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Steady-State and Step Response for the Flow System Report By: Dianah Dugan Red Squad: Ben Klinger, Ben Gordon UTC, Engineering 329 September 19, 2007

Steady-State and Step Response for the Flow Systemchem.engr.utc.edu/Student-files/x2007-Fa/328-Red/Red... ·  · 2007-09-27Dianah Dugan Page 6 9/26/2007 6 (a) Step Input (b) Step

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Steady-State and Step Response for the Flow System

Report By: Dianah Dugan

Red Squad: Ben Klinger, Ben Gordon

UTC, Engineering 329

September 19, 2007

Dianah Dugan Page 2 9/26/2007 2

Introduction:

The objectives of this experiment are to observe the time response of the output

function with a given input step function and to observe steady-state gain, dead time, and

response time for the flow system. These objectives will allow for better determination of

the first-order plus dead time parameters.

To achieve the objectives described, nine tests were performed based on various

inputs found on the flow’s steady-state operating curve. The operating region, found by

the steady-state operating curve, was separated into a lower, middle, and upper section.

Each test was then analyzed to better determine the steady-state gain, dead time, and time

constant of the flow system. Each test performed was graphed through excel and then

analyzed by hand.

This report explains the background and theory of the filter wash flow system, as

well as the steady-state operating curve. The experiment is theorized on how the behavior

of the tests should respond. A detailed explanation of the processes is explained, and then

results from the procedure are graphed to show the relationship between each of the

sections in the operating region. A discussion summarizes the results observed, and then

conclusions were made about the experiment as a whole, in terms of how the filter wash

flow system performs under conditions of steady-state and step response.

Dianah Dugan Page 3 9/26/2007 3

Background and Theory:

The filter wash flow system is used at Publicly Owned Treatment Works to filter

out the sewerage sludge solids, in order to send the sewerage to the landfill and the

filtrate water back into the Tennessee River. The filter presses, which operate in batch

mode, must be washed between each batch. The flow rate of the nozzles in each of the

filter presses is required to operate between 20 and 23 pounds per minute, which is

maintained by a variable speed centrifugal pump. Figure 1, below, shows the diagram for

this control system, nozzles, and pump.

Figure 1. Schematic diagram of the POTW Filters

For this flow system, the input, expressed in terms of a percentage of power over

a course of time, is a function called the manipulated variable, represented by m(t). The

output of the flow, expressed in pounds per minute, is a function called the control

variable, represented by c(t). The operational diagram is represented in Figure 2, shown

Dianah Dugan Page 4 9/26/2007 4

below. Note that the filter wash pump system is also recognized as the transfer function,

G(s) for the flow system.

Figure 2. Block diagram of Filter Wash System

A previous experiment required manipulation of various power inputs, which

produced a correlated output. This enabled a steady-state operating curve of the flow

system to be determined. By producing this curve, the normal operating region was

obtained, which allowed each group member to focus on a specific region of the curve.

The operating region for this curve ranged from 40 to 100 percent power input. Figure 3,

below, shows the steady-state operating curve for the given flow system.

Steady-State Operating Curve

0

5

10

15

20

25

0 10 20 30 40 50 60 70 80 90 100

m(t) Power Input (% )

c(t)

Ave

rage

Out

put (

lb/m

in

Figure 3: Steady-State Operating Curve for Flow System

Dianah Dugan Page 5 9/26/2007 5

Figure 4, below, shows the steady-state operating curve for the given operating region.

The slope of the curve is 0.25 pounds per minute percent, which should be equivalent to

the gain when determining the first order plus dead time parameters. The slope remains

steady throughout the operating region.

Steady-State Operating Curve for Operating Region

y = 0.25x - 1.4

7

9

11

13

15

17

19

21

23

25

40 50 60 70 80 90 100

m(t) Power Input (% )

c(t)

Ave

rage

Out

put (

lb/m

in

Figure 4: Steady-State Operating Curve for the Operating Region

In theory, when a step function input is given a specific value, the output will

have a response. Note that the step input can be given a negative or positive value based

on whether the step needs to step up or down with the power input. The step occurs at the

time and power input specified in the test. At the specific time the step occurs, the

response occurs at Δm, which is the percent power. The output response is expressed in

terms of Δc, which are pounds per minute. Below, Figure 5a shows a positive step input,

and Figure 5b shows the systems response.

