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Node Classification and Geographical Analysisof the Lightning Node Classification and Geographical Analysis of the Lightning Cryptocurrency Network Philipp Zabka, Klaus-T. Foerster, Stefan Schmid Christian Decker Faculty of Computer Science, University of Vienna, Austria Blockstream, Zurich, Switzerland ABSTRACT that can be transacted between the endpoints of the edge. In order Off-chain networks provide an attractive solution to the scalability to improve scalability, Lightning supports multi-hop routing of challenges faced by cryptocurrencies such as Bitcoin. While first transactions, and in incentivizes the intermediaries to contribute to interesting networks are emerging, we currently have relatively the transaction routing through fee-based mechanism. To this end, limited insights into the structure and distribution of these net- Lightning relies on source routing and in order to support nodes works. Such knowledge, however is useful, when reasoning about in finding “cheap” routes, i.e., routes with minimal fees, Lightning possible performance improvements or the security of the network. provides route discovery and gossiping mechanisms. For example, information about the different node types and imple- We recorded network messages (e.g., generated by the gossiping mentations in the network can help when planning the distribution mechanism) in Lightning over a period of almost two years. Based of critical software updates. on this data, we contribute insights to two main areas, one related to This paper reports on a large measurement study of Lightning, a the security of these networks, and one related to the performance: leading off-chain network, considering recorded network messages over a period of more than two years. In particular, we present an approach and classification of the node types (LND, C-Lightning (1) Node classification: It can be very useful to know the fre- and Eclair) in the network, and find that we can determine the quency and distribution of the different clients in an off- implementation of 99.9% of nodes in our data set. We also report on chain network. Such knowledge can also be relevant for geographical aspects of the Lightning network, showing that prox- security considerations, e.g., when planning the deployment imity is less relevant, and that the Lightning network is particularly of security patches for C-Lightning. predominant in metropolitan areas. (2) Geographic distribution: It is generally interesting to know As a contribution to the research community, we will release our the topological structure of geographically distributed net- experimental data together with this paper. works such as off-chain networks. In addition to general considerations (e.g., related to economic or sociological as- 1 INTRODUCTION pects), the geographic distribution may also be relevant for Blockchain technology enables mistrusting entities to cooperate the performance and dependability of these networks: net- in the absence of a trusted third party. The technology also forms work topologies with local biases may improve performance, the basis of cryptocurrencies such as Bitcoin or Ethereum. A main but may be less robust. challenge faced by current blockchains however regards their scal- ability: the usual example in the literature is that while custodian payment systems can easily support thousands of transactions per second, blockchains currently merely support tens of transactions 1.1 Our Contributions per second. This paper presents an empirical evaluation of a large data set that By allowing users to make payments directly, without global we collected about the communication (and gossiping) occurring in consensus protocols and withing having to commit transactions on Lightning. In particular, we present an approach and classification of the blockchain, emerging off-chain networks (also known as pay- the node types in the Lightning network and also provide empirical ment channel networks or second-layer blockchain networks) [11] insights into the geographical distribution of the nodes. We find that can greatly improve the scalability of cryptocurrency payment sys- many users stick with the default settings of nodes and channels tems. Indeed, over the last years, off-chain networks such as Bitcoin of the respective implementation. Our method allows to infer the Lightning [14], Ethereum Raiden [20], and XRP Ripple [10], to just implementation of 99.9% of nodes in our data set we can hence name a few, have received great interest. observe that one implementation is particularly predominant in As off-chain networks become more popular, the requirements the network. Furthermore we try to elaborate on reasons why on their performance and dependability increase as well. However, this is the case. We also find that payment channels only come how to efficiently meet these requirements is still subject to ongoing with moderate geographic bias and that the Lightning network is research, and more critically, researchers often lack empirical in- particularly predominant in metropolitan areas. We can also see that sights into the currently deployed networks: the publicly available the implementations are similarly distributed across most countries. data on these networks is severely limited. Moreover we can observe that there might be a correlation between This paper reports on a major measurement study of Lightning, a channel connections and countries which share a common trait. most popular cryptocurrency network today. In a nutshell, in Light- Lastly, as a contribution to the community and in order to facilitate ning, nodes typically represent users (running different Lightning reproducibility and future research in the area, we will make our clients, e.g., LND, C-Lightning or Eclair) and edges represent funds dataset public with the published version of this article. 1 1.2 Organization contains information regarding the newly created channel The remainder of this paper is organized as follows. Section 2 and is propagated exactly once in the network. Similar to the introduces some preliminaries and Section 3 describes the node node_id each channel has an unique short_channel_ classification, followed by the geographical analysis in Section 4. -id for identification. Furthermore, the message contains We review related work in Section 5 and conclude in Section 6. amongst other parameters the node_id of the two nodes nodes connected by the channel. 2 PRELIMINARIES • channel_update message: A channel is not practi- cally usable until at least one side has announced its fees and We now introduce some of the basics of the Lightning Network and expiry for the HTLC of the payment. A Hashed Time Locked specific preliminaries for the remainder of this paper. Contract (HTLC) is a security measure to ensure that nodes Clients. The Lightning Network can be accessed via three main along the routed path do not steal the payment. This gossip implementations or clients: C-Lightning [2], written in C++, LND message is propagated at least once from each of the partici- [6], written in Go, and Eclair [3], written in Scala. These clients pating nodes, since the initial routing fee may differ depend- have various features, but their fundamental purpose is to create ing on the direction the payment comes from i.e. from node nodes and channels with other participants and they also act as a A to node B or from B to A. Also every time a side decides to ledger. change its channel parameters a channel_update mes- The Lightning Network. The Lightning Network consists of a sage needs to be propagated again through the network. collection of nodes and channels. Nodes can create bidirectional Further relevant parameters are short_chan-nel_id, connections, called channels, with other nodes which can be then the channel_flag indicating the direction the channel used to send payments almost instantly back and forth between update is coming from and then four parameters describ- the two participants. The network operates on the blockchain, but ing important channel settings, namely cltv _expiry unlike Bitcoin, not each payment has to be published onto the _delta, htlc_minimum_msat, fee_base blockchain itself, but only the first transaction, known as funding and fee_proportional_millionths. transaction, to fund a channel, and the last transaction, known as closing transaction, to close a channel and end the connection. Between these two transactions users can send an unlimited amount 2.1 Data Set of transactions to each other, as long as they have enough liquidity. Although only a pair of nodes can create a channel, payments can Our unique data set is comprised of the three gossip messages in- be routed via multiple hops through the network to a receiver node, troduced in the previous section, which were propagated through which is not necessarily directly connected with the sending node. the network from March 2018 to January 2020. In this time span Nodes helping in forwarding payments trough their channels will we recorded more than 400,000 node_announcement mes- usually collect a small fee for this service. sages, more than 1,000,000 channel_announcement mes- sages, and over 6.4 million channel_update messages.A Gossip Messages. To utilize a path of more than one channel as first analysis shows that the real growth of the Lightning Network payment route, nodes have to be aware of the network topology, in started in 2018, which is also the year where LND and C-Lightning order to know which channels can be used to route the payment to released their first major update for their clients. the final receiver.
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