Nan Li’s research while affiliated with Nanjing University of Aeronautics and Astronautics and other places

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Publications (5)


Spatial evolutionary game with bond dilution
  • Article

April 2010

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13 Reads

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6 Citations

Physica A Statistical Mechanics and its Applications

Min Lin

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Nan Li

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In this paper, we study numerically the prisoner’s dilemma game (PDG) and snowdrift game (SG) on a two-dimensional square lattice with both quenched and annealed bond dilution. For quenched bond dilution, the system undergoes a dynamical transition at the critical occupation probability q∗, which is higher than the bond percolation transition point for a square lattice. In the critical region, the defined order parameter has a scaling form as Pe∼(q−q∗)β for qq∗ with the critical exponents β=1.42 for PDG and β=1.52 for SG, which differ from those with quenched site dilution. For annealed bond dilution, the system exhibits a distinct cooperative behavior. We find that the cooperation is much enhanced in the range of small payoff parameters on a lattice with slightly annealed bond dilution.


Scale-free network provides an optimal pattern for knowledge transfer

February 2010

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74 Reads

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120 Citations

Physica A Statistical Mechanics and its Applications

We study numerically the knowledge innovation and diffusion process on four representative network models, such as regular networks, small-world networks, random networks and scale-free networks. The average knowledge stock level as a function of time is measured and the corresponding growth diffusion time, ττ is defined and computed. On the four types of networks, the growth diffusion times all depend linearly on the network size NN as τ∼Nτ∼N, while the slope for scale-free network is minimal indicating the fastest growth and diffusion of knowledge. The calculated variance and spatial distribution of knowledge stock illustrate that optimal knowledge transfer performance is obtained on scale-free networks. We also investigate the transient pattern of knowledge diffusion on the four networks, and a qualitative explanation of this finding is proposed.


The randomly organized structure of urban ground bus-transport networks in China

December 2007

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67 Reads

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8 Citations

Physica A Statistical Mechanics and its Applications

In this paper, the evolution dynamical properties of four topological urban ground bus-transport networks (BTNs) in China are empirically researched. As the statistical results of some common used measurements show that there are large fluctuations because of small sample sizes to induce some indistinct conclusions, and there are even incorrect BTN structure pictures as positive degree relation of the adjacent vertices in those BTNs though they are actually uncorrelated at all, i.e., exhibiting “pseudo positive connectivity correction”. Thus in order to uncover the randomly organized architecture of BTNs, new measurements of the average sum of the nearest-neighbors’ degree–degree correlation Dnn(k), and the degree average edges among the nearest-neighbors L(k) are proposed. The obtained results of two new measurements do reflect that the considered BTNs are organized randomly. In this point, those empirical results provide one new framework for a more realistic BTN model, which will capture the underlying evolution principles of a BTN in the geographical topology.


Fig. 1. A simple example of an urban ground bus-transport network with five routes and seven stops. Numbers denote routes and letters denote stops. (a) is a schematic graph of the bus transport system; (b) is its weighted BTN in Space L.
Table 1 . Some statistical data of the BTNs of four major cities in China.
Fig. 2. The relations between stops and routes in BTNs of Hangzhou, Nanjing, Beijing and Shanghai, respectively. The parameters of µ and σ in (a), and the slopes, β, of the fitting lines in (b) are obtained by the least square fitting method from the data and are listed in Table 2. (a) The probability distribution of the number of stops in a bus route. (b) The cumulative distributions of the number of bus routes a stop joins.
Fig. 4. The vertex strength probability distributions of four urban ground BTNs in China. (a) is for the vertex even strength distributions, and (b) is for the vertex odd strength distributions. Star points are statistical data for vertex strength probability; rectangles are data of the complementary cumulative vertex strength probability. The slopes of the fitting lines for the main bodies of the cumulative data are listed in Table 3.
Fig. 5. The vertex topological and weighted coupling correlations of BTNs. D w nn (k) is the index of the average sum weighted degree of nearest neighbors. The fitting line slopes of D w nn(k) in log-log plots are listed in Table 3.

