CAIDA’s 2022 Annual Report
Monday, July 10th, 2023 by kcThe CAIDA annual report summarizes CAIDA’s activities for 2022 in the areas of research, infrastructure, data collection and analysis. The executive summary is excerpted below:
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The CAIDA annual report summarizes CAIDA’s activities for 2022 in the areas of research, infrastructure, data collection and analysis. The executive summary is excerpted below:
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A year ago January 2020, k claffy, CAIDA Director and UCSD Adjunct Professor of Computer Science and Engineering responded with collaborator David Clark, Senior Scientist at MIT’s Computer Science and Artificial Intelligence Laboratory to the Request for Information (RFI) put out by the National Science and Technology Council’s (NSTC) Joint Committee on the Research Environment (JCORE). The response establishes the critical importance of the internet to the infrastructure of society and the need for governments, and specifically the U.S. government, to send a strong signal to the private sector through high-level policy making that the only path to understanding the characteristics of the internet comes via data sharing and that responsible sharing of data for documented scientific research will not generate corporate liability.
Another focus and benefit to the policy for which we call comes with the development and delivery of academic training of professionals to work with large data sets focused on communications and networking.
You can see the complete response and more related material posted in CAIDA resource catalog.
The CAIDA annual report summarizes CAIDA’s activities for 2018, in the areas of research, infrastructure, data collection and analysis. Our research projects span Internet topology, routing, security, economics, future Internet architectures, and policy. Our infrastructure, software development, and data sharing activities support measurement-based internet research, both at CAIDA and around the world, with focus on the health and integrity of the global Internet ecosystem. The executive summary is excerpted below:
(more…)
The CAIDA annual report summarizes CAIDA’s activities for 2017, in the areas of research, infrastructure, data collection and analysis. Our research projects span Internet topology, routing, security, economics, future Internet architectures, and policy. Our infrastructure, software development, and data sharing activities support measurement-based internet research, both at CAIDA and around the world, with focus on the health and integrity of the global Internet ecosystem. The executive summary is excerpted below:
(more…)
[Executive summary and link below]
The CAIDA annual report summarizes CAIDA’s activities for 2016, in the areas of research, infrastructure, data collection and analysis. Our research projects span Internet topology, routing, security, economics, future Internet architectures, and policy. Our infrastructure, software development, and data sharing activities support measurement-based internet research, both at CAIDA and around the world, with focus on the health and integrity of the global Internet ecosystem. The executive summary is excerpted below:
Mapping the Internet. We continued to expand our topology mapping capabilities using our Ark measurement infrastructure. We improved the accuracy and sophistication of our topology annotations, including classification of ISPs, business relationships between them, and geographic mapping of interdomain links that implement these relationships. We released two Internet Topology Data Kits (ITDKs) incorporating these advances.
Mapping Interconnection Connectivity and Congestion. We continued our collaboration with MIT to map the rich mesh of interconnection in the Internet in order to study congestion induced by evolving peering and traffic management practices of CDNs and access ISPs. We focused our efforts on the challenge of detecting and localizing congestion to specific points in between networks. We developed new tools to scale measurements to a much wider set of available nodes. We also implemented a new database and graphing platform to allow us to interactively explore our topology and performance measurements. We produced related data collection and analyses to enable evaluation of these measurements in the larger context of the evolving ecosystem: infrastructure resiliency, economic tussles, and public policy.
Monitoring Global Internet Security and Stability. We conducted infrastructure research and development projects that focus on security and stability aspects of the global Internet. We developed continuous fine-grained monitoring capabilities establishing a baseline connectivity awareness against which to interpret observed changes due to network outages or route hijacks. We released (in beta form) a new operational prototype service that monitors the Internet, in near-real-time, and helps identify macroscopic Internet outages affecting the edge of the network.
CAIDA also developed new client tools for measuring IPv4 and IPv6 spoofing capabilities, along with services that provide reporting and allow users to opt-in or out of sharing the data publicly.
Future Internet Architectures. We continued studies of IPv4 and IPv6 paths in the Internet, including topological congruency, stability, and RTT performance. We examined the state of security policies in IPv6 networks, and collaborated to measure CGN deployment in U.S. broadband networks. We also continued our collaboration with researchers at several other universities to advance development of a new Internet architecture: Named Data Networking (NDN) and published a paper on the policy and social implications of an NDN-based Internet.
