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Theoretical Frameworks for Routing Problems in the Internet Menglin Liu 5/29/2009 1

Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

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Page 1: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Theoretical Frameworks for Routing

Problems in the Internet

Menglin Liu

5/29/20091

Page 2: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Outline

Background

BGP

Theoretical frameworks

Path algebra

Routing algebra

Stable path problem

Policy structure and routing structure

Metarouting

Routing Algebra Meta-Language (RAML)

5/29/20092

Page 3: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

BGP (Border Gateway Protocol)

5/29/20093

A Network Layer Protocol

Designed as the core routing protocol of the Internet

AS: Autonomous System

From Prof Mukherjee’s ECS 152 lecture notes

3b

1d

3a

1c

2aAS3

AS1

AS21a

2c

2b

1b

3c

eBGP session

iBGP session

Page 4: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

BGP Routing Policy

5/29/20094

An example:

X does not want to route from B via X to C

.. so X will not advertise to B a route to C

From Prof Mukherjee’s ECS 152 lecture notes

A

B

C

W X

Y

legend:

customer

network:

provider

network

Page 5: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

BGP Divergence

5/29/20095

BGP is not a pure distance-vector since the routing

policies can override distance metrics

Distance vector:

From time-to-time, each node sends its own distance vector estimate to neighbors

When a node 𝑥 receives new DV estimate from neighbor, it updates its own DV using Bellman-Ford equation:

The routing policies may conflict and cause BGP to

diverge.

𝐷𝑥(𝑦) ← min y {c(𝑥, 𝑦) + 𝐷y(𝑦) } for each node 𝑦 ∊ 𝑵

Page 6: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

BGP Divergence: An Example

5/29/20096

D1

D2 D3

D0

r2 r3

r1

r2>r1>r3

r3>r2>r1 r1>r3>r2

Step 0 Step 1 Step 2

D1 r1 D1 r1 D1 r1

D2 r3 D2 r3 D2 r2

D3 r3 D3 r1 D3 r1

Step 3 Step 4

D1 r2 D1 r2

D2 r2 D2 r2

D3 r1 D3 r3

Step 5 Step 6

D1 r2 D1 r1

D2 r3 D2 r3

D3 r3 D3 r3Example from [VGE00]

Page 7: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Theoretical Framworks

5/29/20097

How to model the BGP routing problems?

Policy-based Routing

Path Algebras

Routing Algebras

Stable Path Problem

Policy Structure and Routing Structure

And how to ensure the existence of a solution (stable routing)?

Universal condition

Instance condition

Page 8: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Path Algebras (Semi-rings)

5/29/20098

𝑋 : Values that will be associated with routes and edges

Commutative:

Associative:

Identity:

Selectivity:

Associativity:

Identity:

Annihilator:

Page 9: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Path Algebra (cont.)

5/29/20099

and

Distributivity:

Path Selection Function

Path Computing Function

Page 10: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Path Algebra Examples

5/29/200910

𝑃1 : A → B → C → D

𝑃2 : B → C → D

𝑃3 : A → DA

B C

D

11

1

4

Page 11: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Path Algebra -- Conditions

5/29/200911

Universal Conditions

Super-unitary

: zero weight

: zero weight is best possible – no negative edge

Nilpotent

: the worst weight

∀𝑎, ∃𝑞, s.t. : loop has no benefits for all the instances

Instance Condition

Absorptive

Loop has no benefits for this instance

Page 12: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Routing Algebra

5/29/200912

∑ , 𝑳 𝑿

≲ ⊕

⊗ ⊗

Page 13: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Routing Algebra -- Conditions

5/29/200913

Universal Condition

Monotonicity

Instance Condition I = Freeness

For every , and every , there exists

i, such that 𝜎i<𝓛𝐴(𝑣i, 𝑣i+1) ⨂ 𝜎i+1

Go to slide 15

Page 14: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Stable Path Problem

5/29/200914

No universal condition for SPP

Every node v maintains a set of permitted paths to

the destination , and a ranking function . If ,

and , then .

The path assignment is a solution if it is stable at each

node u The path assignment π maps each node to a path,

Stable:

Page 15: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

A Dispute Wheel

5/29/200915

(1) Ri is a path from ui to ui+1

(2)

(3)

(4)

Which path will ui choose ?

