Session 3.2. Service forecasting



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IU Seminar Bangkok, hailand, 11-1515 November 2002 Session 3.2 Service and traffic forecasting Network Planning Strategy for evolving Network Architectures Session 3.2-1 Service forecasting Models for subscribers: Subscriber zones / areas Subscriber nodes / sites Network Planning Strategy for evolving Network Architectures Session 3.2-2

Subscriber zones Group of subscribers, homogeneously distributed in a geographical area (group of buildings, houses, etc.) hey can be from several to several hundreds. ypical model for subscribers in metropolitan areas. In the suburbs are quite big areas (e.g. diameter of one km), in the center they are much smaller (e.g. one administrative building). Network Planning Strategy for evolving Network Architectures Session 3.2-3 Subscriber zones usually the city centre is surrounded by urban areas with high customer density, while the areas in the edge are suburban areas often the set of areas is similar to exchange areas Customer densities are defined per square kilometre Each area is described with a specified mix between different categories of customers Network Planning Strategy for evolving Network Architectures Session 3.2-4

Subscriber categories Subscribers with approximately similar habits of using the telecom network Generally used categories are: Residential (RES) and Business (BUS). Further, the BUS subscribers could be divided to: Direct business lines (B), PBX lines(pbx), Coin box telephones (CB), etc. Network Planning Strategy for evolving Network Architectures Session 3.2-5 Subscriber nodes Graph model with subscribers in the nodes of the graph One node is one town, village, group of houses, business center, etc. ypical model for subscribers in rural areas Arcs of the graph represent geographical distances Network Planning Strategy for evolving Network Architectures Session 3.2-6

Subscriber categories Could be also Residential, Business, etc. Could be based on the categorization of the populated places. Usually the parameter for describing a category is the size of the populated place (in inhabitants): Category Population 0 > 50 000 1 10000-50000 2 1000-10000 3 500-1000 4 100-500 5 0-100 Network Planning Strategy for evolving Network Architectures Session 3.2-7 Subscriber categories Subscriber categories defined with Customer Classes Services - services offered to the customers : E.g. ADSL Basic, ADSL Gold, VDSL, SDSL-Medium Enterprises and SDSL-Small Enterprises. Customer Classes groups of customer using the same services (one or more) : E.g. Residential ADSL Basic, Residential ADSL Gold, Small Enterprises (SDSL), Medium Enterprises (SDSL), Residential VDSL Network Planning Strategy for evolving Network Architectures Session 3.2-8

Service/demand forecasting Demand long-term forecast medium-term forecast bridging ime Network Planning Strategy for evolving Network Architectures Session 3.2-9 Methods for forecasting of subscribers time trend forecasting methods it is assumed that development will follow a curve which has been fitted to existing historical data explicit relationships between demand and various determining factors these will remain the same in the future Network Planning Strategy for evolving Network Architectures Session 3.2-10

Methods for forecasting of subscribers Comparing various steps of telecommunication development it is assumed that the less-developed country (or area) will develop to the level of the more developed one Personal (subjective) judgment in the forecast the future will resemble the person s previous knowledge and experience of past developments Network Planning Strategy for evolving Network Architectures Session 3.2-11 Methods for forecasting of subscribers Logistic model he development is supposed to follow a curve which first accelerates, then passes a point of inflection, and finally the development slows down and approaches an asymptote, the saturation level, or the maximum density Y DV = YV DMAXV 1 YV = 1 M CV e ( 0 1+ ) V 1 YW V Y V (0) Point of inflection 0 (0) (0) + W V Network Planning Strategy for evolving Network Architectures Session 3.2-12

Methods for forecasting of subscribers Logistic model D common case DMAX D density decreases DMAX -5 0-5 0 D unusual case D future decrease DMAX DMAX -5 0-5 0 Network Planning Strategy for evolving Network Architectures Session 3.2-13 raffic forecasting Models for traffic INERNAIONAL ELECOMMUNICAION UNION IU- ELECOMMUNICAION SANDARDIZAION SECOR OF IU E.716 (10/96) IU Recommendations scope of teletraffic engineering SERIES E: ELEPHONE NEWORK AND ISDN Quality of service, network management and traffic engineering raffic engineering ISDN traffic engineering E Handbook User demand modelling in Broadband-ISDN Network Planning Strategy for evolving Network Architectures Session 3.2-14

raffic zones raffic forecasting groups of subscribers with similar habits, homogeneously distributed in a geographical area (e.g. the center of the city, the industrial zone, the residential area.) Network Planning Strategy for evolving Network Architectures Session 3.2-15 raffic forecasting Calling rates traffic per subscriber (in Erlang) per subscriber category, from certain traffic zone HP service (web-browsing) traffic modeled with mean rate, peakedness, packet loss ratio, buffer size, and Hurst parameter Voice over IP (VoIP) constant bit stream application, where the mean rate equals the peak rate Network Planning Strategy for evolving Network Architectures Session 3.2-16

raffic interest of subscriber, between traffic zones raffic forecasting Forecasting based on subscribers forecasting and calling rates raffic matrix to specify the traffic needs in a region with n traffic zones (exchanges) - n 2 traffic values are required Network Planning Strategy for evolving Network Architectures Session 3.2-17 raffic matrix Set of traffic matrices one for each services Based on total originating and terminating traffic distribution of the total traffics raffic forecasting Network Planning Strategy for evolving Network Architectures Session 3.2-18