Public Policy. Acting as an Independent Measurement Expert, we posted our agreed-upon revised methodology for measurement methods and reporting requirements related to AT&T Inc. and DirecTV merger (MB Docket No. 14-90). We published our proposed method and a companion justification document. Inspired by this experience and a range of contradicting claims about interconnection performance, we introduced a new model describing measurements of interconnection links of access providers, and demonstrated how it can guide sound interpretation of interconnection-related measurements regardless of their source.
Infrastructure operations. It was an unprecedented year for CAIDA from an infrastructure development perspective. We continued support for our existing active and passive measurement infrastructure to provide visibility into global Internet behavior, and associated software tools and platforms that facilitate network research and operational assessments.
We made available several data services that have been years in the making: our prototype Internet Outage Detection and Analysis service, with several underlying components released as open source; the Periscope platform to unify and scale querying of thousands of looking glass nodes on the global Internet; our large-scale Internet topology query system (Henya); and our Spoofer system for measurement and analysis of source address validation across the global Internet. Unfortunately, due to continual network upgrades, we lost access to our 10GB backbone traffic monitoring infrastructure. Now we are considering approaches to acquire new monitors capable of packet capture on 100GB links.
As always, we engaged in a variety of tool development, and outreach activities, including maintaining web sites, publishing 13 peer-reviewed papers, 3 technical reports, 4 workshop reports, one (our first) BGP hackathon report, 31 presentations, 20 blog entries, and hosting 6 workshops (including the hackathon). This report summarizes the status of our activities; details about our research are available in papers, presentations, and interactive resources on our web sites. We also provide listings and links to software tools and data sets shared, and statistics reflecting their usage. Finally, we report on web site usage, personnel, and financial information, to provide the public a better idea of what CAIDA is and does.
For the full 2016 annual report, see http://www.caida.org/home/about/annualreports/2016/
As part of a Computing Research Association (CRA) effort to introduce policymakers to the contributions and power of IT research for the nation and the world, this month I had the honor of visiting with the offices of four U.S. senators and a U.S. Representative:
Internet-specific topics I discussed included the importance of scientific measurement infrastructure to support empirical network and security research, broadband policy, and Internet governance.
We left them with a terrific infographic from the National Academy study “Continuing Innovation in Information Technology“, which shows the economic impact of different areas of fundamental IT research. The 2-pager flyer and the whole National Academy report, Depicting Innovation in Information Technology, is available on the National Academies of Science, Engineering, and Medicine Computer Science Telecommunications Board (CSTB) site.
Even with many folks in Congress having a higher priority of passing a budget and getting back home to their districts to prepare for elections, all the staffers were gracious and genuinely interested in our field. (Who wouldn’t be? 😉 )
Kudos to the Computing Research Association for providing a wonderful opportunity to engage with policy folks.
Last week I gave a talk at NSF’s 39th Washington Area Trustworthy Computing Hour (WATCH) seminar series on CAIDA’s efforts to map internet interdomain congestion. A recorded webcast of the talk is available.
Abstract:
We used the Ark infrastructure to support an ambitious collaboration with MIT to map the rich mesh of interconnection in the Internet, with a focus on congestion induced by evolving peering and traffic management practices of CDNs and access ISPs, including methods to detect and localize the congestion to specific points in networks. We undertook several studies to pursue two dimensions of this challenge. First, we developed methods and tools to identify interconnection borders, and in some cases their physical locations, from comprehensive Internet topology measurements from many edge vantage points. Then, we developed and deployed scalable performance measurement tools to observe performance at thousands of interconnections, algorithms to mine for evidence of persistent congestion in the resulting data; and a system to visualize the results. We produce other related data collection and analysis to enable evaluation of these measurements in the larger context of the evolving ecosystem: quantifying a given network service providers’ global routing footprint; and business-related classifications of networks. In parallel, we examined the peering ecosystem from an economic perspective, exploring fundamental weaknesses and systemic problems of the currently deployed economic framework of Internet interconnection that will continue to cause peering disputes between ASes.