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Statistical Properties of Urban Ground Bus-Transport Networks from Self-Avoiding Random Walks
  • Article
  • Full-text available

July 2007

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133 Reads

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7 Citations

Modern Physics Letters B

We conjecture that the evolution process with self-avoiding random walks is the origin for the properties of urban ground bus-transport networks (BTN). In order to verify our conjecture, a toy model, which simulates the growth of urban bus-transport systems, is proposed after empirical investigation on the BTNs of four major cities in China. In current empirical and simulation research, our method combining weight and geographical topology of the BTN together allows us to study the coupling relations among the BTN's weighted quantities and underlying topological structure. Finally, the simulating results reveal that the model can reproduce most phenomena observed in real-life urban ground BTNs.

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A study on some urban bus transport networks

March 2007

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285 Reads

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118 Citations

Physica A Statistical Mechanics and its Applications

In this paper, we present the empirical investigation results on the urban bus transport networks (BTNs) of four major cities in China. In BTN, nodes are bus stops. Two nodes are connected by an edge when the stops are serviced by a common bus route. The empirical results show that the degree distributions of BTNs take exponential function forms. Other two statistical properties of BTNs are also considered, and they are suggested as the distributions of so-called “the number of stops in a bus route” (represented by S) and “the number of bus routes a stop joins” (by R). The distributions of R also show exponential function forms, while the distributions of S follow asymmetric, unimodal functions. To explain these empirical results and attempt to simulate a possible evolution process of BTN, we introduce a model by which the analytic and numerical result obtained agrees well with the empirical facts. Finally, we also discuss some other possible evolution cases, where the degree distribution shows a power law or an interpolation between the power law and the exponential decay.

Citations (4)


... First, the industry supply chain may be subject to extreme disruptions due to its vulnerable centralization around few stakeholders (Kereri and Harper, 2019;Perera et al., 2017), mainly the timber contractors, engineers and manufacturers. Second, the scale-free structure of the collaborative network enables efficient and fast knowledge diffusion due to the existence of influencing network hubs to accumulate and disseminate information rapidly (Lin and Li, 2010;Manshadi et al., 2020;Tang et al., 2010). As such, an interesting tradeoff has existed in the CLT construction collaborative networks between the supply chain vulnerability and the innovation diffusion tendency. ...

Reference:

Longitudinal analysis of interorganizational collaborative networks of cross-laminated timber (CLT) construction
Scale-free network provides an optimal pattern for knowledge transfer
  • Citing Article
  • February 2010

Physica A Statistical Mechanics and its Applications

... In Ref. [532] Lin et al. also found a scaling feature in the evolutionary game on the interaction graph extracted from percolation process. The power-law distribution of cooperator clusters like that in percolation model was also observed in fractal hierarchical networks [533]. ...

Spatial evolutionary game with bond dilution
  • Citing Article
  • April 2010

Physica A Statistical Mechanics and its Applications

... Our paper focuses on human mobility by means of public transport networks (PTN) [11][12][13][14][15][16][17][18][19][20][21][22] with the use of a data-driven approach. While considerable literature deals with PTN, the literature that investigates topological representations of PTN is of fundamental interest here [13,14]. ...

The randomly organized structure of urban ground bus-transport networks in China
  • Citing Article
  • December 2007

Physica A Statistical Mechanics and its Applications

... Introduction What do ecological metacommunities, biotic interactions, gene mutations, international trade, public transportation, musical preferences, and organized group events have in common? They all represent systems that we can conveniently synthesize and investigate as bipartite networks [1][2][3][4][5][6][7], i.e., networks with nodes of two types, and connections only appearing between nodes of different type. These graphs provide information about the presence or absence of relationships between two entities and/or of the strength of these relationships. ...

A study on some urban bus transport networks
  • Citing Article
  • March 2007

Physica A Statistical Mechanics and its Applications