Bandwidth demand forecasting (for TR section 4.2.2)
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1 Bandwidth demand forecasting (for TR section 4.2.2) Ed Harstead & Randy Sharpe, members of Fixed Networks CTO, Alcatel-Lucent Ottawa IEEE NGEPON Interim meeting 8 September
2 Residential aggregate bandwidth demand forecast %-ile aggregated demand: "heavy" scenario, 100% unicast video Aggregated demand (Mb/s) subscribers 256 subscribers 128 subscribers 64 subscribers 32 subscribers 16 subscribers 8 subscribers For PON network dimensioning, add bandwidth headroom above these numbers, equivalent to the maximum service level offered Why: subscribers will need to pass a speed test at peak hour traffic 2
3 Aggregate bandwidth demand model Peak hour sustained and burst bandwidth demands are modeled independently. Aggregated demand (Mb/s) %-ile aggregated demand: "heavy" scenario, 100% unicast video subscribers 256 subscribers 128 subscribers 64 subscribers 32 subscribers 16 subscribers 8 subscribers 1. Sustained bandwidth demand component: Video traffic is modeling using Monte Carlo techniques. Other sustained demand (e.g. voice) is neglected All of managed linear pay-tv, managed VoD and OTT Internet video (e.g. Netflix, YouTube) are included No multicasting all video (managed and OTT) is unicasted in-band: worst case scenario 2. Burst bandwidth demand component per subscriber averages, plus maximum burst demand that a single subscriber can generate More detail on inputs in the backup slides Manuscript has recently been submitted to IEEE Communications Magazine 3
4 Maximum service level that can be offered Equivalent to headroom left over after peak hour traffic is subtracted out: Maximum service level offering Bandwidth (Mb/s) WDM PON (10 Gb/s/λ) 10G EPON (32 subscribers) GPON (32 subscribers) WDM PON (1 Gb/s/λ) Based on methodology in: E. Harstead, R. Sharpe, Future Fiber-To-The-Home bandwidth demands favor Time Division Multiplexing Passive Optical Networks, IEEE Communications Mag., Nov Notes on WDM PON: WDM Gb/s/λ loses to GPON over next 10 years. WDM PON must support 10 Gb/s/λ just to beat (barely) today s 10G EPON 4
5 Input for section 4.3: Bit Rate Trends Question: Is this section about bandwidth offered or bandwidth demanded? Nielsen's Law of Internet Bandwidth states that offered premium connection speeds to U.S. users has grown 50% YoY. 1 Gb/s GPON 2011 (EPB, ZON, HKBB) From Jakob Nielsen Nielsen s Law does not say anything about: bandwidth demand offered speeds on fiber networks (off by one order of magnitude) Nielsen s Law ignores the bandwidth carrying managed TV service (e.g. video QAMs) 5
6 Backup 6
7 Video streams transported: heavy scenario Streams/sub probability Probability distribution of number of streams per subscriber Average (λ) = Video resolution probability SD 720p60 HD 1080p60 HD 2160p60 ("4k") 4320p120 ("8k") Stream resolution probability distribution forecast 3D content: 7.5% of HD streams 7
8 Video streams transported: moderate scenario Streams/sub probability Probability distribution of number of streams per subscriber Average (λ) = Video resolution probability SD 720p60 HD 1080p60 HD 2160p60 ("4k") 4320p120 ("8k") Stream resolution probability distribution forecast 3D content: 5% of HD streams 8
9 Residential aggregate bandwidth demand forecast Moderate scenario %-ile aggregated demand: "moderate" scenario, 100% unicast video Aggregated demand (Mb/s) subscribers 256 subscribers 128 subscribers 64 subscribers 32 subscribers 16 subscribers 8 subscribers No headroom included 9
10 Encoded video bit rate forecasts Encoded bit rate (Mbps) p120 ("8k") 2160p60 ("4k") 1080p60 HD 720p60 HD SD Chart forecasts nominal bit rates for good quality video HD and UHD bit rates are multiplied by quality factor for higher quality (heavy scenario) 0.85 quality factor for higher bandwidth efficiency (moderate scenario) 3D content: 1.4x higher bit rate than 2D 10
11 Burst traffic demand component Cox reported an average of 400 kb/s of downstream DOCSIS traffic per subscriber during peak hour in 2014[1]. This is consistent with private data from other operators. Assume that to first order it is all Internet traffic (neglect managed VoD) Based on Sandvine measurements[2] 36% of that traffic is bursty: 144 kb/s average peak hour bursty traffic per subscriber on a DOCSIS network. Traffic could be higher on fiber networks: multiply by 1.5x: 216 kb/s per subscriber We grow this number by 21% YoY based on inputs from the Cisco VNI[3] and Pyramid[4] and multiplying by 1.5x [1] J. Finkelstein, A. Bernstein, S. Parikh, SDN and NFV for Cable Networks, 2014 Spring Technical Forum (NCTA, SCTE and CableLabs), Los Angeles, CA. [2] Sandvine, Global Internet Phenomena Report: 1H 2014, [3] Cisco, Cisco Visual Networking Index: Forecast and Methodology, , May [4] Pyramid Research, Western Europe Fixed Forecast Pack 2Q2013 and North America Fixed Forecast Pack, 2Q2013, June
12 Streaming video bandwidth demand, single subscriber: upper bound 250 Assumes no significant impact of 3D video Bandwidth demand (Mb/s) % YoY upper bound 4320p p p60 720p60 SD Based on methodology in: E. Harstead, R. Sharpe, Future Fiber-To-The-Home bandwidth demands favor Time Division Multiplexing Passive Optical Networks, IEEE Communications Mag., Nov
13 Bandwidth demand: Internet traffic forecasts? North America Consumer Internet Traffic Total Traffic (Cisco VNI) (PB/month) Traffic per subscriber (kb/s) Total traf f ic Traf f ic per subscriber Internet video is the driver for growth But subscriber traffic is still measured in 100s of kb/s! Traffic forecast data from Cisco Visual Networking Index, 2013 Subscriber forecast data from Pyramid Research. Fixed Forecast Pack, 2013 Internet traffic forecasts miss IPTV, so underestimate access network demand 13
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