When the Internet Sleeps: Correlating Diurnal Networks With External Factors (extended)

When the Internet Sleeps: Correlating Diurnal Networks With External Factors (extended)

Quan, Lin and Heidemann, John and Pradkin, Yuri
USC/Information Sciences Institute

Lin Quan, John Heidemann and Yuri Pradkin 2014. When the Internet Sleeps: Correlating Diurnal Networks With External Factors (extended). Technical Report ISI-TR-2014-691b. USC/Information Sciences Institute.

Abstract

As the Internet matures, policy questions loom larger in its operation. When should an ISP, city, or government invest in infrastructure? How do their policies affect use? In this work, we develop a new approach to evaluate how policies, economic conditions and technology correlates with Internet use around the world. First, we develop an adaptive and accurate approach to estimate \emphblock availability, the fraction of active IP addresses in each /24 block over short timescales (every 11 minutes). Our estimator provides a new lens to interpret data taken from existing long-term outage measurements, this requiring no no additional traffic. (If new collection was required, it would be lightweight, since on average, outage detection requires less than 20 probes per hour per /24 block; less than 1% of background radiation.) Second, we show that spectral analysis of this measure can identify \emphdiurnal usage: blocks where addresses are regularly used during part of the day and idle in other times. Finally, we analyze data for the entire responsive Internet (3.7M /24 blocks) over 35 days. These global observations show \emphwhen and \emphwhere the Internet sleeps—networks are mostly always-on in the US and Western Europe, and diurnal in much of Asia, South America, and Eastern Europe. ANOVA testing shows that diurnal networks correlate negatively with country GDP and electrical consumption, quantifying that national policies and economics relate to networks.

Reference

@techreport{Quan14b,
  author = {Quan, Lin and Heidemann, John and Pradkin, Yuri},
  title = {When the {Internet} Sleeps: Correlating
                    Diurnal Networks With External Factors (extended)},
  institution = {USC/Information Sciences Institute},
  year = {2014},
  sortdate = {2014-05-01},
  project = {ant, lacrend, retrofuture, duoi},
  jsubject = {routing},
  number = {ISI-TR-2014-691b},
  month = may,
  note = {(updated August 2014)},
  location = {johnh: pafile},
  keywords = {routing outage detection, diurnal network
                    behavior, active probing,
                    ntework outages},
  url = {http://www.isi.edu/%7ejohnh/PAPERS/Quan14b.html},
  pdfurl = {http://www.isi.edu/%7ejohnh/PAPERS/Quan14b.pdf},
  otherurl = {ftp://ftp.isi.edu/isi-pubs/tr-699b.pdf},
  myorganization = {USC/Information Sciences Institute},
  copyrightholder = {authors}
}