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Fundamentals of Ultra-Dense Wireless Networks Fundamentals of Ultra-Dense Wireless Networks
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Published online by Cambridge University Press:  17 June 2022

David López-Pérez  and
Ming Ding
David López-Pérez
Affiliation:
Advanced Wireless Technology Laboratory, Huawei Technologies
Ming Ding
Affiliation:
Data61, CSIRO, Australia
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Fundamentals of Ultra-Dense Wireless Networks , pp. 381 - 395
Publisher: Cambridge University Press
Print publication year: 2022

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Grosvenor, E. S. and Wesson, M., Alexander Graham Bell: The Life and Times of the Man Who Invented the Telephone. New York: Harry N. Abrams, 1997.Google Scholar
CISCO, “Cisco visual networking index: Global mobile data traffic forecast update (2017–2022),” Feb. 2019. https://s3.amazonaws.com/media.mediapost.com/uploads/CiscoForecast.pdfGoogle Scholar
Berners-Lee, T., Weaving the Web: The Original Design and Ultimate Destiny of the World Wide Web. New York: Harper Business, 2000.Google Scholar
McCulloh, I., Armstrong, H. and Johnson, A., Social Network Analysis with Applications. Hoboken, NJ: John Wiley & Sons Ltd., 2013.Google Scholar
Weldon, M. K., The Future X Network: A Bell Labs Perspective. Boca Raton, FL: CRC Press, 2015.CrossRefGoogle Scholar
Black, U., Voice over IP, 1st ed. Upper Saddle River, NJ: Prentice Hall, 1999.Google Scholar
Poynton, C., Digital Video and HD: Algorithms and Interfaces, 2nd ed. New York: Elsevier, 2012.Google Scholar
López-Pérez, D., Ding, M., Claussen, H. and Jafari, A., “Towards 1 Gbps/UE in cellular systems: Understanding ultra-dense small cell deployments,” IEEE Communications Surveys Tutorials, vol. 17, no. 4, pp. 2078–2101, Jun. 2015.CrossRefGoogle Scholar
Shannon, C. E., “Communication in the presence of noise,” Proceedings of the Institute of Radio Engineers, vol. 37, no. 1, pp. 10–21, Jan. 1949.Google Scholar
Heath, R. W. and Lozano, A., Foundations of MIMO Communication. Cambridge: Cambridge University Press, 2018.CrossRefGoogle Scholar
Webb, W., Wireless Communications: The Future. Chichester: John Wiley & Sons Ltd., 2007.CrossRefGoogle Scholar
Holma, H., Toskala, D. A. and Nakamura, T., 5G Technology : 3GPP New Radio. Chichester: John Wiley & Sons Ltd., 2020.CrossRefGoogle Scholar
Dahlman, E., Parkvall, S. and Skold, J., 5G NR: The Next Generation Wireless Access Technology. Cambridge, MA: Academic Press, 2018.Google Scholar
Amdocs, “Game changing economics for small cell deployment,” White Paper, Oct. 2014. https://docplayer.net/19134752-Game-changing-economics-for-small-cell-deployment-amdocs-oss-white-paper-october-2013.htmlGoogle Scholar
Nokia, “Indoor deployment strategies,” White Paper, Jun. 2014. www.scribd.com/document/249226439/Nokia-Indoor-Deployment-StrategiesGoogle Scholar
Stocker, A. C., “Enhanced intercell interference coordination challenges in heterogeneous networks,” IEEE Transactions on Vehicular Technology, vol. 33, no. 4, pp. 269–275, 1984.CrossRefGoogle Scholar
Iyer, R., Parker, J. and Sood, P., “Intelligent networking for digital cellular systems and the wireless world,” in IEEE Global Telecommunications Conference (GLOBECOM), vol. 1, pp. 475–479, Dec. 1990.Google Scholar
Ho, L. T. W., “Self-organising algorithms for fourth generation wireless networks and its analysis using complexity metrics,” Ph.D. Thesis, Queen Mary College, University of London, Jun. 2003.Google Scholar
Claussen, H., Ho, L. T. W., Karimi, H. R., Mullany, F. J. and Samuel, L. G., “I, base station: Cognisant robots and future wireless access networks,” in Proceedings 3rd IEEE Consumer Communications and Networking Conference (CCNC), Las Vegas, NV, pp. 595–599, Jan. 2006.Google Scholar
Claussen, H., Ho, L. T. W. and Samuel, L. G., “An overview of the femtocell concept,” Bell Labs Technical Journal, vol. 15, no. 3, pp. 137–147, Dec. 2008.Google Scholar
Ho, L. T. W. and Claussen, H., “Effects of user-deployed, co-channel femtocells on the call drop probability in a residential scenario,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Athens, Greece, Sep. 2007.CrossRefGoogle Scholar
Claussen, H., Ho, L. T. W. and Samuel, L. G., “Financial analysis of a pico-cellular home network deployment,” in IEEE International Conference on Communications (ICC), Glasgow, UK, pp. 5604–5609, Jun. 2007.Google Scholar
Claussen, H., “Performance of macro- and co-channel femtocells in a hierarchical cell structure,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Athens, Greece, Sep. 2007.Google Scholar
Claussen, H., Ho, L. T. W. and Pivit, F., “Effects of joint macrocell and residential picocell deployment on the network energy efficiency,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Cannes, France, Sep. 2008.CrossRefGoogle Scholar
Claussen, H., Ho, L. T. W. and Samuel, L. G., “Self-optimization of coverage for femtocell deployments,” in Proceedings Wireless Telecommunications Symposium (WTS), Los Angeles, CA, pp. 278–285, Apr. 2008.Google Scholar
Claussen, H., “Co-channel operation of macro- and femtocells in a hierarchical cell structure,” International Journal of Wireless Information Networks, vol. 15, no. 3, pp. 137–147, Dec. 2008.CrossRefGoogle Scholar
Claussen, H., Ho, L. T. W. and Pivit, F., “Leveraging advances in mobile broadband technology to improve environmental sustainability,” Telecommunications Journal of Australia, vol. 59, no. 1, pp. 4.1–4.18, Feb. 2009.CrossRefGoogle Scholar
Claussen, H. and Pivit, F., “Femtocell coverage optimization using switched multi-element antennas,” in IEEE International Conference on Communications (ICC), Dresden, Germany, Jun. 2009.Google Scholar
Claussen, H. and Calin, D., “Macrocell offloading benefits in joint macro- and femtocell deployments,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Tokyo, Japan, pp. 350–354, Sep. 2009.Google Scholar
Claussen, H., Ho, L. T. W. and Pivit, F., “Self-optimization of femtocell coverage to minimize the increase in core network mobility signalling,” Bell Labs Technical Journal, vol. 14, no. 2, pp. 155–184, Aug. 2009.CrossRefGoogle Scholar