Dianah Dugan Page 6 9/26/2007 6

(a) Step Input

(b) Step Response (Output)

Figure 5. Step response input and output functions

The transfer function, a Laplace domain expression, enables one to

determine the first order plus dead time parameters for a system. The equation

for the transfer function is shown below in Figure 6. K represents the gain, 0t

represents the dead time, and τ is the time constant. K is determined by dividing

Δc by Δm. The dead time is found by using a tangential line at the steepest slope

on the response curve, and cross-referencing it with a line of minimum output.

Subtract this cross-referenced line from the start of the step to achieve dead

time. To determine the time constant, a maximum output is drawn, while using

the same tangential line. Then, that cross-referenced point is subtracted by the

minimum cross-referenced point.

1)(

0

+=

sKesG

st

s τ

Figure 6: Equation for Transfer Function of a System

Dianah Dugan Page 7 9/26/2007 7

Procedure:

Nine tests were performed on the filter wash flow system based on the assigned

regions of power. Ben Gordon performed three tests on region one, from 40 to 60

percent power; Ben Klinger performed three tests on region two, from 60 to 80 percent

power, and Dianah Dugan performed three tests on region three, from 80 to 100 percent

power. The time at which the step occurs was based on when the function reached steady-

state at the baseline. The experiment length was determined appropriately by the time at

which the steady-state occurred after the step input function was induced. The valves all

remained open for the duration of each test. Once all of the tests were complete, Excel

was used to graph the data in terms of the input of the step function, the output of the

flow and the duration of the test, as shown below in Figure 7.

Step Response

75

80

85

90

95

100

0 5 10 15 20 25 30 35

Time (sec)

Inpu

t (%

)

0

5

10

15

20

25

30

Out

put (

lb/m

in)

Figure 7: Example of Step Response Performed in Region 3

Once each graph was created, the region after the step input was focused to

manually determine the gain, dead time, and time constant. These first order plus dead

time parameters were then averaged together for each section to obtain a confidence level

within 95 percent. To gain a better understanding of step response, a step down test was

Dianah Dugan Page 8 9/26/2007 8

then performed. This was done by using a negative as apposed to a positive number for

the input step.

Dianah Dugan Page 9 9/26/2007 9

Results:

Figure 8 shows the time constant with a 95 percent confidence level, as described

by each section in the operating region. The areas in red represent a positive step, and the

areas in blue represent a negative step.

Time Constant Values for Positive and Negative Step Response

0

0.5

1

1.5

2

2.5

3

3.5

4

4.5

5

Lower Middle Upper

Operational Region on SSOC Curve

Seco

nds

Figure 8: Time Constant Values for Step Response with 95% Confidence

As shown in Figure 9, the upper region of the positive step response produced the

greatest average time constant, at a value of 1.7 seconds, with the smallest standard

deviation, a value of zero; whereas the lower region produced the smallest average time

constant, at a value of 1.2 seconds, with the largest standard deviation, a value of 0.17

seconds. The entire operating region for the positive step response averages a time

constant value of 1.4 seconds.

Dianah Dugan Page 10 9/26/2007 10

(τ) Positive Step Test 1 Test 2 Test 3 Average Std. Dev. Lower Section (sec) 1 1.3 1.3 1.2 0.17 Middle Section (sec) 1.5 1.5 1.2 1.4 0.17 Upper Section (sec) 1.7 1.7 1.7 1.7 0

Figure 9: Calculated Data on the Time Constant for a Positive Step Response

As shown in Figure 10, the lower region produced the greatest time constant, at a

value of 2.0 seconds with a standard deviation of 0.65 seconds. The entire operating

region for the negative step response averages a value of 1.5 seconds.

(τ) Negative Step Test 1 Test 2 Test 3 Average Std. Dev. Lower Section (sec) 2 2.6 1.3 2 0.65 Middle Section (sec) 1.5 1.7 1.6 1.6 0.1 Upper Section (sec) 0.7 1 0.9 0.87 0.15 Figure 10: Calculated Data on the Time Constant for a Negative Step Response

Figure 11, below, shows the results of dead time values with a 95 percent

confident range. The bars in red represent a positive step, and the bars in blue represent a

negative step.

