Hien Quoc Ngo – Trung Q. Duong – Michail Matthaiou
Institute of Electronics, Communications and Information Technology, Queen’s University Belfast
School of Electrical and Electronic Engineering, University College Dublin, Dublin 4, Ireland
Department of Electrical Engineering, Linköping University, Linköping, Sweden
We consider the cell-free massive multiple-input multiple-output (MIMO) downlink, where a very large number of distributed multiple-antenna access points (APs) serve many single-antenna users in the same time-frequency resource. A simple (distributed) conjugate beamforming scheme is applied at each AP via the use of local channel state information (CSI). This CSI is acquired through time-division duplex operation and the reception of uplink training signals transmitted by the users. We derive a closed-form expression for the spectral efficiency taking into account the effects of channel estimation errors and power control. This closed-form result enables us to analyze the effects of backhaul power consumption, the number of APs, and the number of antennas per AP on the total energy efficiency, as well as, to design an optimal power allocation algorithm. The optimal power allocation algorithm aims at maximizing the total energy efficiency, subject to a per-user spectral efficiency constraint and a per-AP power constraint. Compared with the equal power control, our proposed power allocation scheme can double the total energy efficiency. Furthermore, we propose AP selections schemes, in which each user chooses a subset of APs, to reduce the power consumption caused by the backhaul links. With our proposed AP selection schemes, the total energy efficiency increases significantly, especially for large numbers of APs. Moreover, under a requirement of good quality-of-service for all users, cell-free massive MIMO outperforms the colocated counterpart in terms of energy efficiency.
Kerry College — founded in the early 1970’s s as Tralee Regional Technical College — has since expanded its programs and facilities, becoming a hub for education and skill development in Kerry County. In 2007, the institution underwent a significant transformation and was renamed the Institute of Technology Tralee reflecting its growth and status as a higher education institution offering undergraduate and postgraduate programs in business and the arts.
Relevant Standards:
International Standardization Organization
ISO 3834 – Quality requirements for fusion welding of metallic materials.
ISO 9606 – Qualification testing of welders.
ISO 14731 – Welding coordination – Tasks and responsibilities.
ISO 15614 – Specification and qualification of welding procedures for metallic materials.
AWS D1.1 – Structural Welding Code – Steel (published by the American Welding Society, but widely used internationally).
AWS D1.2 – Structural Welding Code – Aluminum (also published by the American Welding Society but recognized internationally for aluminum welding).
EN ISO 9606 – Qualification testing of welders.
EN ISO 3834 – Quality requirements for fusion welding of metallic materials (European version of ISO 3834).
These provide guidelines, specifications, and requirements for various aspects of welding processes, materials, and qualifications. Keep in mind that there are many other specific standards for different industries and materials, so it’s essential to refer to the relevant standard for your specific welding application and location. Additionally, standards can be updated or revised over time, so it’s advisable to check with the respective standard-setting organizations for the most current versions.
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