Liuquan Yao;Pei Yang;Zhichao Liu;Wenyan Li;Jianghua Liu;Zhi-Ming Ma
{"title":"Erlang Model for Multi-Type Data Flow","authors":"Liuquan Yao;Pei Yang;Zhichao Liu;Wenyan Li;Jianghua Liu;Zhi-Ming Ma","doi":"10.1109/LCOMM.2025.3558872","DOIUrl":null,"url":null,"abstract":"The well-known Erlang teletraffic models were estimated to guild the infrastructure construction in communication societies for stable data requirements. However, with the development of information technology, requirements for data flow have become diverse. Particularly, when multi-type data flow (MDF) is used, games, videos, calls, etc. are all requirements. Thus, there may be a constant switch between these requirements, and also multi-type requirements at the same time. Consequently, the demands of users change over time, which prevents the traditional teletraffic analysis from being applied directly to infrastructure construction for MDF. This letter proposes new probabilistic models to discuss the blocking probabilities of MDF, whose requirements depend on the time of demand duration, and analyzes the models in three states: non-tolerance, tolerance and delay, in order to meet a more general and practical data flow utilization. When the requirement random variables are co-distributed with respect to time, we prove the practicability of the Erlang Multirate Loss Model (EMLM) under MDF cases, from a mathematical perspective by discretizing time and error analysis. An algorithm of pre-allocating resources is given to guild the construction of base resources for MDF.","PeriodicalId":13197,"journal":{"name":"IEEE Communications Letters","volume":"29 6","pages":"1265-1269"},"PeriodicalIF":4.4000,"publicationDate":"2025-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Communications Letters","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10955441/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"TELECOMMUNICATIONS","Score":null,"Total":0}
引用次数: 0
Abstract
The well-known Erlang teletraffic models were estimated to guild the infrastructure construction in communication societies for stable data requirements. However, with the development of information technology, requirements for data flow have become diverse. Particularly, when multi-type data flow (MDF) is used, games, videos, calls, etc. are all requirements. Thus, there may be a constant switch between these requirements, and also multi-type requirements at the same time. Consequently, the demands of users change over time, which prevents the traditional teletraffic analysis from being applied directly to infrastructure construction for MDF. This letter proposes new probabilistic models to discuss the blocking probabilities of MDF, whose requirements depend on the time of demand duration, and analyzes the models in three states: non-tolerance, tolerance and delay, in order to meet a more general and practical data flow utilization. When the requirement random variables are co-distributed with respect to time, we prove the practicability of the Erlang Multirate Loss Model (EMLM) under MDF cases, from a mathematical perspective by discretizing time and error analysis. An algorithm of pre-allocating resources is given to guild the construction of base resources for MDF.
期刊介绍:
The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.