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Optimization of Industrial Distribution
  Based on Small-world Networks
         —A Case Study of Chaoyang District, Beijing, China



                Yibo Yang
     Beijing University of Technology

                  October 2011
Outline
 Introduction
  ○ Networks is everywhere
 Small-world Network and Application
  ○ Evolving of Small-world Networks
  ○ Application in Industrial Distribution
  ○ Proof of Feasibility
 A Case Study of Chaoyang District, Beijing, China
  ○   Introduction to Chaoyang District
  ○   Industrial Networks Structure Networks
  ○   Critical Chain Analysis
  ○   Distribution Networks Buffer
  ○   Brief AON Chart



                                    2          Beijing University of Technology
Introduction

• Networks is everywhere
            Related to statistical physics, applied mathematics, information
            engineering, sociology, biology, management science, etc.




World Wide Web                        Food Web                            Social Networks
Copyright: http://marlonacosta.com/   Copyright: www.tutorvista.com       Copyright: www.pixmule.com




                                                3                     Beijing University of Technology
Small-world Network Model and Application

• Small-world Network Model
  ○ Systems can be highly clustered, like regular lattices.
  ○ Systems have small characteristic path lengths, like random graphs.




                  The structure of Small-world network
                            Copyright: www.urbagram.net



                                      4                   Beijing University of Technology
• Evolving of Small-world Networks
  ○ Growth: the network initially has m0 nodes and e0 edges, each time
    adding 1 new nodes and m edges.
  ○ Preferential attachment: selected M nodes (M ≥ m) as a new small
    world from the existing network randomly. Newly joined nodes
    according to the priority of connection probability to select connect
    to the local world's m nodes.




          ○ Ki: vertex degree of the i node
          ○ SW: Small-world Networks composed of new selected M nodes



                                      5                Beijing University of Technology
• Application in Industrial Distribution
  ○ Growth: after years of development, the city has a relatively stable
    industrial system which formed by a relatively independent industry.
  ○ Preferential attachment: when a new industry appears, it will give
    priority to the related industries of the city; then, In the following
    time, Industrial systems will follow a similar law of evolution.




   A Case of Industry Evolution

                                  6                Beijing University of Technology
• Proof of Feasibility:
     • Characteristic of industries linked
                          adaptability




            exogeneity                   transitivity




             reactivity
                                         imbalance
               jump



                             path
                          dependence


                                   7                    Beijing University of Technology
R(v j )             1 dvi 1 dvi          R(v j )
(ki )  R(vi )  (1   )                       (1   )    
                                jB ( vi ) N (v j )       vi dt vi dt jB(vi ) N (v j )


                                           8                   Beijing University of Technology
•   System Dynamics Equations

    ki          1                                       R(v j )             1                          R(v j )
         (l  n)  (l  m  n)[(1   )                      ]  (l  n) [(1   )                      ]
    t           N                            jB ( vi ) N (v j )            N               jB ( vi ) N (v j )



     into the initial conditions:                           ki (ti )  m
          3l  3m  n     2l  2m  
                                     1  2
             l mn          l mn

      Evolution of the industrial system of urban
      area has a characteristic of scale-free
                                                        9                         Beijing University of Technology
Introduction to Chaoyang District
• Chaoyang District is a district of northeastern Beijing, China,
  occupying 475 square kilometers urban area. It is the
  largest district

• A total population of
  3,642,000 in 2005
• Commercial center
   ○ over 3,000 foreign
     companies
   ○ 112 Global 500
     Companies
   ○ 47 headquarters of
     multinational
     companies                          Chaoyang-World
                                          Chaoyang-beijing
                                       Copyright: http://www.bing.com/maps
                               Copyright: WWW. wikipedia.org/wki/Chaoyang_District,_Beijing`



                                10                           Beijing University of Technology
Industrial Networks Structure Overall




 High-tech manufacturing industry   Public software services industry
                               11              Beijing University of Technology
• Overall structure shows the feature of “small
  world networks”
• Obvious characteristics of scale-free networks
  ○ The distribution of each node (degree) is uneven
     • Degree of majority of nodes is small
     • Degree of small classes of nodes is large
  ○ The characteristics of the local concentration
     • High-tech manufacturing industry
     • Public software services industry




                                 12        Beijing University of Technology
Small Sub-world Networks 1
• High-tech manufacturing industry




     Bb2 : food manufacturing industry             Bb4 : tobacco industry
     Bb5 : textile industry                        Bb9 : furniture manufacturing industry
     Bb13: petroleum ,nuclear fuel industry        Bb18: plastic products industry
     Bb19 : non-metallic mineral industry          Bb21 :non-ferrous metal refining industry
     Bb22: metal products industry                 Bb25 :automotive industry
     Bb27 :high-tech manufacturing and software services industry
     Bb29: handicrafts and other manufacturing
     Ca6 :Loading, Unloading and Other Transport Services