López-Pérez, D., Valcarce, A., de la Roche, G. and Zhang, J., “Access methods to WiMAX femtocells: A downlink system-level case study,” in 11th IEEE Singapore International Conference on Communication Systems, pp. 1657–1662, Nov. 2008.Google Scholar
López-Pérez, D., de la Roche, G., Valcarce, A., Juttner, A. and Zhang, J., “Interference avoidance and dynamic frequency planning for WiMAX femtocells networks,” in 11th IEEE Singapore International Conference on Communication Systems, pp. 1579–1584, Nov. 2008.Google Scholar
López-Pérez, D., Valcarce, A., de la Roche, G. and Zhang, J., “OFDMA femtocells: A roadmap on interference avoidance,” IEEE Communications Magazine, vol. 47, no. 9, pp. 41–48, Oct. 2009.CrossRefGoogle Scholar
López-Pérez, D., Ladanyi, A., Jüttner, A. and Zhang, J., “OFDMA femtocells: A self-organizing approach for frequency assignment,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Tokyo, Japan, Sep. 2009.CrossRefGoogle Scholar
Roche, G. D. L., Valcarce, A., López-Pérez, D. and Zhang, J., “Access control mechanisms for femtocells,” IEEE Communications Magazine, vol. 48, no. 1, pp. 33–39, Jan. 2010.CrossRefGoogle Scholar
López-Pérez, D., Chu, X., Vasilakos, A. V. and Claussen, H., “Power minimization based resource allocation for interference mitigation in OFDMA femtocell networks,” IEEE Journal on Selected Areas in Communications, vol. 32, no. 2, pp. 333–344, Feb. 2014.CrossRefGoogle Scholar
Chandrasekhar, V. and Andrews, J. G., “Spectrum allocation in tiered cellular networks,” IEEE Transactions on Communications, vol. 57, no. 10, pp. 3059–3068, Oct. 2009.CrossRefGoogle Scholar
Chandrasekhar, V. and Andrews, J. G., “Uplink capacity and interference avoidance for two-tier femtocell networks,” IEEE Transactions on Wireless Communications, vol. 8, no. 7, pp. 3498–3509, Jul. 2009.CrossRefGoogle Scholar
Chandrasekhar, V., Andrews, J. G., Muharemovic, T., Shen, Z. and Gatherer, A., “Power control in two-tier femtocell networks,” IEEE Transactions on Wireless Communications, vol. 8, no. 8, pp. 4316–4328, Aug. 2009.CrossRefGoogle Scholar
López-Pérez, D., Guvenc, I., de la Roche, G., et al., “Enhanced intercell interference coordination challenges in heterogeneous networks,” IEEE Wireless Communications, vol. 18, no. 3, pp. 22–30, Jun. 2011.CrossRefGoogle Scholar
López-Pérez, D., Guvenc, I. and Chu, X., “Mobility management challenges in 3GPP heterogeneous networks,” IEEE Communications Magazine, vol. 50, no. 12, pp. 70–78, Dec. 2012.CrossRefGoogle Scholar
López-Pérez, D., Chu, X. and Guvenc, I., “On the expanded region of picocells in heterogeneous networks,” IEEE Journal of Selected Topics in Signal Processing, vol. 6, no. 3, pp. 281–294, Mar. 2012.Google Scholar
BeFEMTO. (2016) Broadband evolved femto networks. [Online]. Available: www.ict-befemto.eu/Google Scholar
IEEE. (2016) IEEE Xplore Digital Library. [Online]. Available: http://ieeexplore.ieee.org/Google Scholar
Small Cell Forum press release. (2011, Jun.) 3G femtocells now outnumber conventional 3G basestations globally. [Online]. Available: www.smallcellforum.org/press-releases/3g-femtocells-now-outnumber-conventional-3g-basestations-globally/Google Scholar
Small Cell Forum. (2015, Jun.) Market status statistics June 2015 – Mobile Experts. [Online]. Available: http://scf.io/en/documents/050_-_Market_status_report_June_2015_-_Mobile_Experts.phpGoogle Scholar
Reedy, S.. (2013, Sep.) Multimode small cells get stalled in labs. [Online]. Available: www.lightreading.com/mobile/small-cells/multimode-small-cells-get-stalled-in-labs/d/d-id/703334Google Scholar
Small Cell Forum. (2018, Dec.) Small cells market status report. [Online]. Available: https://scf.io/en/documents/050_-_Small_cells_market_status_report_December_2018.phpGoogle Scholar
Hamalainen, S., Sanneck, H. and Sartori, C., LTE Self-Organising Networks (SON): Network Management Automation for Operational Efficiency. Chichester: John Wiley & Sons Ltd., 2011.Google Scholar
Haenggi, M., Andrews, J. G., Baccelli, F., Dousse, O. and Franceschetti, M., “Stochastic geometry and random graphs for the analysis and design of wireless networks,” IEEE Journal on Selected Areas in Communications, vol. 27, no. 7, pp. 1029–1046, Sep. 2009.CrossRefGoogle Scholar
Baccelli, F. and Blaszczyszyn, B., “Stochastic geometry and wireless networks: Volume I theory,” Foundation and Trend R in Networking, vol. 3, no. 3–4, pp. 249–449, 2009.Google Scholar
Haenggi, M., Stochastic Geometry for Wireless Networks. New York: Cambridge University Press, 2012.CrossRefGoogle Scholar
ElSawy, H., Hossain, E. and Haenggi, M., “Stochastic geometry for modeling, analysis, and design of multi-tier and cognitive cellular wireless networks: A survey,” IEEE Communications Surveys Tutorials, vol. 15, no. 3, pp. 996–1019, Third quarter 2013.CrossRefGoogle Scholar
Mukherjee, S., Analytical Modeling of Heterogeneous Cellular Networks. New York: Cambridge University Press, 2014.Google Scholar
Deng, N., Zhou, W. and Haenggi, M., “The Ginibre point process as a model for wireless networks with repulsion,” IEEE Transactions on Wireless Communications, vol. 14, no. 1, pp. 107–121, Jan. 2015.CrossRefGoogle Scholar
Haenggi, M., “The meta distribution of the SIR in Poisson bipolar and cellular networks,” IEEE Transactions on Wireless Communications, vol. 15, no. 4, pp. 2577–2589, April 2016.CrossRefGoogle Scholar
Haenggi, M., “The local delay in Poisson networks,” IEEE Transactions on Information Theory, vol. 59, no. 3, pp. 1788–1802, Mar. 2013.CrossRefGoogle Scholar
Novlan, T. D., Dhillon, H. S. and Andrews, J. G., “Analytical modeling of uplink cellular networks,” IEEE Transactions on Wireless Communications, vol. 12, no. 6, pp. 2669–2679, June 2013.Google Scholar
Renzo, M. D., Lu, W. and Guan, P., “The intensity matching approach: A tractable stochastic geometry approximation to system-level analysis of cellular networks,” IEEE Transactions on Wireless Communications, vol. 15, no. 9, pp. 5963–5983, Sep. 2016.CrossRefGoogle Scholar
