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Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University Hsinchu, Taiwan 30013, R.O.C. E-mail: [email protected] The slides are made by using MS PowerPoint 2007

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Page 1: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Constructions of Optical Priority Queues

Jay Cheng

Department of Electrical Engineering & Institute of Communications Engineering

National Tsing Hua UniversityHsinchu, Taiwan 30013, R.O.C.

E-mail: [email protected]

The slides are made by using MS PowerPoint 2007

Page 2: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction• An Improved SDL Construction• Conclusion and Future Works

Page 3: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction • An Improved SDL Construction• Conclusion and Future Works

Page 4: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Motivation

• As photons cannot be easily stopped, stored, and forwarded, the only known way to store optical packets without converting them into other media is to direct optical packets through optical Switches and fiber Delay Lines (SDL) so that packets appear at the right place and at the right time

• Recent advances in SDL constructions have shown that there exist systematic methods for constructing various types of optical queues, including buffered switches, FIFO multiplexers, FIFO queues, LIFO queues, priority queues, linear compressors, non-overtaking delay lines, and flexible delay lines

• The purpose of the slides is to help the audience understand our SDL constructions of priority queues (for simplicity, only the single-input single-output case is presented here).

• One of the well-recognized key problems for all-optical packet-switched networks is the lack of optical buffer for contention resolution among packets competing for the same resources

• The key idea in the SDL constructions is to design different types of optical buffers for different types of network elements that do not need buffers with random-access capability

Page 5: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction• An Improved SDL Construction• Conclusion and Future Works

Page 6: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Basic Assumptions

• Time in all optical links is slotted and synchronized so that a packet can be transmitted within a time slot.

• Packets are of the same size.

• A fiber delay line with delay d is an optical link that requires d time slots for a packet to traverse through.

• An M x M crossbar switch is a network element with M input links and M output links that realizes all the M! permutations between its inputs and outputs.

Page 7: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Control input link

Arrival link

Buffer size

Departure link

Loss link

Definition of Priority Queues

Priority queuewith buffer B

B

a(t)

c(t)

d(t)

(t)

(P1) Flow conservation

(P2) Non-idling

(P3) Priority departure

(P4) Maximum buffer usage

(P5) Priority loss

Arriving packets from the arrival link are either stored in the buffer or transmitted through the departure link or the loss link.

If c(t)=1, then there is always a departing packet if there are packets in the buffer or there is an arriving packet.If there is a departing packet at time t, then the

departing packet is the one with the highest priority among all the packets in the queue at time t.

If c(t)=0, then there is a lost packet only when buffer is full and there is an arriving packet.If there is a lost packet at time t, then the lost

packet is the one with the lowest priority among all the packets in the queue at time t.

Page 8: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction• An Improved SDL Construction• Conclusion and Future Works

Page 9: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

The Operations of a Priority Queue (B=9)

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

c(t)

RAM

Page 10: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 1

c(t)c(t)=0

Page 11: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

(P1) Flow conservation: Arriving packets from the arrival link are either stored in the buffer or transmitted through the departure link or the loss link

c(t)=0

1

t = 1

Page 12: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 1t = 2

12

(P2) Non-idling: If c(t)=1, then there is always a departing packet if there are packets in the buffer or there is an arriving packet

(P3) Priority departure: If there is a departing packet at time t, then the departing packet is the one with the highest priority among all of the packets in the queue at time t

c(t)=0c(t)=1

Page 13: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 2t = 3

1

1

2

c(t)=1c(t)=0

Page 14: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 3t = 4

1

2

3

c(t)=0c(t)=0

Page 15: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 4t = 5

1

2

3

4

c(t)=0c(t)=0

Page 16: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 5t = 6

1

2

3

4 445

c(t)=0c(t)=0

Page 17: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 6t = 7

1

2

3

1 5

4

2

3

4

6

5

c(t)=0c(t)=0

Page 18: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 7t = 8

2

3

4

5 6

5

1

6

7

c(t)=0c(t)=0

Page 19: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 8t = 9

2

3

4

8 7

6

1

5

c(t)=0c(t)=0

Page 20: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 9t = 10

2

3

4

8 7

6

1

5

89

c(t)=0c(t)=0

Page 21: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Priority queue with buffer B

d(t)

l (t)

a(t)

c(t)

B

The Operations of a Priority Queue (B=9)

t = 10t = 11

2

3

4

5 7

6

1

5

9

8

6

10

9

(P4) Maximum buffer usage: If c(t)=0, then there is a lost packet only when buffer is full and there is an arriving packet

(P5) Priority loss: If there is a lost packet at time t, then the lost packet is the one with the lowest priority among all of the packets in the queue at time t

