Abstract

AbstractReliable and affordable telecommunications are an integral part of service‐based economies, but the nature of the associated physical infrastructure leads to considerable exposure to weather. With unique access to observational records of the UK fixed‐line telecommunications infrastructure, an end‐to‐end demonstration of how extended range forecasts can be used to improve the management of weather risk is presented, assessing forecast value on both short‐term “operational” (weeks) and long‐term “planning” timeframes (months/years). A robust long‐term weather‐related fault‐rate climatology is first constructed at weekly resolution, based on the ERA‐Interim reanalysis. A clear dependence of winter fault rates on large‐scale atmospheric circulation indices is demonstrated. The European Centre for Medium‐Range Weather Forecasts (ECMWF) sub‐seasonal forecast system is subsequently shown to produce skilful forecast of winter weekly fault rates at lead times of three to four weeks ahead (i.e. days 14–20 and 21–28). Forecast skill at a given lead time is, however, a necessary rather than a sufficient condition for improved risk management. It is shown that practical decision‐making leads to dependencies across multiple forecasts times that cannot be modelled using traditional “cost‐loss matrix” methods as errors in previous forecasts influence the value of subsequent forecasts. A parsimonious model representing operational decision‐making for fault repair scheduling is therefore constructed to show that fault‐rate forecast skill does improve both short‐ and long‐term management outcomes (in this case meeting performance targets more often in the short term, or reducing the resources required to achieve these targets in the long term). Consequently, it is argued that new methods are needed for forecast skill assessment in complex decision environments.

Highlights

  • Telecommunication networks are an integral part of secure and competitive societies where commerce and services depend on low-cost and reliable communications

  • With unique access to observational records of the UK fixed-line telecommunications infrastructure, an end-to-end demonstration of how extended range forecasts can be used to improve the management of weather risk is presented, assessing forecast value on both short-term “operational” and long-term “planning” timeframes

  • With unique access to observational records of the UK telecommunications infrastructure, the present paper addresses all three aspects described above, providing an end-to-end demonstration of how meteorological information can be used in an important practical setting, addressing forecast value over both day-to-day “operational” and longer term “planning” timeframes

Read more

Summary

Introduction

Telecommunication networks are an integral part of secure and competitive societies where commerce and services depend on low-cost and reliable communications. The fault rate predicted is the climatological value for the relevant week of the year, plus the mean fault-rate anomaly associated with the forecast NAO state, weighted by the number of ensemble members predicting the occurrence of each NAO state.

Results
Conclusion
Full Text
Published version (Free)

Talk to us

Join us for a 30 min session where you can share your feedback and ask us any queries you have

Schedule a call