Andrews, J., Baccelli, F. and Ganti, R., “A tractable approach to coverage and rate in cellular networks,” IEEE Transactions on Communications, vol. 59, no. 11, pp. 3122–3134, Nov. 2011.CrossRefGoogle Scholar
Dhillon, H. S., Ganti, R. K., Baccelli, F. and Andrews, J. G., “Modeling and analysis of K-tier downlink heterogeneous cellular networks,” IEEE Journal on Selected Areas in Communications, vol. 30, no. 3, pp. 550–560, Apr. 2012.CrossRefGoogle Scholar
Dhillon, H. S., Kountouris, M. and Andrews, J. G., “Downlink MIMO hetnets: Modeling, ordering results and performance analysis,” IEEE Transactions on Wireless Communications, vol. 12, no. 10, pp. 5208–5222, Oct. 2013.Google Scholar
Dhillon, H. S., Ganti, R. K. and Andrews, J. G., “Load-aware modeling and analysis of heterogeneous cellular networks,” IEEE Transactions on Wireless Communications, vol. 12, no. 4, pp. 1666–1677, Apr. 2013.CrossRefGoogle Scholar
Chun, Y. J., Cotton, S. L., Dhillon, H. S., Ghrayeb, A. and Hasna, M. O., “A stochastic geometric analysis of device-to-device communications operating over generalized fading channels,” IEEE Transactions on Wireless Communications, vol. 16, no. 7, pp. 4151–4165, July 2017.CrossRefGoogle Scholar
Malak, D., Al-Shalash, M. and Andrews, J. G., “Spatially correlated content caching for device-to-device communications,” IEEE Transactions on Wireless Communications, vol. 17, no. 1, pp. 56–70, Jan. 2018.CrossRefGoogle Scholar
Kouzayha, N., Dawy, Z., Andrews, J. G. and ElSawy, H., “Joint downlink/uplink RF wake-up solution for IoT over cellular networks,” IEEE Transactions on Wireless Communications, vol. 17, no. 3, pp. 1574–1588, March 2018.CrossRefGoogle Scholar
Chetlur, V. V. and Dhillon, H. S., “Downlink coverage analysis for a finite 3-D wireless network of unmanned aerial vehicles,” IEEE Transactions on Communications, vol. 65, no. 10, pp. 4543–4558, Oct. 2017.Google Scholar
Bai, T., Alkhateeb, A. and Heath, R. W., “Coverage and capacity of millimeter-wave cellular networks,” IEEE Communications Magazine, vol. 52, no. 9, pp. 70–77, Sep. 2014.Google Scholar
Bai, T. and Heath, R. W., “Coverage and rate analysis for millimeter-wave cellular networks,” IEEE Transactions on Wireless Communications, vol. 14, no. 2, pp. 1100–1114, Feb. 2015.Google Scholar
Gupta, A. K., Andrews, J. G. and Heath, R. W., “Macrodiversity in cellular networks with random blockages,” IEEE Transactions on Wireless Communications, vol. 17, no. 2, pp. 996–1010, Feb. 2018.Google Scholar
Thornburg, A. and Heath, R. W., “Ergodic rate of millimeter wave ad hoc networks,” IEEE Transactions on Wireless Communications, vol. 17, no. 2, pp. 914–926, Feb. 2018.CrossRefGoogle Scholar
Zhu, Y., Wang, L., Wong, K. K. and Heath, R. W., “Secure communications in millimeter wave Ad Hoc networks,” IEEE Transactions on Wireless Communications, vol. 16, no. 5, pp. 3205–3217, May 2017.Google Scholar
Jurdi, R., Gupta, A. K., Andrews, J. G. and Heath, R. W., “Modeling infrastructure sharing in mmWave networks with shared spectrum licenses,” IEEE Transactions on Cognitive Communications and Networking, vol. 4, no. 2, pp. 328–343, Jun. 2018.CrossRefGoogle Scholar
Wang, L., Wong, K. K., Heath, R. W. and Yuan, J., “Wireless powered dense cellular networks: How many small cells do we need?” IEEE Journal on Selected Areas in Communications, vol. 35, no. 9, pp. 2010–2024, Sep. 2017.CrossRefGoogle Scholar
Nigam, G., Minero, P. and Haenggi, M., “Coordinated multipoint joint transmission in heterogeneous networks,” IEEE Transactions on Communications, vol. 62, no. 11, pp. 4134–4146, Nov. 2014.CrossRefGoogle Scholar
Sun, H., Sheng, M., Wildemeersch, M., Quek, T. Q. S. and Li, J., “Traffic adaptation and energy efficiency for small cell networks with dynamic TDD,” IEEE Journal on Selected Areas in Communications, vol. 34, no. 12, pp. 3234–3251, Dec. 2016.Google Scholar
Soh, Y. S., Quek, T. Q. S., Kountouris, M. and Shin, H., “Energy efficient heterogeneous cellular networks,” IEEE Journal on Selected Areas in Communications, vol. 31, no. 5, pp. 840–850, May 2013.CrossRefGoogle Scholar
de la Roche, G., Valcarce, A., López-Pérez, D. and Zhang, J., “Access control mechanisms for femtocells,” IEEE Communications Magazine, vol. 48, no. 1, pp. 33–39, Jan. 2010.CrossRefGoogle Scholar
Ding, M., Wang, P., López-Pérez, D., Mao, G. and Lin, Z., “Performance impact of LoS and NLoS transmissions in dense cellular networks,” IEEE Transactions on Wireless Communications, vol. 15, no. 3, pp. 2365–2380, Mar. 2016.Google Scholar
Qualcomm, “1000x: More smallcells. Hyper-dense small cell deployments,” Jun. 2014. www.qualcomm.com/media/documents/files/1000x-more-small-cells.pdfGoogle Scholar
Zhang, X. and Andrews, J., “Downlink cellular network analysis with multi-slope path loss models,” IEEE Transactions on Communications, vol. 63, no. 5, pp. 1881–1894, May 2015.CrossRefGoogle Scholar
Ding, M. and López-Pérez, D., “Performance impact of base station antenna heights in dense cellular networks,” IEEE Transactions on Wireless Communications, vol. 16, no. 12, pp. 8147–8161, Dec. 2017.CrossRefGoogle Scholar
Liu, J., Sheng, M., Liu, L. and Li, J., “How dense is ultra-dense for wireless networks: From far- to near-field communications,” arXiv:1606.04749 [cs.IT], Jun. 2016.Google Scholar
Coskun, V., Ok, K. and Ozdenizci, B., Near Field Communication (NFC): From Theory to Practice. Chichester: John Wiley & Sons Ltd., Dec. 2011.Google Scholar
AlAmmouri, A., Andrews, J. G. and Baccelli, F., “SINR and throughput of dense cellular networks with stretched exponential path loss,” IEEE Transactions on Wireless Communications, vol. 17, no. 2, pp. 1147–1160, Feb. 2018.CrossRefGoogle Scholar
Franceschetti, M., Bruck, J. and Schulman, L. J., “A random walk model of wave propagation,” IEEE Transactions on Antennas and Propagation, vol. 52, no. 5, pp. 1304–1317, May 2004.Google Scholar
3GPP, “TR 36.842: Study on small cell enhancements for E-UTRA and E-UTRAN, higher layer aspects,” Dec. 2013. https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=2543Google Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “Performance impact of idle mode capability on dense small cell networks,” IEEE Transactions on Vehicular Technology, vol. 66, no. 11, pp. 10 446–10 460, Nov. 2017.Google Scholar