7

8

c(t)=0c(t)=0

Page 22: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction• An Improved SDL Construction• Conclusion and Future Works

Page 23: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Our Previous SDL Construction

• Theorem If for all , then the following construction can be operated as a priority queue with buffer

Sorter Shifter

d1d2

dM

Arrival link

Departure link

Control input

lowest

highest1

2

M

M+1

1

2

M

M+1

1

2

M

M+1

1

2

M

M+1

Loss link

Page 24: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

2 3

654

87

9

2

3 4

765

98

10

1

t = 0t = 1

(P1) Flow conservation is satisfied

c(t) = 0The key is to view empty time slots as fictitious packets that have priorities lower than those of real packets.Moreover, the priorities among the fictitious packets are decreasing in the order of their arrival times.Note that both the packet with the highest priority and the packet with the lowest priority appear at the inputs of the sorter at the beginning of each time slot.

Page 25: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=1

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

4 2

376

59

8

3

48

6t = 1t = 2

(P2) Non-idling and (P3) Priority departure are satisfied

c(t) = 0c(t) = 1

2

5

7

10

9

1

Page 26: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

2 4

637

85

9

5

74

9t = 2t = 3

c(t) =1c(t) = 0

2

3

8

6

10

1

Page 27: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

5 2

374

69

8

1

6 2

485

710

9

3

t = 3t = 4

c(t) = 0c(t) = 0

Page 28: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

2 3

548

67

9

1

2 3

659

78

10

4

t = 4t = 5

c(t) = 0c(t) = 0

Page 29: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

3 2

465

87

9

1

3 2

576

98

10

4

t = 5t = 6

c(t) = 0c(t) = 0

Page 30: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

2 3

457

69

8

2

3 4

568

710

9

1

t = 6t = 7

c(t) = 0c(t) = 0

Page 31: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

4 2

356

87

9

1

4 2

367

98

10

5

t = 7t = 8

c(t) = 0c(t) = 0

Page 32: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

2 4

536

79

8

1

2 4

536

710

9

8

t = 8t = 9

c(t) = 0c(t) = 0

Page 33: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

4 2

653

87

9

1

4 2

653

98

10

7

t = 9t = 10

c(t) = 0c(t) = 0

Page 34: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Sorter Shifter

11 d

22d

33 d

24 d15 d

highest

lowest

1

2

3

4

5

6

c(t)=0

d(t)

l(t)

a(t)

An Example of Our Previous SDL Construction (B=9)

1

2 3

465

79

8

1

2 3

476

810

9

5

t = 10t = 11

(P4) Maximum buffer usage and (P5) Priority loss are satisfied

c(t) = 0c(t) = 0

Page 35: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction• An Improved SDL Construction• Conclusion and Future Works

Page 36: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

(A2) When a packet enters the ith delay line, there are at least di-1 packets with priorities higher than its priority, and there are at least di-1 packets with priorities lower than its priority

An Improved SDL Construction

• The key to the success of our previous SDL construction is we make sure that the following condition is satisfied:

(A1) Both the highest priority packet and the lowest priority packet appear at the inputs of the sorter at the beginning of each time slot

• Our improvement is made possible by the observation that the following condition (A2) implies that (A1) holds:

In other words, all the packets stored in the fiber delay lines cannot be either the highest priority packet or the lowest priority packet until they appear at the inputs of the sorter

Page 37: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

An Improved SDL Construction

Page 38: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

An Improved SDL Construction

Page 39: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

The Concept of the Cells of the Fiber Delay Lines

(1,1)

(2,2) (2,1)

(m,1)(m,2)(m,m)

(m+1,1)(m+1,2)(m+1,m)(m+1,dm+1)

(M,1)

(M-1,2) (M-1,1)

(M+1-m,1)(M+1-m,2)(M+1-m,m)

(M-m,1)(M-m,2)(M-m,m)(M-m,dM-m)

m

m

M-2m

d1=1

d2=2

• • •

dm=m

dM+1-m=m

••

dM=1

dM-1=2

Page 40: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

• The (i,j)th cell, i=1,2,…M, j=1,2,…,di, is the jth cell of the ith fiber delay line.

Example (M=7, m=3)

(4,4)

(1,1)

(2,2) (2,1)

(3,3) (3,2) (3,1)

(4,3) (4,2) (4,1)

(7,1)

(6,2) (6,1)

(5,3) (5,2) (5,1)

i=1

i=2

i=3

i=4

i=5

i=6

i=7

m=3

m=3

M-2m=1

j=1

j=3

j=4

j=2

• We view a fiber delay line with delay d as a sequential buffer that consists of d cells with each cell capable of holding a packet.

• A packet entering the ith delay line at time t will be stored in the (i,j)th cell at time t+j-1.