Dianah Dugan Page 11 9/26/2007 11

Dead Time Values for Positive and Negative Step Response

0

0.5

1

1.5

2

Lower Middle Upper

Operational Region on SSOC Curve

Seco

nds

Figure 11: Dead Time Values for Step Response with 95% Confidence

The dead time values, as shown in Figure 12, were consistent throughout the

entire operating range, averaging approximately 0.5 seconds for the positive step.

(to) Positive Step Test 1 Test 2 Test 3 Average Std. Dev. Lower Section (sec) 0.39 0.54 0.5 0.488 0.078 Middle Section (sec) 0.75 0.75 0.4 0.63 0.2 Upper Section (sec) 0.2 0.5 0.5 0.4 0.17

Figure 12: Calculated Data on the Dead Time for Positive Step Response

The negative step response was also consistent for dead time values, as shown in

Figure 13. The range for the entire operating region was between 0.47 and 0.80 seconds.

The average was 0.61 seconds, which is consistent with the 60 to 100 percent power

input regions for the positive step response.

Dianah Dugan Page 12 9/26/2007 12

(to) Negative Step Test 1 Test 2 Test 3 Average Std. Dev. Lower Section (sec) 0.5 0.15 0.75 0.47 0.3

Middle Section (sec) 0.75 0.85 0.8 0.8 0.05

Upper Section (sec) 0.6 0.5 0.6 0.57 0.058 Figure 13: Calculated Data on the Dead Time for Negative Step Response

Figure 14, below, shows the average gain values for both a positive and negative

step in the operating region. Bars in red represent a positive step response, whereas bars

in blue show a negative step response.

Gain Values for Positive and Negative Step Response

0

0.1

0.2

0.3

0.4

0.5

0.6

Lower Middle Upper

Operational Region on SSOC Curve

lb/ m

in %

Figure 14: Gain Values for Step Response with 95% Confidence

Throughout the operating range of the positive step response, the gain averaged a

value of 0.25 pounds per minute percent, as shown in Figure 15.

Dianah Dugan Page 13 9/26/2007 13

K Positive Step Test 1 Test 2 Test 3 Average Std. Dev.

Lower Section (lb/min%) 0.25 0.22 0.21 0.23 0.021

Middle Section (lb/min%) 0.22 0.25 0.26 0.24 0.021

Upper Section (lb/min%) 0.27 0.25 0.24 0.25 0.015 Figure 15: Calculated Data on the Gain for Positive Step Responses

The negative step response held consistent throughout the operating range of 40 to

100 percent power input, as shown in Figure 16. The average of all sections was 0.25

pounds per minute percent, which is consistent with the gain in the positive step response.

K Negative Step (lb/min%) Test 1 Test 2 Test 3 Average Std. Dev.

Lower Section (lb/min%) 0.25 0.25 0.24 0.25 0.0058

Middle Section (lb/min%) 0.25 0.24 0.25 0.25 0.0058

Upper Section (lb/min%) 0.23 0.25 0.26 0.25 0.015 Figure 16: Calculated Data on the Gain for Positive Step Responses

Dianah Dugan Page 14 9/26/2007 14

Discussion:

The results for the lower section of the operating region, which is between 40 and

60 percent power input, there is a 95 percent confidence that the time constant will be

between 1.03 and 1.37 seconds, the dead time will be between 0.40 and 0.56 seconds, and

the gain will be between 0.21 and 0.25 seconds. The middle section of the operating

region, which is between 60 and 80 percent power input are 95 percent confident of

falling between 1.23 and 1.57 seconds for the time constant, 0.43 and 0.83 seconds for

the dead time, and 0.23 and 0.26 pounds per minute percent for the gain. The results

show that for the upper section of the operating region, which is between 80 and 100

percent power input, there is a 95 percent confidence that the time constant will be

between zero and 1.71 seconds, the dead time will be between 0.23 and 0.57 seconds, and

the gain will be between 0.24 and 0.27 pounds per minute times percent.