Ding, M., López-Pérez, D., Jafari, A. H., Mao, G. and Lin, Z., “Ultra-dense networks: A new look at the proportional fair scheduler,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–7, Dec. 2017.Google Scholar
Chen, Y., Ding, M., López-Pérez, D., et al., “Ultra-dense network: A holistic analysis of multi-piece path loss, antenna heights, finite users and BS idle modes,” IEEE Transactions on Mobile Computing, vol. 20, no. 4, pp. 1702–1713, Apr. 2021Google Scholar
Ding, M., López-Pérez, D., Xue, R., Vasilakos, A. and Chen, W., “On dynamic time- division-duplex transmissions for small-cell networks,” IEEE Transactions on Vehicular Technology, vol. 65, no. 11, pp. 8933–8951, Nov. 2016.CrossRefGoogle Scholar
Ding, T., Ding, M., Mao, G., Lin, Z., Zomaya, A. Y. and López-Pérez, D., “Performance analysis of dense small cell networks with dynamic TDD,” IEEE Transactions on Vehicular Technology, vol. 67, no. 10, pp. 9816–9830, Oct. 2018.Google Scholar
Goldsmith, A., Wireless Communications. Cambridge: Cambridge University Press, 2012.Google Scholar
Chen, Y., Ding, M. and López-Pérez, D., “Performance of ultra-dense networks with a generalized multipath fading,” IEEE Wireless Communications Letters, vol. 8, no. 5, pp. 1419–1422, Oct. 2019.CrossRefGoogle Scholar
López-Pérez, D. and Ding, M., “Toward ultradense small cell networks: A brief history on the theoretical analysis of dense wireless networks,” Wiley Encyclopedia of Electrical and Electronics Engineering, May 2019. https://doi.org/10.1002/047134608X.W8392CrossRefGoogle Scholar
Jafari, A. H., Ding, M. and López-Pérez, D., “Performance analysis of dense small cell networks with line of sight and non-line of sight transmissions under Rician fading.” in Duong, T. Q., Chu, X. and Suraweera, H. A. (eds.), Ultra-Dense Networks for 5G and Beyond: Modelling, Analysis, and Applications, Chichester John Wiley & Sons Ltd., pp. 41–64, Apr. 2019.CrossRefGoogle Scholar
Yang, J., Ding, M., Mao, G., Lin, Z. and Ge, X., “Analysis of underlaid d2d-enhanced cellular networks: Interference management and proportional fair scheduler,” IEEE Access, vol. 7, pp. 35 755–35 768, Mar. 2019.Google Scholar
Yang, J., Ding, M., Mao, G., et al., “Optimal base station antenna downtilt in downlink cellular networks,” IEEE Transactions on Wireless Communications, vol. 18, no. 3, pp. 1779–1791, Mar. 2019.CrossRefGoogle Scholar
Ma, C., Ding, M., López-Pérez, D., et al., “Performance analysis of the idle mode capability in a dense heterogeneous cellular network,” IEEE Transactions on Communications, vol. 66, no. 9, pp. 3959–3973, Sep. 2018.Google Scholar
Ding, M., López-Pérez, D., Claussen, H. and Kaafar, M. A., “On the fundamental characteristics of ultra-dense small cell networks,” IEEE Network, vol. 32, no. 3, pp. 92–100, May 2018.CrossRefGoogle Scholar
Yang, B., Mao, G., Ge, X., Ding, M. and Yang, X., “On the energy-efficient deployment for ultra-dense heterogeneous networks with NLoS and LoS transmissions,” IEEE Transactions on Green Communications and Networking, vol. 2, no. 2, pp. 369–384, Jun. 2018.CrossRefGoogle Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “Ultra-dense networks: Is there a limit to spatial spectrum reuse?” in IEEE International Conference on Communications (ICC), pp. 1–6, May 2018.Google Scholar
Yang, B., Mao, G., Ding, M., Ge, X. and Tao, X., “Dense small cell networks: From noise-limited to dense interference-limited,” IEEE Transactions on Vehicular Technology, vol. 67, no. 5, pp. 4262–4277, May 2018.Google Scholar
Yao, X., Ding, M., López-Pérez, D., et al., “Performance analysis of uplink massive MIMO networks with a finite user density,” in IEEE Wireless Communications and Networking Conference (WCNC), pp. 1–6, Apr. 2018.CrossRefGoogle Scholar
Ding, M. and López-Pérez, D., “Promises and caveats of uplink IoT ultra-dense networks,” in 2018 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1–6, Apr. 2018.Google Scholar
Ma, C., Ding, M., Chen, H., et al., “On the performance of multi-tier heterogeneous cellular networks with idle mode capability,” in IEEE Wireless Communications and Networking Conference (WCNC), pp. 1–6, Apr. 2018.Google Scholar
Jafari, A. H., López-Pérez, D., Ding, M. and Zhang, J., “Performance analysis of dense small cell networks with practical antenna heights under Rician fading,” IEEE Access, vol. 6, pp. 9960–9974, Oct. 2018.CrossRefGoogle Scholar
Yao, X., Ding, M., López-Pérez, D., Lin, Z. and Mao, G., “What is the optimal network deployment for a fixed density of antennas?” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–6, Dec. 2017.Google Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “What is the true value of dynamic TDD?: A mac layer perspective,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–7, Dec. 2017.Google Scholar
Ding, M. and López-Pérez, D., “Performance impact of base station antenna heights in dense cellular networks,” IEEE Transactions on Wireless Communications, vol. 16, no. 12, pp. 8147–8161, Dec. 2017.Google Scholar
Ding, M. and López-Pérez, D., “On the performance of practical ultra-dense networks: The major and minor factors,” The IEEE Workshop on Spatial Stochastic Models for Wireless Networks (SpaSWiN) 2017, pp. 1–8, May 2017.Google Scholar
Yang, B., Ding, M., Mao, G. and Ge, X., “Performance analysis of dense small cell networks with generalized fading,” in IEEE International Conference on Communications (ICC), pp. 1–7, May 2017.CrossRefGoogle Scholar
Ding, T., Ding, M., Mao, G., et al., “Uplink performance analysis of dense cellular networks with LoS and NLoS transmissions,” IEEE Transactions on Wireless Communications, vol. 16, no. 4, pp. 2601–2613, Apr. 2017.CrossRefGoogle Scholar
Ding, M. and López-Pérez, D., “Please lower small cell antenna heights in 5G,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–6, Dec. 2016.CrossRefGoogle Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “Study on the idle mode capability with LoS and NLoS transmissions,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–6, Dec. 2016.Google Scholar