Qi≤RiQi+1≤RiRi+1Qi+2

≤RiRi+1Ri+2Qi+3≤…

≤RiRi+1…Ri-1Qi ≤…

No solution!

Page 16: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Stable Path Problem – Instance Condition

5/29/200916

No dispute wheel

Revisit instance condition of Routing Algebra

Page 17: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Policy Structure & Routing Structure

5/29/200917

Policy structure

𝖃: values that will be associated with routes

≼: x≼y means value x is at least as well-preferred as value y

⊑: x⊑y means value y can be constructed from value x

S-Instance

𝝍 maps paths to elements of 𝖃 such that for all and all , we have 𝝍(P ) ⊑ 𝝍(QP)

Page 18: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Policy Structure and Routing Structure

5/29/200918

Routing Structure of an S-Instance

Attention!

is the sub-path relation

is the preference relation

Page 19: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Policy Structure and Routing Structure

5/29/200919

Then we have :

(join relation):

R1 and R2 are over the same set X

x R z ⇔ There exists such that and

Page 20: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Policy Structure and Routing Structure

5/29/200920

Instance Condition

is anti-reflexive

Anti-reflexive: (R is a relation)

A bad triangle: an example of dispute wheel

Universal Condition

is anti-reflexive

Page 21: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

The Rest of Chau’s Paper [CGG06]

5/29/200921

Associate previous frameworks with policy structure and

routing structure

Path algebras vs. policy/routing structure

Routing algebras vs. policy/routing structure

Stable path problems vs. routing structure

Discuss the relation between the universal/instance

conditions for all these theoretical frameworks

Page 22: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Routing Algebra Meta-Language (RAML)

5/29/200922

Objective:

We can construct more interesting routing protocols

All protocols constructed should have a solution

Motivation

Constructing (complex) routing algebras is difficult and tedious

Proving monotonicity condition is even worse

Can we design a meta-language and make thing easier?

Page 23: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML (cont’d)

5/29/200923

Technique

Design several “natural” operations

Define some “basic” routing algebras

Construct complex routing algebras from the basic ones by

using the operations we define

Page 24: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Basic Algebras

5/29/200924

Algebra Description Properties

ADD(n, m) Natural number addition Strict monotonicity

MULT(n, m) Natural number product Monotonicity

MULTr(n, m) Real number product

MAX(n) Maximum Monotonicity

MIN(n) Minimum

LP(n) Local preference

OP(n) Origin preference Monotonicity

SEQ(n, m) Sequences Strict monotonicity

SIMSEQ(n, m) Simple sequences Strict monotonicity

TAGS(T) Route tags Monotonicity

Page 25: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Basic Algebras (cont’d)

5/29/200925

ADD(n, m)

𝐿 = *n, n+1, … , m+

𝛴 = *n, n+1, … , m+ ⋃ *𝜑}

i ⨁ j = 𝜑, if i + j ∉ *n, n+1, … , m+

i ⨁ j = i + j, otherwise

Multiplications are defined similarly

ADD(1,5)

⨁ 1 2 3 4 5 𝜑

1 2 3 4 5 𝜑 𝜑

2 3 4 5 𝜑 𝜑 𝜑

3 4 5 𝜑 𝜑 𝜑 𝜑

4 5 𝜑 𝜑 𝜑 𝜑 𝜑

5 𝜑 𝜑 𝜑 𝜑 𝜑 𝜑

Page 26: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Basic Algebras (cont’d)

5/29/200926

MAX(n), MIN(n), LP(n)

𝐿 = *1, 2, …, n+

𝛴 = *1, 2, …, n+ ⋃ *𝜑}

OP(n)

𝐿 = {𝜅}

𝛴 = *1, 2, …, n+ ⋃ *𝜑}

MAX(3)

⨁ 1 2 3

1 1 2 3

2 2 2 3

3 3 3 3

MIN(3)

⨁ 1 2 3

1 1 1 1

2 1 2 2

3 1 2 3

LP(3)

⨁ 1 2 3

1 1 1 1

2 2 2 2

3 3 3 3

OP(3)

⨁ 1 2 3

𝜅 1 2 3

Page 27: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Basic Algebras (cont’d)

5/29/200927

SEQ(n, m)