The slides presented are posted on the CAIDA website: Mapping Internet Interdomain Congestion
[Executive summary and link below]
The CAIDA annual report summarizes CAIDA’s activities for 2015, in the areas of research, infrastructure, data collection and analysis. Our research projects span Internet topology, routing, security, economics, future Internet architectures, and policy. Our infrastructure, software development, and data sharing activities support measurement-based internet research, both at CAIDA and around the world, with focus on the health and integrity of the global Internet ecosystem. The executive summary is excerpted below:
Mapping the Internet. We continued to pursue Internet cartography, improving our IPv4 and IPv6 topology mapping capabilities using our expanding and extensible Ark measurement infrastructure. We improved the accuracy and sophistication of our topology annotation capabilities, including classification of ISPs and their business relationships. Using our evolving IP address alias resolution measurement system, we collected curated, and released another Internet Topology Data Kit (ITDK).
Mapping Interconnection Connectivity and Congestion. We used the Ark infrastructure to support an ambitious collaboration with MIT to map the rich mesh of interconnection in the Internet, with a focus on congestion induced by evolving peering and traffic management practices of CDNs and access ISPs, including methods to detect and localize the congestion to specific points in networks. We undertook several studies to pursue different dimensions of this challenge: identification of interconnection borders from comprehensive measurements of the global Internet topology; identification of the actual physical location (facility) of an interconnection in specific circumstances; and mapping observed evidence of congestion at points of interconnection. We continued producing other related data collection and analysis to enable evaluation of these measurements in the larger context of the evolving ecosystem: quantifying a given ISP’s global routing footprint; classification of autonomous systems (ASes) according to business type; and mapping ASes to their owning organizations. In parallel, we examined the peering ecosystem from an economic perspective, exploring fundamental weaknesses and systemic problems of the currently deployed economic framework of Internet interconnection that will continue to cause peering disputes between ASes.Monitoring Global Internet Security and Stability. We conduct other global monitoring projects, which focus on security and stability aspects of the global Internet: traffic interception events (hijacks), macroscopic outages, and network filtering of spoofed packets. Each of these projects leverages the existing Ark infrastructure, but each has also required the development of new measurement and data aggregation and analysis tools and infrastructure, now at various stages of development. We were tremendously excited to finally finish and release BGPstream, a software framework for processing large amounts of historical and live BGP measurement data. BGPstream serves as one of several data analysis components of our outage-detection monitoring infrastructure, a prototype of which was operating at the end of the year. We published four other papers that either use or leverage the results of internet scanning and other unsolicited traffic to infer macroscopic properties of the Internet.
Future Internet Architectures. The current TCP/IP architecture is showing its age, and the slow uptake of its ostensible upgrade, IPv6, has inspired NSF and other research funding agencies around the world to invest in research on entirely new Internet architectures. We continue to help launch this moonshot from several angles — routing, security, testbed, management — while also pursuing and publishing results of six empirical studies of IPv6 deployment and evolution.
Public Policy. Our final research thrust is public policy, an area that expanded in 2015, due to requests from policymakers for empirical research results or guidance to inform industry tussles and telecommunication policies. Most notably, the FCC and AT&T selected CAIDA to be the Independent Measurement Expert in the context of the AT&T/DirecTV merger, which turned out to be as much of a challenge as it was an honor. We also published three position papers each aimed at optimizing different public policy outcomes in the face of a rapidly evolving information and communication technology landscape. We contributed to the development of frameworks for ethical assessment of Internet measurement research methods.
Our infrastructure operations activities also grew this year. We continued to operate active and passive measurement infrastructure with visibility into global Internet behavior, and associated software tools that facilitate network research and security vulnerability analysis. In addition to BGPstream, we expanded our infrastructure activities to include a client-server system for allowing measurement of compliance with BCP38 (ingress filtering best practices) across government, research, and commercial networks, and analysis of resulting data in support of compliance efforts. Our 2014 efforts to expand our data sharing efforts by making older topology and some traffic data sets public have dramatically increased use of our data, reflected in our data sharing statistics. In addition, we were happy to help launch DHS’ new IMPACT data sharing initiative toward the end of the year.
Finally, as always, we engaged in a variety of tool development, and outreach activities, including maintaining web sites, publishing 27 peer-reviewed papers, 3 technical reports, 3 workshop reports, 33 presentations, 14 blog entries, and hosting 5 workshops. This report summarizes the status of our activities; details about our research are available in papers, presentations, and interactive resources on our web sites. We also provide listings and links to software tools and data sets shared, and statistics reflecting their usage. sources. Finally, we offer a “CAIDA in numbers” section: statistics on our performance, financial reporting, and supporting resources, including visiting scholars and students, and all funding sources.