Wang, J., Chu, X., Ding, M. and López-Pérez, D., “On the performance of multitier heterogeneous networks under LoS and NLoS transmissions,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–6, Dec. 2016.Google Scholar
Ding, T., Ding, M., Mao, G., Lin, Z. and López-Pérez, D., “Uplink performance analysis of dense cellular networks with LoS and NLoS transmissions,” in IEEE International Conference on Communications (ICC), pp. 1–6, May 2016.Google Scholar
Ding, M., López-Pérez, D., Mao, G., Wang, P. and Lin, Z., “Will the area spectral efficiency monotonically grow as small cells go dense?” in IEEE Global Telecommunications Conference (GLOBECOM), San Diego, CA, pp. 1–7, Dec. 2015.Google Scholar
Jafari, A. H., López-Pérez, D., Ding, M. and Zhang, J., “Study on scheduling techniques for ultra dense small cell networks,” in IEEE Vehicular Technology Conference (VTC), pp. 1–6, Sep. 2015.CrossRefGoogle Scholar
Fotouhi, A., Qiang, H., Ding, M., et al., “Survey on UAV cellular communications: Practical aspects, standardization advancements, regulation, and security challenges,” IEEE Communications Surveys Tutorials, vol. 21, no. 4, pp. 3417–3442, Fourth-quarter 2019.CrossRefGoogle Scholar
Meng, Z., Chen, Y., Ding, M. and López-Pérez, D., “A new look at UAV channel modeling: A long tail of los probability,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), pp. 1–6, Sep. 2019.Google Scholar
López-Pérez, D., Ding, M., Li, H., et al., “On the downlink performance of UAV communications in dense cellular networks,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–7, Dec. 2018.Google Scholar
Yin, Z., Li, J., Ding, M., Song, F. and López-Pérez, D., “Uplink performance analysis of base station antenna heights in dense cellular networks,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–7, Dec. 2018.CrossRefGoogle Scholar
Li, H., Ding, M., López-Pérez, D., et al., “Performance analysis of the access link of drone base station networks with LoS/NLoS transmissions,” Springer INISCOM2018, pp. 1–7, Aug. 2018.Google Scholar
Liu, C., Ding, M., Ma, C., et al., “Performance analysis for practical unmanned aerial vehicle networks with LoS/NLoS transmissions,” in IEEE International Conference on Communications (ICC), pp. 1–6, May 2018.Google Scholar
Chen, Y., Ding, M., López-Pérez, D., et al., “Dynamic reuse of unlicensed spectrum: An inter-working of LTE and WiFi,” IEEE Wireless Communications, vol. 24, no. 5, pp. 52–59, Oct. 2017.Google Scholar
López-Pérez, D., Ling, J., Kim, B. H., et al., “LWIP and Wi-Fi Boost flow control,” in IEEE Wireless Communications and Networking Conference (WCNC), pp. 1–6, Mar. 2017.Google Scholar
López-Pérez, D., Laselva, D., Wallmeier, E., et al., “Long term evolution-wireless local area network aggregation flow control,” IEEE Access, vol. 4, pp. 9860–9869, Jan. 2016.CrossRefGoogle Scholar
Chen, Y., Ding, M., López-Pérez, D., Lin, Z. and Mao, G., “A space-time analysis of LTE and Wi-Fi inter-working,” IEEE Journal on Selected Areas in Communications, vol. 34, no. 11, pp. 2981–2998, Nov. 2016.CrossRefGoogle Scholar
López-Pérez, D., Ling, J., Kim, B. H., et al., “Boosted WiFi through LTE small cells: The solution for an all-wireless enterprise,” in IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), pp. 1–6, Sep. 2016.CrossRefGoogle Scholar
Song, F., Li, J., Ding, M., et al., “Probabilistic caching for small-cell networks with terrestrial and aerial users,” IEEE Transactions on Vehicular Technology, vol. 68, no. 9, pp. 9162–9177, Sep. 2019.CrossRefGoogle Scholar
Cheng, P., Ma, C., Ding, M., et al., “Localized small cell caching: A machine learning approach based on rating data,” IEEE Transactions on Communications, vol. 67, no. 2, pp. 1663–1676, Feb. 2019.Google Scholar
Ma, C., Ding, M., Chen, H., et al., “Socially aware caching strategy in device-to-device communication networks,” IEEE Transactions on Vehicular Technology, vol. 67, no. 5, pp. 4615–4629, May 2018.CrossRefGoogle Scholar
Chen, Y., Ding, M., Li, J., et al., “Probabilistic small-cell caching: Performance analysis and optimization,” IEEE Transactions on Vehicular Technology, vol. 66, no. 5, pp. 4341–4354, May 2017.Google Scholar
Li, J., Chen, Y., Ding, M., et al., “A small-cell caching system in mobile cellular networks with LoS and NLoS channels,” IEEE Access, vol. 5, pp. 1296–1305, Mar. 2017.CrossRefGoogle Scholar
Ma, C., Ding, M., Chen, H., et al., “Socially aware distributed caching in device-to-device communication networks,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–6, Dec. 2016.CrossRefGoogle Scholar
Ding, M., López-Pérez, D., Mao, G., Lin, Z. and Das, S. K., “DNA-GA: A tractable approach for performance analysis of uplink cellular networks,” IEEE Transactions on Communications, vol. 66, no. 1, pp. 355–369, Jan. 2018.Google Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “DNA-GA: A new approach of network performance analysis,” in IEEE International Conference on Communications (ICC), pp. 1–7, May 2016.CrossRefGoogle Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “Microscopic analysis of the uplink interference in FDMA small cell networks,” IEEE Trans. on Wireless Communications, vol. 15, no. 6, pp. 4277–4291, Jun. 2016.Google Scholar
Ding, M., López-Pérez, D., Mao, G. and Lin, Z., “Approximation of uplink inter-cell interference in FDMA small cell networks,” in IEEE Global Telecommunications Conference (GLOBECOM), pp. 1–7, Dec. 2015.CrossRefGoogle Scholar
Ding, M., López-Pérez, D., Vasilakos, A. V. and Chen, W., “Analysis on the SINR performance of dynamic TDD in homogeneous small cell networks,” 2014 IEEE Global Communications Conference, pp. 1552–1558, Dec. 2014.Google Scholar
Ding, M., López-Pérez, D., Vasilakos, A. V. and Chen, W., “Dynamic TDD transmissions in homogeneous small cell networks,” in IEEE International Conference on Communications (ICC), pp. 616–621, Jun. 2014.Google Scholar
Ding, M., López-Pérez, D., Xue, R., Vasilakos, A. V. and Chen, W., “Small cell dynamic TDD transmissions in heterogeneous networks,” in IEEE International Conference on Communications (ICC), pp. 4881–4887, Jun. 2014.Google Scholar
