Interference Exploitation-Based Hybrid Precoding with Low-Resolution DACs
Hybrid analog-digital precoding with low-resolution DACs, especially the one-bit case, has been shown to greatly reduce hardware costs and operational power consumption in massive MIMO systems, at the expense of increased radiated power. To address this challenge, we extend the constructive-interfer...
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| Published in: | 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) pp. 604 - 608 |
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| Language: | English |
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01.12.2019
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| Abstract | Hybrid analog-digital precoding with low-resolution DACs, especially the one-bit case, has been shown to greatly reduce hardware costs and operational power consumption in massive MIMO systems, at the expense of increased radiated power. To address this challenge, we extend the constructive-interference-based precoding to this low-cost architecture. We formulate an optimization problem for computing the constructive-interference-based hybrid analog-digital precoders with 1-bit resolution DACs. Our objective is to maximize the quality-of-service at the users subject to a given transmit power budget. Since the resulting problem is a mixed-integer nonlinear program, which is difficult to solve optimally, we decompose the problem into two subtasks, namely, analog precoding and digital precoding. For fixed analog precoders, we formulate a mixed-integer convex program to compute the 1-bit resolution digital precoders. Furthermore, we devise a suboptimal method to solve the formulated mixed-integer convex program problem with low complexity. Simulation results are provided to evaluate the proposed methods. |
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| AbstractList | Hybrid analog-digital precoding with low-resolution DACs, especially the one-bit case, has been shown to greatly reduce hardware costs and operational power consumption in massive MIMO systems, at the expense of increased radiated power. To address this challenge, we extend the constructive-interference-based precoding to this low-cost architecture. We formulate an optimization problem for computing the constructive-interference-based hybrid analog-digital precoders with 1-bit resolution DACs. Our objective is to maximize the quality-of-service at the users subject to a given transmit power budget. Since the resulting problem is a mixed-integer nonlinear program, which is difficult to solve optimally, we decompose the problem into two subtasks, namely, analog precoding and digital precoding. For fixed analog precoders, we formulate a mixed-integer convex program to compute the 1-bit resolution digital precoders. Furthermore, we devise a suboptimal method to solve the formulated mixed-integer convex program problem with low complexity. Simulation results are provided to evaluate the proposed methods. |
| Author | Hegde, Ganapati Pesavento, Marius Zheng, Xin |
| Author_xml | – sequence: 1 givenname: Xin surname: Zheng fullname: Zheng, Xin organization: Communication Systems Group, Technische Universität Darmstadt,Germany – sequence: 2 givenname: Ganapati surname: Hegde fullname: Hegde, Ganapati organization: Communication Systems Group, Technische Universität Darmstadt,Germany – sequence: 3 givenname: Marius surname: Pesavento fullname: Pesavento, Marius organization: Communication Systems Group, Technische Universität Darmstadt,Germany |
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| Snippet | Hybrid analog-digital precoding with low-resolution DACs, especially the one-bit case, has been shown to greatly reduce hardware costs and operational power... |
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| StartPage | 604 |
| SubjectTerms | Antennas Computer architecture Interference MIMO communication Optimization Precoding Radio frequency |
| Title | Interference Exploitation-Based Hybrid Precoding with Low-Resolution DACs |
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