For the entire operating range of 40 to 100 percent power, the average gain of the

first order plus dead time parameter agrees with the slope of the steady-state operating

curve of approximately 0.25 pounds per minute percent, both as a positive and negative

step response.

Dianah Dugan Page 15 9/26/2007 15

Conclusions:

With a given input step, there was a time response of the output function. Steady-

state gain, dead time, and response time were able to be determined for all regions in the

designated operating range, whether the input was a positive or negative step function, as

shown in Figure 17 and Figure 18. By determining all the values for the first order plus

dead time parameters, a transfer function, as described in the background, of the filter

wash flow system can successively be solved for.

SSOC Region K Uncertainty

Dead Time Uncertainty Tau Uncertatinty

(lb/min%) (sec) (sec) Lower 0.23 0.021 0.48 0.08 1.20 0.17 Middle 0.24 0.021 0.63 0.20 1.40 0.17 Upper 0.25 0.015 0.40 0.17 1.71 0.00

Figure 17: Average Values for Positive Step Response for FOPDT Parameters

SSOC Region K Uncertainty

Dead Time Uncertainty Tau Uncertatinty

Neg. Step (lb/min%) (sec) (sec) Lower 0.25 0.006 0.47 0.30 2.00 0.65 Middle 0.25 0.006 0.80 0.05 1.63 0.10 Upper 0.25 0.015 0.57 0.06 0.87 0.15

Figure 18: Average Values for Negative Step Response for FOPDT Parameters

Dianah Dugan Page 16 9/26/2007 16

Appendices:

The following three graphs were obtained and analyzed in the upper region by Dianah

Dugan.

(Step Up #1)

Step Response Graph

75

80

85

90

95

100

10 11 12 13 14 15 16

Time (sec)

Inpu

t (%

)

16

18

20

22

24

Out

put (

lb/m

in)

K = 0.27 t0 = 0.20 τ = 1.71

Dianah Dugan Page 17 9/26/2007 17

(Step Up #2)

Step Response for Experiment #2

75

80

85

90

95

100

10 11 12 13 14 15 16

Time (sec)

Inpu

t (%

)

16

18

20

22

24

Out

put (

lb/m

in)

K = 0.25 t0 = 0.50 τ = 1.71 (Step Up #3)

Step Response for Experiment #3

75

80

85

90

95

100

10 11 12 13 14 15 16

Time (sec)

Inpu

t (%

)

16

18

20

22

24

Out

put (

lb/m

in)

K = 0.24 t0 = 0.50 τ = 1.71

Dianah Dugan Page 18 9/26/2007 18

The following five graphs were obtained and analyzed in the middle region by Ben

Klinger.

(Step Up #4)

Step Response Graph

60

65

70

75

80

85

90

20 22 24 26 28 30 32 34 36 38 40

Time (s)

Pow

er In

put (

%)

10

12

14

16

18

20

22

24

26

28

30

Flow

Out

put (

lb/m

in)

K = 0.22 t0 = 0.75 τ = 1.5

Dianah Dugan Page 19 9/26/2007 19

(Step Up #5)

Step Response Graph 2

60

65

70

75

80

85

90

20 22 24 26 28 30 32 34 36 38 40

Time (sec)

Inpu

t (%

)

14

15

16

17

18

19

20

21

22

Out

put (

lb/m

in)

K = .25 t0 = .75 τ = 1.5

Dianah Dugan Page 20 9/26/2007 20

(Step Up #6)

Step Response Graph

60

65

70

75

80

85

90

20 22 24 26 28 30 32 34 36 38 40

Time (sec)

Inpu

t (%

)

10

12

14

16

18

20

22

24

Out

put (

lb/m

in)

K = .26 t0 = .40 τ =1.2

Dianah Dugan Page 21 9/26/2007 21

The following graphs were obtained and analyzed for the lower region by Ben Gordon. (Step Up #7)

Step Response Graph

5051525354555657585960

25 27 29 31 33 35

Time (sec)

Inpu

t (%

)

1010.51111.51212.51313.51414.515

Out

put (

lb/m

in)

K = 0.25 t0 = .39 τ = 1.0 (Step Up #8)