Wang, J., Chu, X., Ding, M. and López-Pérez, D., “The effect of LoS and NLoS transmissions on base station clustering in dense small-cell networks,” in IEEE Vehicular Technology Conference (VTC), pp. 1–6, Sep. 2019.Google Scholar
Ding, M. and Luo, H., Multi-Point Cooperative Communication Systems: Theory and Applications. Berlin/Heidelberg: Springer, 2013.Google Scholar
Claussen, H., Lopez-Perez, D., Ho, L., Razavi, R. and Kucera, S., Small Cell Networks: Deployment, Management, and Optimization. Hoboken, NJ: Wiley-IEEE Press, 2018.Google Scholar
3GPP, “TR 25.814: Physical layer aspects for evolved Universal Terrestrial Radio Access (UTRA),” Oct. 2006. https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=1247Google Scholar
Cisco, “Antenna patterns and their meaning,” White Paper, Aug. 2007. https://www.industrialnetworking.com/pdf/Antenna-Patterns.pdfGoogle Scholar
3GPP, “TR 38.901: Study on channel model for frequencies from 0.5 to 100 GHz,” Jan. 2020. https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aGoogle Scholar
Li, X., Heath, R. W. Jr., Linehan, K. and Butler, R., “Impact of metro cell antenna pattern and downtilt in heterogeneous networks,” arXiv:1502.05782 [cs.IT], Feb. 2015. [Online]. Available: http://arxiv.org/abs/1502.05782Google Scholar
Chu, X., López-Pérez, D., Gunnarsson, F. and Yang, Y., Heterogeneous Cellular Networks: Theory, Simulation and Deployment. Cambridge: Cambridge University Press, 2003.Google Scholar
Seybold, J. S., Introduction to RF Propagation. Hoboken, NJ: John Wiley & Sons Ltd., 2005.CrossRefGoogle Scholar
3GPP, “TR 36.828: Further enhancements to LTE Time Division Duplex for Downlink-Uplink interference management and traffic adaptation,” Jun. 2012. https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=2507Google Scholar
Goldsmith, A., Wireless Communications. Cambridge: Cambridge University Press, 2005.Google Scholar
Adachi, F. and Tjhung, T., “Tapped delay line model for band-limited multipath channel in DS-CDMA mobile radio,” Electronics Letters , vol. 37, no. 5, pp. 318–319, Mar. 2001.CrossRefGoogle Scholar
Gradshteyn, I. and Ryzhik, I., Table of Integrals, Series, and Products, 7th ed. Cambridge, MA: Academic Press, 2007.Google Scholar
3GPP, “TR 25.996: Spatial channel model for Multiple Input Multiple Output (MIMO) simulations,” Jun. 2018. https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=1382Google Scholar
Claussen, H., López-Pérez, D., Ho, L., Razavi, R. and Kucera, S., Small Cell Networks: Deployment, Management, and Optimization, 1st ed. Hoboken, NJ: Wiley-IEEE Press, 2018.Google Scholar
Slivnyak, I., “Some properties of stationary flows of homogeneous random events,” Theory Probability, vol. 7, pp. 336–341, 1962.Google Scholar
Renzo, M. D., Lu, W. and Guan, P., “The intensity matching approach: A tractable stochastic geometry approximation to system-level analysis of cellular networks,” IEEE Transactions on Wireless Communications, vol. 15, no. 9, pp. 5963–5983, Sep. 2016.Google Scholar
Rupp, M., Schwarz, S. and Taranetz, M., The Vienna LTE-Advanced Simulators: Up and Downlink, Link and System Level Simulation, 1st ed. Berlin/Heidelberg: Springer, 2016.CrossRefGoogle Scholar
Sesia, S., Toufik, I. and Baker, M., LTE - The UMTS Long Term Evolution: From Theory to Practice, 2nd ed. Hoboken, NJ: John Wiley & Sons Ltd., 2011.Google Scholar
Ahmadi, S., 5G NR: Architecture, Technology, Implementation, and Operation of 3GPP New Radio Standards, 1st ed. Hoboken, NJ: Academic Press, Jun. 2019.Google Scholar
Frenger, P., Parkvall, S. and Dahlman, E., “Performance comparison of HARQ with Chase combining and incremental redundancy for HSDPA,” in IEEE Vehicular Technology Conference (VTC), pp. 1829–1833, Oct. 2001.Google Scholar
Gozalvez, J. and Dunlop, J., “Link level modelling techniques for analysing the configuration of link adaptation algorithms in mobile radio networks,” in European Wireless, pp. 1–6, Feb. 2004.Google Scholar
Monghal, G., Pedersen, K. I., Kovacs, I. Z. and Mogensen, P. E., “QoS oriented time and frequency domain packet schedulers for the UTRAN long term evolution,” in IEEE Vehicular Technology Conference (VTC), pp. 2532–2536, May 2008.Google Scholar
Kolehmainen, N., Puttonen, J., Kela, P., et al., “Channel quality indication reporting schemes for UTRAN long term evolution downlink,” in IEEE Vehicular Technology Conference (VTC), pp. 2522–2526, May 2008.Google Scholar
Pedersen, K. I., Kolding, T. E., Frederiksen, F., et al., “An overview of downlink radio resource management for UTRAN long-term evolution,” IEEE Communications Magazine, vol. 47, no. 7, pp. 86–93, Jul. 2009.Google Scholar
Lembo, S. D., “Modeling BLER performance of punctured turbo codes,” Ph.D. Thesis, School of Electrical Engineering, Aalto University, May 2011.Google Scholar
Chae, C. B., Hwang, I., Heath, R. W. and Tarokh, V., “Interference aware-coordinated beamforming in a multi-cell system,” IEEE Transactions on Wireless Communications, vol. 11, no. 10, pp. 3692–3703, Oct. 2012.CrossRefGoogle Scholar
Gilhousen, K. S., Jacobs, I., Padovani, R., et al., “On the capacity of a cellular CDMA system,” IEEE Transactions on Vehicular Technology, vol. 40, no. 2, pp. 303–312, May 1991.Google Scholar
Viterbi, A. J., Viterbi, A. M. and Zehavi, E., “Other-cell interference in cellular power-controlled CDMA,” IEEE Transactions on Communications, vol. 42, no. 2/3/4, pp. 1501–1504, Feb.–Apr 1994.Google Scholar
Gesbert, D., Hanly, S., Huang, H., et al., “Multi-cell MIMO cooperative networks: A new look at interference,” IEEE Journal on Selected Areas in Communications, vol. 28, no. 9, pp. 1380–1408, Dec. 2010.Google Scholar
Wyner, A. D., “Shannon-theoretic approach to a Gaussian cellular multi-access channel,” IEEE Transactions on Information Theory, vol. 40, no. 6, pp. 1713–1727, Nov. 1994. CrossRefGoogle Scholar
Xu, J., Zhang, J. and Andrews, J. G., “On the accuracy of the Wyner Model in cellular networks,” IEEE Transactions on Wireless Communications, vol. 10, no. 9, pp. 3098–3109, Jul. 2011.Google Scholar
Somekh, O., Zaidel, B. M. and Shamai, S., “Sum rate characterization of joint multiple cell-site processing,” IEEE Transactions on Information Theory, vol. 53, no. 12, pp. 4473–4497, Dec. 2007.CrossRefGoogle Scholar
