 225.65 85.79 52.32 29.16 188.64 117.41 144.04 134.43

720 707 9.84 13.16 82.16 131.34 159.78 20.39 14.61 86.69 168.00 88.22 76.94 70.49

720 706 0.01 0.99 19.38 29.79 34.26 1.40 0.05 1.02 18.59 30.22 34.29 0.48

706 725 0.00 0.21 18.67 30.15 34.89 1.01 0.01 0.22 17.85 30.57 34.94 0.05

705 742 6.68 0.55 35.82 65.11 69.95 3.80 6.70 0.36 34.16 65.85 70.07 2.01

705 712 109.56 53.82 7.51 122.53 101.75 66.94 114.91 -92.64 138.35 -53.94 21.70 -146.11

727 744 123.88 25.00 30.58 123.62 51.39 32.14 123.10 28.50 33.76 122.78 52.34 30.81

744 725 53.70 28.47 2.00 61.33 51.95 31.76 52.79 29.97 0.43 61.30 52.91 30.40

744 729 35.04 1.60 16.39 31.17 0.18 0.11 35.10 0.60 17.19 30.77 0.18 0.12

710 735 38.36 59.17 0.13 0.07 33.28 62.89 35.31 60.80 0.14 0.07 36.17 61.35

710 736 0.02 0.92 19.26 29.69 34.25 0.88 0.07 0.95 18.01 30.36 34.29 0.53

714 718 70.14 5.18 31.18 63.08 0.33 0.21 70.30 3.29 32.72 62.36 0.34 0.22

707 724 0.01 0.58 19.01 30.07 34.68 1.35 0.03 0.59 17.97 30.62 34.72 0.14

707 722 9.82 14.51 61.69 101.04 124.79 19.11 14.84 85.28 148.01 58.54 42.58 69.61

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Table 6.9 Test results summary for IEEE 37 bus URDS for capacitor placement

DescriptionBase Case After Capacitor Placement

Phase a Phase b Phase c Phase a Phase b Phase c

Capacitor placed nodes

701

712

722

737

738

- - -

4 x 50

2 x 50

2 x 50

2 x 50

1 x 50

4 x 50

2 x 50

2 x 50

2 x 50

1 x 50

4 x 50

2 x 50

2 x 50

2 x 50

1 x 50

Minimum Voltage 0.9334 0.9454 0.9266 0.9525 0.9678 0.9500

Voltage regulation (%) 6.66 5.46 7.34 4.75 3.22 5.00

Improvement of Voltage regulation (%) - - - 28.68 41.02 31.88

Active Power Loss (kW) 55.00 41.22 52.90 42.80 34.57 43.29

Total Active Power Loss reduction (%) - - - 22.18 16.13 18.17

Reactive Power Loss (kVAr) 41.89 38.92 50.82 33.77 31.94 42.08

Total Reactive Power Loss reduction (%) - - - 19.38 17.93 17.20

Total Demand (kW) 1165.2 1037.02 1525.8 1153 1030.74 1516.19

Total Released Demand (kW) - - - 12.2 6.65 9.61

Total Reactive Power Demand (kVAr) 585.29 526.42 767.12 577.17 519.44 758.38

Total Released Reactive Power Demand (kVAr) - - - 8.12 6.98 8.74

Total Feeder Capacity (kVA) 1303.94 1162.98 1707.79 1289.39 1154.23 1695.28

Total Released Feeder Capacity (kVA) - - - 14.55 8.75 12.51

Net Saving (Rs.) - 6,26,135.17

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6.7 Conclusion

A method is presented for optimal sizing and placement of

capacitor banks in unbalanced radial distribution systems to increase

voltage profile and minimizing power losses with an objective function of

maximizing net cost savings. Proposed method determines suitable

candidate nodes based on power loss indices (PLI) to place capacitors in

best locations. The capacitor-sizing problem is also addressed for loss

minimization using variational technique algorithm. The results obtained

indicate efficacy of the proposed method for capacitor placement and

sizing for 25-bus and IEEE 37-bus URDS.