Page 41: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

0

1

1 1

1 1 1

0 1 1

0

0 0

0 0 0

1

2

4

8

13

14

16

3

6

7

12

5

10

11

9

15

Tagged packet

We consider a packet that enters the i th delay line at some time t0 and call it the tagged packet

0Let pi,j(t)=

1, if the priority of the packet in cell (i,j) at time t is higher than or equal to the priority of the tagged packet 0, otherwise.

Properties of pi,j(t)

Page 42: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

At time t-1

Properties of pi,j(t)

0

1

1 1

1 1 1

0 1 1

0

0 0

0 0 0

1

2

4

8

13

14

16

3

6

7

12

5

10

11

9

15

0

1

1 1

1 1 1

00 1 1

0

0 0

0 0 0

1

2

4

8

13

14

16

3

6

7

12

5

10

11

9

15

1

3

5

8

10

12

16

At time t-1At time t

i=4 i=4

1

1

1

1

0

0

0

15

13

9

14

11

Monotonicallydecreasing

Page 43: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

(1,1)

(2,2) (2,1)

(m,1)(m,2)(m,m)

(m+1,1)(m+1,2)(m+1,m)(m+1,dm+1)

(M,1)

(M-1,2) (M-1,1)

(M+1-m,1)(M+1-m,2)(M+1-m,m)

(M-m,1)(M-m,2)(M-m,m)(M-m,dM-m)

1

,( ) ( )M j

j i ji j

p t p t

The total number of packets in the cells of the jth column that have properties higher than or equal to that of the tagged packet at time t

Page 44: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

0

1

1 11

1 1 1

1 1 1

0

0 0

0 0 0

1

3

5

8

10

12

16

2

4

9

14

6

7

13

11

15

0

1

1 1

1 1 1

0 1 1

0

0 0

0 0 0

1

2

4

8

13

14

16

3

6

7

12

5

10

11

9

15

At time t-1At time t

,3 ,2( ) ( 1)i ip t p t

Page 45: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

(1,1)

(2,2) (2,1)

(m,1)(m,2)(m,m)

(m+1,1)(m+1,2)(m+1,m)(m+1,dm+1)

(M,1)

(M-1,2) (M-1,1)

(M+1-m,1)(M+1-m,2)(M+1-m,m)

(M-m,1)(M-m,2)(M-m,m)(M-m,dM-m)

1

,( ) ( )M j

j i ji j

p t p t

,1

( ) ( )m

i ii

x t p t

The total number of packets in the cells of the jth column that have properties higher than or equal to that of the tagged packet at time t

Page 46: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

3

,1( ) ( ) 3i ii

x t p t

3

,1( 1) ( 1) 3i ii

x t p t

, , 1( ) ( 1)i j i jp t p t

0

1

1 1

1 1 1

1 1 1

0

0 0

0 0 0

1

3

5

8

10

12

16

2

4

9

14

6

7

13

11

15

0

1

1 1

1 1 1

0 1 1

0

0 0

0 0 0

1

2

4

8

13

14

16

3

6

7

12

5

10

11

9

15

At time t-1At time t

Page 47: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

0

1

1 1

1 1 1

1 1 1

0

0 0

0 0 0

1

3

5

8

10

12

16

2

4

9

14

6

7

13

11

15

0

1

1 1

1 1 1

0 1 1

0

0 0

0 0 0

1

2

4

8

13

14

16

3

6

7

12

5

10

11

9

15

At time t-1At time t

• p1(t) is the total number of packets in the first column at time t that have priorities higher than or equal to that of the tagged packet

• These M packets can only come from the arriving packet at time t and those packets stored at time t-1 in the cells (i,i) and (M+1-i,i) for i=1,2,…,m, and (i,di) for i=m+1,m+2,…,M-m

Arriving packet

M-2m

Page 48: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University
Page 49: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University
Page 50: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Outline

• Motivation• Definition of Priority Queues• The Operations of a Priority Queue

(Electronic Random Access Memory (RAM) is used to Buffer Packets)• Our Previous SDL Construction• An Improved SDL Construction• Conclusion and Future Works

Page 51: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Conclusion and Future Works

• We have considered the construction of an optical priority queue with a single (M+1) × (M+1) switch and M fiber delay lines, and have shown that such a construction can be operated as a priority queue with O(M3) buffer size

• Further studies are needed to go beyond the O(M3) buffer size and march toward the exponential upper bound O(2M) for a construction of an optical priority queue with a single (M+1) × (M+1) switch and M fiber delay lines

Page 52: Constructions of Optical Priority Queues Jay Cheng Department of Electrical Engineering & Institute of Communications Engineering National Tsing Hua University

Thank you!