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Energy and spectral efficiency trade-off in OCDMA-PON assisted by non-linear programming methods

机译:OCDMA-PON的能量和光谱效率折衷由非线性规划方法辅助

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Two important metrics for performance evaluation in optical code division multiple access networks (OCDMA) are energy efficiency (EE) and spectral efficiency (SE). Both metrics are investigated in this work through the bi-objective optimization approach by analyzing the trade-off between SE and EE. We first formulate the SE? EE optimization as a bi-objective optimization (BOO) problem with minimum rate requirement constraints. Then, considering the non-convexity of the BOO problem, it is converted into a single-objective optimization (SOO) problem by utilizing weighted sum method. Nonlinear programming methods as sequential quadratic programming method (SQP) and majoration?minimization (MaMi) are applied to solve the BOO problem, with QoS guarantees for the OCDMA networks. Resource efficiency (RE) is able to explore the trade-off between EE and SE in OCDMA networks. The optimization methods were applied and their performance-complexity trade-offs are compared with the exhaustive search (ES) method. Numerical results were performed considering practical and realistic scenarios, including a wide range of nodes, while the solutions obtained by the methods are represented in the Pareto front.
机译:在光码分多址网络(OCDMA)性能评价两个重要的指标是能源效率(EE)及频谱效率(SE)。这两个指标在这项工作中通过双目标优化方法,通过分析SE和EE之间的权衡分析。我们首先制定了SE? EE优化为以最小的速率要求约束的双目标优化(BOO)的问题。然后,考虑到BOO问题的非凸性,它是通过利用加权求和方法转化成单目标优化(SOO)的问题。非线性编程方法为顺序的二次规划法(SQP)和majoration?最小化(真美)应用于解决BOO问题,具有QoS保证的光码分多址网络。资源效率(RE)是能够探索在OCDMA网络EE和SE之间的折衷。优化方法应用于他们的表现复杂的权衡与穷举搜索(ES)方法相比。进行数值计算结果考虑实际的和现实的场景中,包括宽范围的节点,同时通过所述方法获得的溶液中的帕累托前沿被表示。

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