𝐿 = *1, 2, … , n+

𝛴 = {𝜖+ ⋃ 𝐿1 ⋃ 𝐿2 ⋃ … ⋃ 𝐿m ⋃ *𝜑}

(the set of strings over alphabet 𝐿 with length at most m)

𝑖 ⨁ 𝜎 = 𝜑, if |𝜎| = m; 𝑖 ⨁ 𝜎 = 𝑖 ∷ 𝜎, otherwise

𝜎1 ≼ 𝜎2 ⇔ |𝜎1| ≤ |𝜎2|

SIMSEQ(n, m)

𝐿 = *1, 2, … , n+

𝛴 = {𝜖+ ⋃ 𝐿1 ⋃ 𝐿2 ⋃ … ⋃ 𝐿m ⋃ *𝜑}

𝑖 ⨁ 𝜎 = 𝜑, if |𝜎| = m or 𝑖 ∈ 𝜎; 𝑖 ⨁ 𝜎 = 𝑖 ∷ 𝜎, otherwise

𝜎1 ≼ 𝜎2 ⇔ |𝜎1| ≤ |𝜎2|

Page 28: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Basic Algebras (cont’d)

5/29/200928

TAGS(T)

T : type of objects (Integer, String, etc.)

𝛴 = 2T (all finite sets of objects of type T)

𝐿 = {(i, 𝜎) | 𝜎 ∈ 𝛴+ ⋃ *(d, 𝜎) | 𝜎 ∈ 𝛴+ ⋃ *𝜅}

(i, 𝜎) : insertion of elements

(d, 𝜎) : deletion of elements

⨁ 𝜎

(i, 𝜎1) 𝜎 ⋃ 𝜎1

(d, 𝜎1) 𝜎 ∕ 𝜎1

𝜅 𝜎

Page 29: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Lexical Product

5/29/200929

𝐴 ⨂ 𝐵

Given two routing algebras

𝐴 = (𝛴A, 𝐿A, ≼A, ⨁A, 𝜑A)

𝐵 = (𝛴B, LB, ≼B, ⨁B, 𝜑B)

We want to define binary operation ⨂ for constructing new

routing algebra

𝐴 ⨂ 𝐵 = (𝛴, 𝐿, ≼, ⨁, 𝜑)

Motivation: multiple routing metrics (BGP, OSPF, etc.)

Page 30: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Lexical Product (cont’d)

5/29/200930

Product Construction I

𝛴 = (𝛴A ∕ *𝜑A}) × (𝛴B ∕ *𝜑B+) ⋃ *𝜑}

(𝜎1A, 𝜎1B) ≼ (𝜎2A, 𝜎2B) ⇔ 𝜎1A ≺A 𝜎2A or 𝜎1A =A 𝜎2A, 𝜎1B ≼B 𝜎2B

𝐿 = 𝐿A × 𝐿B

(𝜆A, 𝜆B) ⨁ (𝜎A, 𝜎B) = (𝜆A ⨁A 𝜎A, 𝜆B ⨁B 𝜎B) if 𝜆A ⨁A 𝜎A ≠ 𝜑A

and 𝜆B ⨁B 𝜎B ≠ 𝜑B

(𝜆A, 𝜆B) ⨁ (𝜎A, 𝜎B) = 𝜑 otherwise

Page 31: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Scoped Product

5/29/200931

𝐴 ⨀ 𝐵

Given two routing algebras

𝐴 = (𝛴A, 𝐿A, ≼A, ⨁A, 𝜑A)

𝐵 = (𝛴B, LB, ≼B, ⨁B, 𝜑B)

We want to define binary operation ⨂ for constructing new

routing algebra

𝐴 ⨀ 𝐵 = (𝛴, 𝐿, ≼, ⨁, 𝜑)

Motivation: communication inside administrative entities vs.

communication between administrative entities

e.g. BGP = EBGP ⨀ IBGP

Page 32: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Scoped Product (cont’d)

5/29/200932

Product Construction II

𝛴 = (𝛴A ∕ *𝜑A}) × (𝛴B ∕ *𝜑B+) ⋃ *𝜑}

(𝜎1A, 𝜎1B) ≼ (𝜎2A, 𝜎2B) ⇔ 𝜎1A ≼A 𝜎2A or 𝜎1A =A 𝜎2A, 𝜎1B ≼B 𝜎2B

𝐿 = (𝐿A × 𝛴B) ⋃ 𝐿B

Here we assume w.l.o.g that 𝐿A × 𝛴B ⋂ 𝐿B is empty

For edges between entities, labels are of the form (𝜆A, 𝜎’B)