Jing, S., Tse, D. N. C., Hou, J., et al., “Multi-cell downlink capacity with coordinated processing,” EURASIP Journal on Wireless Communications and Networking, vol. 2008, pp. 1–19, Apr. 2008.CrossRefGoogle Scholar
Simeone, O., Somekh, O., Poor, H. V. and Shamai, S., “Local base station cooperation via finite-capacity links for the uplink of linear cellular networks,” IEEE Transactions on Information Theory, vol. 55, no. 1, pp. 190–204, Jan. 2009.CrossRefGoogle Scholar
Rappaport, T. S., Wireless Communications: Principles and Practice, 2nd ed. Hoboken, NJ: Prentice-Hall, 2002.Google Scholar
Stoyan, D., Kendall, W. and Mecke, J., Stochastic Geometry and Its Applications, 2nd ed. Hoboken, NJ: John Wiley & Sons Ltd., 1996.Google Scholar
Daley, D. and Jones, D. V., An Introduction to the Theory of Point Processes. Volume I: Elementary Theory and Methods, 2nd ed. New York: Springer, 2003.Google Scholar
Daley, D. and Jones, D. V., An Introduction to the Theory of Point Processes. Volume II: General Theory and Structure, 2nd ed. Berlin/Heidelberg: Springer, 2008.Google Scholar
Bartle, R. G. and Sherbert, D. R., Introduction to Real Analysis, 4th ed. Hoboken, NJ: John Wiley & Sons Ltd., 2010.Google Scholar
Kechris, A. S., Classical Descriptive Set Theory. Berlin/Heidelberg: Springer-Verlag, 1995.CrossRefGoogle Scholar
Stroock, D. W., Probability Theory: An Analytic View, 2nd ed. Cambridge: Cambridge University Press, 2012.Google Scholar
Bruckner, A. M., Bruckner, J. B. and Thomson, B. S., Real Analysis, 2nd ed. Scotts Valley, CA: CreateSpace Independent Publishing Platform, 2008.Google Scholar
Last, G. and Penrose, M., Lectures on the Poisson Process, 1st ed. Cambridge: Cambridge University Press, 2017.CrossRefGoogle Scholar
Campbell, N., “The study of discontinuous phenomena,” Mathematical Proceedings of the Cambridge Philosophy Society, vol. 15, pp. 117–136, 1909.Google Scholar
Dacey, M., “Two-dimensional random point patterns: A review and an interpretation,” Papers of the Regional Sciency Association, vol. 13, no. 1, pp. 41–55, 1964.CrossRefGoogle Scholar
Hertz, P., “Uber den geigerseitigen durchschnittlichen Abstand von Punkten, die mit bekannter mittlerer Dichte im Raume angeordnet sind,” Methematiche Annalen, vol. 67, pp. 387–398, 1909.CrossRefGoogle Scholar
Chandrasekhar, S., “Stochastic processes in physics and chemistry,” Review of Modern Physics, vol. 15, pp. 1–89, 1943.Google Scholar
Skellam, J., “Random dispersal in theoretical populations,” Biometrika, vol. 38, pp. 196–218, 1951.CrossRefGoogle Scholar
Moroshita, M., “Estimation of population density by spacing methods,” Memoirs of the Faculty of Science, Kyushi University, vol. 1, 187–197, 1954.Google Scholar
Thompson, H., “Distribution of distance to n-th neighbour in a population of randomly distributed individuals,” Ecology, vol. 37, no. 2, pp. 391–394, Apr. 1956.CrossRefGoogle Scholar
Moltchanov, D., “Distance distributions in random networks,” Ad-Hoc Networks, vol. 10, no. 6, pp. 1146–1166, Aug. 2012.CrossRefGoogle Scholar
Small Cell Forum, “Small cell siting challenges and recommendations,” Small Cell Forum Release 10.0 - Document 195.10.01, Aug. 2018. www.5gamericas.org/wp-content/uploads/2019/07/Small_Cell_Siting_Challenges__Recommendations_Whitepaper_final.pdfGoogle Scholar
Baccelli, F. and Zuyev, S., “Stochastic geometry models of mobile communication networks,” in Dshalalow, J. H. (ed.), Frontiers in Queueing: Models and Applications in Science and Engineering. Boca Raton, FL: CRC Press, pp. 227–243, 1996.Google Scholar
Baccelli, F., Klein, M., Lebourges, M. and Zuyev, S., “Stochastic geometry and architecture of communication networks,” Journal of Telecommunication Systems, vol. 7, no. 1, pp. 209–227, Jun. 1997.CrossRefGoogle Scholar
Brown, T. X., “Cellular performance bounds via shotgun cellular systems,” IEEE Journal on Selected Areas in Communications, vol. 18, no. 11, pp. 2443–2455, Nov. 2000.CrossRefGoogle Scholar
Al-Hourani, A., Evans, R. J. and Sithamparanathan, K., “Nearest neighbour distance distribution in hard-core point processes,” arXiv:1606.03695 [cs.IT], Jun. 2016.Google Scholar
Choi, C., Woo, J. O. and Andrews, J. G., “Modeling a spatially correlated cellular network with strong repulsion,” arXiv:1701.02261 [cs.IT], Jan. 2017.Google Scholar
Nawrocki, M. J., Dohler, M. and Aghvami, A. H., Understanding UMTS Radio Network Modelling, Planning and Automated Optimisation: Theory and Practice, 1st ed. Hoboken, NJ: John Wiley & Sons Ltd., 2006.CrossRefGoogle Scholar
Laiho, J., Wacker, A. and Novosad, T., Radio Network Planning and Optimisation for UMTS, 2nd ed. Hoboken, NJ: John Wiley & Sons Ltd., 2006.Google Scholar
Mishra, Ajay R., Fundamentals of Network Planning and Optimisation 2G/3G/4G: Evolution to 5G, 2nd ed. Hoboken, NJ: John Wiley & Sons Ltd., 2018.CrossRefGoogle Scholar
Zhang, X. and Andrews, J., “Downlink cellular network analysis with multi-slope path loss models,” IEEE Transactions on Communications, vol. 63, no. 5, pp. 1881–1894, May 2015.CrossRefGoogle Scholar
Bai, T. and Heath, R., “Coverage and rate analysis for millimeter-wave cellular networks,” IEEE Transactions on Wireless Communications, vol. 14, no. 2, pp. 1100–1114, Feb. 2015.CrossRefGoogle Scholar
Galiotto, C., Pratas, N. K., Marchetti, N. and Doyle, L., “A stochastic geometry framework for LOS/NLOS propagation in dense small cell networks,” arXiv:1412.5065 [cs.IT], Jun. 2015. [Online]. Available: http://arxiv.org/abs/1412.5065Google Scholar
Ding, M., Wang, P., López-Pérez, D., Mao, G. and Lin, Z., “Performance impact of LoS and NLoS transmissions in dense cellular networks,” IEEE Transactions on Wireless Communications, vol. 15, no. 3, pp. 2365–2380, Mar. 2016.CrossRefGoogle Scholar
Burden, R. L. and Faires, J. D., Numerical Analysis, 2nd ed. Boston, MA: PWS Publishers, 1985.Google Scholar
Pettijohn, R., “There's nothing small about small cell deployments,” ICT Solutions and Education, Jul. 2019. https://isemag.com/2019/07/theres-nothing-small-about-small-cell-deployments/Google Scholar