                                           13                     Beijing University of Technology
Node ID   Clustering Coefficients   Nrm Degree

Bb2       ——                        50.746
Bb4       ——                        44.776
Bb5       1.000                     46.269
Bb9       0.500                     52.239
Bb13      1.000                     40.299
Bb18      0.667                     49.254
Bb19      0.667                     46.269
Bb21      0.800                     46.269
Bb22      0.667                     49.254
Bb25      1.000                     44.776
Bb27      0.429                     47.761
Bb29      0.600                     46.269
Ca6       0.242                     58.209


                     14                 Beijing University of Technology
Small Sub-world Networks 2
• Public software services industry




       Cb2: computer services industry
       Cb3: software industry
       Bc1: electricity, heat production and supply industry
       Ca1: transport industry
       Ce1 :Banking
       Ce3 :insurance


                                        15                     Beijing University of Technology
Node ID      Clustering Coefficients   Nrm Degree

Bc1          1.000                     82.090
Ca1          1.000                     79.104
Cb2          1.000                     82.090
Cb3          1.000                     83.582
Ce1          1.000                     98.507
Ce3          1.000                     98.507



Both high-tech manufacturing industry
and public software services industry are
all in their own “small world”

                         16                Beijing University of Technology
Critical Industrial Chain Analysis




                    17        Beijing University of Technology
Industrial Distribution Networks Buffer




                     18         Beijing University of Technology
Brief AON Chart
18   17            16             14           13          12            1




     15       9    6     11   2   5                        4




          3   10   7




                   8




                        19            Beijing University of Technology
References
•   Aldrich, H. E., & Kim, P. H. (2007). Small worlds, infinite possibilities? How social networks
    affect entrepreneurial team formation and search. Strategic Entrepreneurship Journal, 1(1-
    2), 147-165.
•   ChinaTouristMaps. (2011). Map of Chaoyang District Beijing. from
    http://www.chinatouristmaps.com/provinces/beijing/chaoyang-district.html
•   Engel, J. S., & Del-Palacio, I. (2009). Global networks of clusters of innovation:
    Accelerating the innovation process. Business Horizons, 52(5), 493-503.
•   Frommer, I., & Pundoor, G. (2003). Small-worlds: A review of recent books. Networks,
    41(3), 174-180.
•   Jerome S. Engel, Itxaso del-palacio. Global Networks of Clusters of Innovation:
    Accelerating the Innovation Process[J].Business Horizons,2009,25(5):493-503
•   Kristian Moller, Senja Svahn How to Influence the Birth of New Business Fields
    [J].Industrial Marketing Management,2009(38):450-458
•   Möller, K., & Svahn, S. (2009). How to influence the birth of new business fields —
    Network perspective. Industrial Marketing Management, 38(4), 450-458.
•   Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of `small-world' networks.
    nature, 393(6684), 440-442.




                                                20                   Beijing University of Technology
Thank you!
         Contact us:

         yiboobaby@gmail.com;
         yiboobaby@163.com
    21    Beijing University of Technology

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【Original】Optimization of industrial distribution based on small world networks