For edges inside entities, labels are of the form 𝜆B

⨁ (𝜎A , 𝜎B)

(𝜆A, 𝜎’B) (𝜆A ⨁A 𝜎A , 𝜎’B)

𝜆B (𝜎A , 𝜆B ⨁B 𝜎B)

Page 33: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Scoped Product (cont’d)

5/29/200933

Router 1 (𝜎0, 𝛽0)

Router 2 (𝜎0, 𝛽1)=(𝜎0, 𝜆B1 ⨁B 𝛽0)

𝜆1 = 𝜆B1

Router 3 (𝜎1, 𝛽2)=(𝜆A ⨁A 𝜎0, 𝛽2)

𝜆3 = 𝜆B2

𝜆2 = (𝜆A, 𝛽2)

Router 4 (𝜎1, 𝛽3)=(𝜎1, 𝜆B2 ⨁B 𝛽2)

Page 34: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Disjunction

5/29/200934

𝐴 ⊲ 𝐵

Given two routing algebras

𝐴 = (𝛴A, 𝐿A, ≼A, ⨁A, 𝜑A)

𝐵 = (𝛴B, LB, ≼B, ⨁B, 𝜑B)

We want to define binary operation ⨂ for constructing new

routing algebra

𝐴 ⊲ 𝐵 = (𝛴, 𝐿, ≼, ⨁, 𝜑)

Motivation: we want to use both 𝐴 and 𝐵 in the sense that

signatures in 𝛴A have higher preference than signatures in 𝛴B

Page 35: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Disjunction (cont’d)

5/29/200935

Implementation

𝛴 = (𝛴A ∕ *𝜑A+) ⋃ (𝛴B ∕ *𝜑B+) ⋃ *𝜑}

𝜎1 ≼ 𝜎2 ⇔𝜎1, 𝜎2 ∈ 𝛴A, 𝜎1 ≼A 𝜎2 or

𝜎1, 𝜎2 ∈ 𝛴B, 𝜎1 ≼B 𝜎2 or

𝜎1 ∈ 𝛴A , 𝜎2 ∈ 𝛴B

𝑡 : an injection function from 𝛴A to 𝛴B

𝐿 = 𝐿A ⋃ 𝐿B ⋃ *𝑖}

⨁ 𝜎A 𝜎B

𝜆A 𝜆A ⨁ 𝜎A 𝜑

𝜆B 𝜑 𝜆B ⨁ 𝜎B

𝑖 𝑡(𝜎A) 𝜑

Page 36: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Monotonicity Preservation

5/29/200936

𝐴 𝐵 𝐴 ⨂ 𝐵 𝐴 ⨀ 𝐵 𝐴 ⊲ 𝐵

M M M - M

M SM SM - M

SM M SM M M

SM SM SM SM SM

SM * SM - -

Page 37: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

RAML – Constructing BGP

5/29/200937

Constructing an IGP-like protocol

GN = ADD(1, 232) ⨁ SIMEQ(232, 30) ⨁ TAGS(String)

RAN = ADD(1, 232) ⨁ SIMEQ(232, 30) ⨁ TAGS(String)

MAN = ADD(1, 232) ⨁ SIMEQ(232, 30) ⨁ TAGS(String)

MyIGP = GN ⨀ (RAN ⨀ MAN)

Constructing the real BGP is more tedious and is omitted

here, see Metarouting paper [GS05] for more details

Page 38: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Open Problems and Discussion

5/29/200938

Some of the universal/instance condition seems unnatural

The freeness condition for routing algebras is seemingly

“translated” from dispute wheel in stable path problem

Can we find natural conditions which might reveal more insight

of the convergence condition?

Can we design a theoretical framework that allow

security feature?

Can we design meta-languages for other frameworks?

Page 39: Theoretical Frameworks for Routing Problems in the Internetmae.engr.ucdavis.edu/dsouza/Classes/MAE298-S09/ml526.pdf · RAML –Scoped Product (cont’d) 32 5/29/2009 Product Construction

Thank you!

5/29/200939

Comments Appreciated!