Step Response Graph

5051525354555657585960

25 27 29 31 33 35

Time (sec)

Inpu

t (%

)

1010.51111.51212.51313.51414.515

Out

put (

lb/m

in)

K= 0.22 t0 = 0.54 τ =1.3

Dianah Dugan Page 22 9/26/2007 22

(Step Up #9)

Step Response Graph

5051525354555657585960

25 27 29 31 33 35

Time (sec)

Inpu

t (%

)

1010.51111.51212.51313.51414.515

Out

put (

lb/m

in)

K = 0.21 t0 = .50 τ = 1.3

The following three graphs were obtained and analyzed in the upper region by Dianah

Dugan.

Dianah Dugan Page 23 9/26/2007 23

(Step Down #1)

Step Down #1

80828486889092949698

100

8 10 12 14 16

Time (sec)

Inpu

t (%

)

15

20

25

Out

put (

lb/m

in)

K = 0.23 t0 = 0.60 τ =0.70 (Step Down #2)

Step Down #2

80828486889092949698

100

8 10 12 14 16

Time (sec)

Inpu

t (%

)

15

20

25

Out

put (

lb/m

in)

K = 0.25 t0 = 0.50 τ =1.0

Dianah Dugan Page 24 9/26/2007 24

(Step Down #3)

Step Down #3

75

80

85

90

95

100

8 10 12 14 16

Time (sec)

Inpu

t (%

)

15

20

25

Out

put (

lb/m

in)

K = 0.26 t0 = 0.60 τ =0.90

Dianah Dugan Page 25 9/26/2007 25

The following three graphs were obtained and analyzed in the middle region by Ben

Klinger.

(Step Down #4)

Negative Response 1

60

65

70

75

80

85

90

20 22 24 26 28 30 32 34 36 38 40

Time (s)

Inpu

t (%

)

10

12

14

16

18

20

22

24

Out

put (

lb/m

in)

K = 0.25 t0 = 0.75 τ = 1.5

Dianah Dugan Page 26 9/26/2007 26

(Step Down #5)

Negative Response 2

60

65

70

75

80

85

90

20 22 24 26 28 30 32 34 36 38 40

Time (s)

Inpu

t (%

)

10

12

14

16

18

20

22

24

Out

put (

lb/m

in)

K = 0.24 t0 = 0.85 τ = 1.7 (Step Down # 6)

Negative Response 3

60

65

70

75

80

85

90

20 22 24 26 28 30 32 34 36 38 40

Time (s)

Inpu

t (%

)

10

12

14

16

18

20

22

24

Out

put (

lb/m

in)

Dianah Dugan Page 27 9/26/2007 27

K = 0.25 t0 = 0.80 τ = 1.6 The following graphs were obtained and analyzed for the lower region by Ben Gordon.

(Step Down #7)

Step Down

4042444648505254565860

25 27 29 31 33 35

Time (sec)

Inpu

t (%

)

56789101112131415

Out

put (

lb/m

in)

K = 0.25 t0 = 0.5 τ = 2.0

Dianah Dugan Page 28 9/26/2007 28

(Step Down #8)

Step Down

4042444648505254565860

25 27 29 31 33 35

Time (sec)

Inpu

t (%

)

56789101112131415

Out

put(

lb/m

in)

K= 0.25 t0 = 0.15 τ = 2.6 (Step Down #9)

Step Down

4042444648505254565860

25 27 29 31 33 35

Time (sec)

Inpu

t (%

)

56789101112131415

Out

put (

lb/m

in)

K= 0.24 t0 = 0.75 τ = 1.3

Dianah Dugan Page 29 9/26/2007 29

References:

Figure 1 and Figure 2 were obtained by the following website, as well as information

regarding the background and theory:

http://chem.engr.utc.edu/green-engineering/Filter-Wash/Filter-Wash-System-Detail.htm

Figure 5 and Figure 6 were obtained by the following website:

http://chem.engr.utc.edu/green-engineering/Filter-Wash/Filter-Wash-System-Step.htm

The internet site where the tests were performed:

http://chem.engr.utc.edu/green-engineering/Filter-Wash/Filter-Wash-Step.htm