  • 1. Optimization of Industrial Distribution Based on Small-world Networks —A Case Study of Chaoyang District, Beijing, China Yibo Yang Beijing University of Technology October 2011
  • 2. Outline  Introduction ○ Networks is everywhere  Small-world Network and Application ○ Evolving of Small-world Networks ○ Application in Industrial Distribution ○ Proof of Feasibility  A Case Study of Chaoyang District, Beijing, China ○ Introduction to Chaoyang District ○ Industrial Networks Structure Networks ○ Critical Chain Analysis ○ Distribution Networks Buffer ○ Brief AON Chart 2 Beijing University of Technology
  • 3. Introduction • Networks is everywhere Related to statistical physics, applied mathematics, information engineering, sociology, biology, management science, etc. World Wide Web Food Web Social Networks Copyright: http://marlonacosta.com/ Copyright: www.tutorvista.com Copyright: www.pixmule.com 3 Beijing University of Technology
  • 4. Small-world Network Model and Application • Small-world Network Model ○ Systems can be highly clustered, like regular lattices. ○ Systems have small characteristic path lengths, like random graphs. The structure of Small-world network Copyright: www.urbagram.net 4 Beijing University of Technology
  • 5. • Evolving of Small-world Networks ○ Growth: the network initially has m0 nodes and e0 edges, each time adding 1 new nodes and m edges. ○ Preferential attachment: selected M nodes (M ≥ m) as a new small world from the existing network randomly. Newly joined nodes according to the priority of connection probability to select connect to the local world's m nodes. ○ Ki: vertex degree of the i node ○ SW: Small-world Networks composed of new selected M nodes 5 Beijing University of Technology
  • 6. • Application in Industrial Distribution ○ Growth: after years of development, the city has a relatively stable industrial system which formed by a relatively independent industry. ○ Preferential attachment: when a new industry appears, it will give priority to the related industries of the city; then, In the following time, Industrial systems will follow a similar law of evolution. A Case of Industry Evolution 6 Beijing University of Technology
  • 7. • Proof of Feasibility: • Characteristic of industries linked adaptability exogeneity transitivity reactivity imbalance jump path dependence 7 Beijing University of Technology
  • 8. R(v j ) 1 dvi 1 dvi R(v j ) (ki )  R(vi )  (1   )      (1   )     jB ( vi ) N (v j ) vi dt vi dt jB(vi ) N (v j ) 8 Beijing University of Technology
  • 9. System Dynamics Equations ki 1 R(v j ) 1 R(v j )  (l  n)  (l  m  n)[(1   )     ]  (l  n) [(1   )     ] t N jB ( vi ) N (v j ) N jB ( vi ) N (v j ) into the initial conditions: ki (ti )  m 3l  3m  n   2l  2m      1  2 l mn l mn Evolution of the industrial system of urban area has a characteristic of scale-free 9 Beijing University of Technology
  • 10. Introduction to Chaoyang District • Chaoyang District is a district of northeastern Beijing, China, occupying 475 square kilometers urban area. It is the largest district • A total population of 3,642,000 in 2005 • Commercial center ○ over 3,000 foreign companies ○ 112 Global 500 Companies ○ 47 headquarters of multinational companies Chaoyang-World Chaoyang-beijing Copyright: http://www.bing.com/maps Copyright: WWW. wikipedia.org/wki/Chaoyang_District,_Beijing` 10 Beijing University of Technology
  • 11. Industrial Networks Structure Overall High-tech manufacturing industry Public software services industry 11 Beijing University of Technology
  • 12. • Overall structure shows the feature of “small world networks” • Obvious characteristics of scale-free networks ○ The distribution of each node (degree) is uneven • Degree of majority of nodes is small • Degree of small classes of nodes is large ○ The characteristics of the local concentration • High-tech manufacturing industry • Public software services industry 12 Beijing University of Technology
  • 13. Small Sub-world Networks 1 • High-tech manufacturing industry Bb2 : food manufacturing industry Bb4 : tobacco industry Bb5 : textile industry Bb9 : furniture manufacturing industry Bb13: petroleum ,nuclear fuel industry Bb18: plastic products industry Bb19 : non-metallic mineral industry Bb21 :non-ferrous metal refining industry Bb22: metal products industry Bb25 :automotive industry Bb27 :high-tech manufacturing and software services industry Bb29: handicrafts and other manufacturing Ca6 :Loading, Unloading and Other Transport Services 13 Beijing University of Technology
  • 14. Node ID Clustering Coefficients Nrm Degree Bb2 —— 50.746 Bb4 —— 44.776 Bb5 1.000 46.269 Bb9 0.500 52.239 Bb13 1.000 40.299 Bb18 0.667 49.254 Bb19 0.667 46.269 Bb21 0.800 46.269 Bb22 0.667 49.254 Bb25 1.000 44.776 Bb27 0.429 47.761 Bb29 0.600 46.269 Ca6 0.242 58.209 14 Beijing University of Technology
  • 15. Small Sub-world Networks 2 • Public software services industry Cb2: computer services industry Cb3: software industry Bc1: electricity, heat production and supply industry Ca1: transport industry Ce1 :Banking Ce3 :insurance 15 Beijing University of Technology
  • 16. Node ID Clustering Coefficients Nrm Degree Bc1 1.000 82.090 Ca1 1.000 79.104 Cb2 1.000 82.090 Cb3 1.000 83.582 Ce1 1.000 98.507 Ce3 1.000 98.507 Both high-tech manufacturing industry and public software services industry are all in their own “small world” 16 Beijing University of Technology
  • 17. Critical Industrial Chain Analysis 17 Beijing University of Technology
  • 18. Industrial Distribution Networks Buffer 18 Beijing University of Technology
  • 19. Brief AON Chart 18 17 16 14 13 12 1 15 9 6 11 2 5 4 3 10 7 8 19 Beijing University of Technology
  • 20. References • Aldrich, H. E., & Kim, P. H. (2007). Small worlds, infinite possibilities? How social networks affect entrepreneurial team formation and search. Strategic Entrepreneurship Journal, 1(1- 2), 147-165. • ChinaTouristMaps. (2011). Map of Chaoyang District Beijing. from http://www.chinatouristmaps.com/provinces/beijing/chaoyang-district.html • Engel, J. S., & Del-Palacio, I. (2009). Global networks of clusters of innovation: Accelerating the innovation process. Business Horizons, 52(5), 493-503. • Frommer, I., & Pundoor, G. (2003). Small-worlds: A review of recent books. Networks, 41(3), 174-180. • Jerome S. Engel, Itxaso del-palacio. Global Networks of Clusters of Innovation: Accelerating the Innovation Process[J].Business Horizons,2009,25(5):493-503 • Kristian Moller, Senja Svahn How to Influence the Birth of New Business Fields [J].Industrial Marketing Management,2009(38):450-458 • Möller, K., & Svahn, S. (2009). How to influence the birth of new business fields — Network perspective. Industrial Marketing Management, 38(4), 450-458. • Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of `small-world' networks. nature, 393(6684), 440-442. 20 Beijing University of Technology
  • 21. Thank you! Contact us: yiboobaby@gmail.com; yiboobaby@163.com 21 Beijing University of Technology