For the full 2015 annual report, see http://www.caida.org/home/about/annualreports/2015/
The report for the Second NDN Community Meeting (NDNcomm 2015) is available online now. The meeting, held at UCLA in Los Angeles, California on September 28-29, 2015, provided a platform for attendees from 63 institutions across 13 countries to exchange recent NDN research and development results, to debate existing and proposed functionality in NDN forwarding, routing, and security, and to provide feedback to the NDN architecture design evolution.
[The workshop was partially supported by the National Science Foundation CNS-1345286, CNS-1345318, and CNS-1457074. We thank the NDNcomm Program Committee members for their effort of putting together an excellent program. We thank all participants for their insights and feedback at the workshop.]
We recently posted two papers on policy that are worth highlighting:
Anchoring policy development around stable points: an approach to regulating the co-evolving ICT ecosystem, published in Telecommunications Policy, Aug 2015.
Abstract:
The daunting pace of innovation in the information and communications technology (ICT) landscape, a landscape of technology and business structure, is a well-known but under-appreciated reality. In contrast, the rate of policy and regulatory innovation is much slower, partly due to its inherently more deliberative character. We describe this disparity in terms of the natural rates of change in different parts of the ecosystem, and examine why it has impeded attempts to impose effective regulation on the telecommunications industry. We explain why a recent movement to reduce this disparity by increasing the pace of regulation – adaptive regulation – faces five obstacles that may hinder its feasibility in the ICT ecosystem. As a means to achieve more sustainable regulatory frameworks for ICT industries, we introduce an approach based on finding stable points in the system architecture. We explore the origin and role of these stable points in a rapidly evolving system, and argue that they can provide a means to support development of policies, including adaptive regulation approaches, that are more likely to survive the rapid pace of evolution in technology.
Full paper available on the CAIDA website.
Accompanying slides are also available.
Adding Enhanced Services to the Internet: Lessons from History
Presented at the Telecommunications Policy Research Conference (TPRC), Sep 2015.
Abstract:
We revisit the last 35 years of history related to the design and specification of Quality of Service (QoS) on the Internet, in hopes of offering some clarity to the current debates around service differentiation. We describe the continual failure to get QoS capabilities deployed on the public Internet, including the technical challenges of the 1980s and 1990s, the market-oriented (business) challenges of the 1990s and 2000s, and recent regulatory challenges. Our historical perspective draws on, among other things, our own work from the 1990s that offered proposals for supporting enhanced services using the Internet Protocol (IP) suite, and our attempts to engage both industry and policymakers in understanding the dynamics of the Internet ecosystem. In short, the engineering community successfully developed protocols and mechanisms to implement enhanced services (QoS), and a few individual service providers have deployed them internally or in trusted two-party scenarios. The long-standing failure has been to deploy this capability across the public Internet.
We reflect on lessons learned from the history of this failure, the resulting tensions and risks, and their implications for the future of Internet infrastructure regulation. First, the continued failure of QoS over the last three decades derives from political and economic (business) obstacles as well as technical obstacles. The competitive nature of the industry, and a long history of anti-trust regulation (at least in the U.S.) conflicts with the need for competing providers to agree on protocols that require sharing operational data with each other to parameterize and verify committed service qualities. Second, QoS technology can yield benefits as well as harms, so policymaking should focus on harms rather than mechanisms. To assure the benefit to consumers, regulators may need to require transparency about the state of congestion and provisioning on networks using such mechanisms. Third, using QoE as the basis for any regulation will require research, tools and capabilities to measure, quantify, and characterize QoE, and developing metrics of service quality that better reflect our understanding of QoS and QoE for a range of applications. Finally, profound shifts in interconnection arrangements suggest a reshaping of the debate over QoS on the public Internet. Some access networks are interconnecting their private IP-based network platforms to support enhanced services, and using this interconnected platform to vertically integrate infrastructure and applications. Access networks are also connecting directly to large content providers to minimize the risk of performance impairments. These changes trigger new regulatory concerns over the fate of the public Internet, including capital investment incentives and gaps across different bodies of law.
Barriers to the deployment of scalable interprovider QoS may be unsurmountable, but since any Internet of the future will face them, it is worth developing a systematic understanding to the challenge of enhanced services, and documenting successes and failures over the history of the Internet as carefully as possible.
Full paper available on the CAIDA website.