Small Cell Forum, “Deployment issues for urban small cells,” Small Cell Forum Release 7.0 - Document 096.07.01, Jun. 2014. https://scf.io/en/documents/096_-_Deployment_issues_for_urban_small_cells.phpGoogle Scholar
Fischer, G., Pivit, F. and Wiesbeck, W., “EISL, the pendant to EIRP: A measure for the receive performance of base stations at the air interface,” in 2002 32nd European Microwave Conference, pp. 1–4 Sep. 2002.Google Scholar
Holma, H. and Toskala, A., WCDMA for UMTS: Radio Access for Third Generation Mobile Communications, 3rd ed. Hoboken, NJ: John Wiley & Sons Ltd., 2002.Google Scholar
Holma, H. and Toskala, A., LTE for UMTS - OFDMA and SC-FDMA Based Radio Access. Hoboken, NJ: John Wiley & Sons Ltd., 2009.Google Scholar
Ashraf, I., Ho, L. and Claussen, H., “Improving energy efficiency of femtocell base stations via user activity detection,” in IEEE Wireless Communications and Networking Conference (WCNC), Sydney, Australia, pp. 1–5 Apr. 2010.CrossRefGoogle Scholar
Dahlman, E., Parkvall, S. and Skold, J., 4G, LTE-Advanced Pro and The Road to 5G, 3rd ed. Cambridge, MA: Academic Press, 2016.Google Scholar
Lee, S. and Huang, K., “Coverage and economy of cellular networks with many base stations,” IEEE Communications Letters, vol. 16, no. 7, pp. 1038–1040, Jul. 2012.CrossRefGoogle Scholar
Luo, Z., Ding, M. and Luo, H., “Dynamic small cell on/off scheduling using Stackelberg game,” IEEE Communications Letters, vol. 18, no. 9, pp. 1615–1618, Sep. 2014.CrossRefGoogle Scholar
Li, C., Zhang, J. and Letaief, K., “Throughput and energy efficiency analysis of small cell networks with multi-antenna base stations,” IEEE Transactions on Wireless Communications, vol. 13, no. 5, pp. 2505–2517, May 2014.Google Scholar
Zhang, T., Zhao, J., An, L. and Liu, D., “Energy efficiency of base station deployment in ultra dense HetNets: A stochastic geometry analysis,” IEEE Wireless Communications Letters, vol. 5, no. 2, pp. 184–187, Apr. 2016.CrossRefGoogle Scholar
Proakis, J. G., Digital Communications, 4th ed. New York: McGraw-Hill, 2000.Google Scholar
Pokhariyal, A., Pedersen, K. I., Monghal, G., et al., “HARQ aware frequency domain packet scheduler with different degrees of fairness for the UTRAN long term evolution,” in IEEE Vehicular Technology Conference (VTC), pp. 2761–2765, Apr. 2007.Google Scholar
Chapman, T., Larsson, E., von Wrycza, P., et al., HSPA Evolution: The Fundamentals for Mobile Broadband. Cambridge, MA: Academic Press, 2014.Google Scholar
Dahlman, E., Parkvall, S. and Skold, J., 4G: LTE/LTE-Advanced for Mobile Broadband. Cambridge, MA: Academic Press, 2013.Google Scholar
Choi, J. G. and Bahk, S., “Cell-throughput analysis of the proportional fair scheduler in the single-cell environment,” IEEE Transactions on Vehicular Technology, vol. 56, no. 2, pp. 766–778, Mar. 2007.Google Scholar
Miao, G., Zander, J., Sung, K. W. and Slimane, S. B., Fundamentals of Mobile Data Networks, 1st ed. Cambridge: CreateSpace Independent Publishing Platform, 2016.CrossRefGoogle Scholar
Liu, E. and Leung, K. K., “Expected throughput of the proportional fair scheduling over rayleigh fading channels,” IEEE Communications Letters, vol. 14, no. 6, pp. 515–517, Jun. 2010.CrossRefGoogle Scholar
Wu, J., Mehta, N. B., Molisch, A. F. and Zhang, J., “Unified spectral efficiency analysis of cellular systems with channel-aware schedulers,” IEEE Transactions on Communications, vol. 59, no. 12, pp. 3463–3474, Dec. 2011.CrossRefGoogle Scholar
Liu, F., Riihijarvi, J. and Petrova, M., “Robust data rate estimation with stochastic SINR modeling in multi-interference OFDMA networks,” in IEEE International Conference on Sensing, Communication, and Networking (SECON), pp. 211–219, Jun. 2015.CrossRefGoogle Scholar
David, H. A. and Nagaraja, H. N., Order Statistics, 3rd ed. Hoboken, NJ: John Wiley & Sons Ltd., 2003.CrossRefGoogle Scholar
Ding, M., López-Pérez, D., Chen, Y., et al., “UDN: A holistic analysis of multi-piece path loss, antenna heights, finite users and BS idle modes,” IEEE Transactions on Mobile Computing, vol. 20, no. x, pp. 1, Apr. 2021.CrossRefGoogle Scholar
Boyd, S. and Vandenberghe, L., Convex Optimization. Cambridge: Cambridge University Press, 2004.Google Scholar
Ericsson, “Uplink and slow time-to-content: Extract from the Ericsson mobility report,” White Paper, Nov. 2016. www.ericsson.com/en/reports-and-papers/mobility-report/articles/uplink-speed-and-slow-time-to-contentGoogle Scholar
ITU-R, “Minimum requirements related to technical performance for IMT-2020 radio interface(s),” Report ITU-R M.2410, Nov. 2017. www.itu.int/pub/R-REP-M.2410Google Scholar
Ghosh, A., Zhang, J., Andrews, J. G. and Muhamed, R., Fundamentals of LTE. Hoboken, NJ: Prentice Hall, 2010.Google Scholar
Ding, T., Ding, M., Mao, G., et al., “Uplink performance analysis of dense cellular networks with los and nlos transmissions,” arXiv:1609.07837 [cs.IT], vol. abs/1609.07837, Sep. 2016. [Online]. Available: http://arxiv.org/abs/1609.07837CrossRefGoogle Scholar
Haenggi, M., “User point processes in cellular networks,” IEEE Wireless Communications Letters, vol. 6, no. 2, pp. 258–261, Apr. 2017.Google Scholar
3GPP, “TR 36.814: Further advancements for E-UTRA physical layer aspects,” Mar. 2010. https://portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.aspx?specificationId=2493Google Scholar
Sun, H., Wildemeersch, M., Sheng, M. and Quek, T. Q. S., “D2D enhanced heterogeneous cellular networks with dynamic TDD,” IEEE Transactions on Wireless Communications, vol. 14, no. 8, pp. 4204–4218, Aug. 2015.CrossRefGoogle Scholar
Yu, B., Yang, L., Ishii, H. and Mukherjee, S., “Dynamic TDD support in macrocell-assisted small cell architecture,” IEEE Journal on Selected Areas in Communications, vol. 33, no. 6, pp. 1201–1213, Jun. 2015.CrossRefGoogle Scholar
Gupta, A. K., Kulkarni, M. N., Visotsky, E., et al., “Rate analysis and feasibility of dynamic TDD in 5G cellular systems,” in IEEE International Conference on Communications (ICC), pp. 1–6 May 2016.CrossRefGoogle Scholar
Goyal, S., Galiotto, C., Marchetti, N. and Panwar, S., “Throughput and coverage for a mixed full and half duplex small cell network,” in IEEE International Conference on Communications (ICC), pp. 1–7 May 2016.CrossRefGoogle Scholar