Methods and apparatus for design, adjustment or operation of wireless networks using multi-stage optimization
First Claim
1. A processor-implemented method for providing a desired level of performance for a wireless network, the method comprising the steps of:
- applying an optimization process to a set of information characterizing the network, the optimization process comprising a multi-stage process including at least a frequency assignment stage and a post-frequency-assignment optimization stage, the post-frequency-assignment optimization stage being applied after assignment of frequencies to one or more communication channels of the wireless network in the frequency assignment stage, the post-frequency-assignment optimization stage being configured to utilize derivative-based optimization of a specified objective function in order to determine a particular network configuration for specified values of network capacity and network coverage, and wherein at least a subset of the stages of the multi-stage process are iterated; and
utilizing an output of the optimization process to determine at least one operating parameter of the wireless network.
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Abstract
Techniques for use in designing, adjusting or operating a wireless network so as to provide a desired level of performance for the network. An optimization process is applied to a set of information characterizing the network. The optimization process is implemented as a multi-stage process which includes at least a frequency assignment stage and a post-frequency-assignment optimization stage, wherein the frequency assignment stage and the post-frequency-assignment stage are subject to iteration. For example, after an initial assignment of the frequencies in the frequency assignment stage, the post-frequency-assignment optimization stage may be performed, and based on the result of the optimization, at least one of the frequency assignment stage and the post-frequency-assignment optimization stage may be repeated. An output of the optimization process is utilized to determine one or more operating parameters of the wireless network, such as a base station transmit power or antenna orientation. The optimization process in an illustrative embodiment may be implemented as a three-stage process which includes a pre-frequency-assignment optimization stage, the frequency assignment stage and the post-frequency-assignment optimization stage, with one or more subsets of these stages being implemented in an iterative manner.
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Citations
12 Claims
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1. A processor-implemented method for providing a desired level of performance for a wireless network, the method comprising the steps of:
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applying an optimization process to a set of information characterizing the network, the optimization process comprising a multi-stage process including at least a frequency assignment stage and a post-frequency-assignment optimization stage, the post-frequency-assignment optimization stage being applied after assignment of frequencies to one or more communication channels of the wireless network in the frequency assignment stage, the post-frequency-assignment optimization stage being configured to utilize derivative-based optimization of a specified objective function in order to determine a particular network configuration for specified values of network capacity and network coverage, and wherein at least a subset of the stages of the multi-stage process are iterated; and utilizing an output of the optimization process to determine at least one operating parameter of the wireless network. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9)
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10. An apparatus for use in providing a desired level of performance for a wireless network, the apparatus comprising:
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a processor-based system operative to apply an optimization process to a set of information characterizing the network, the optimization process comprising a multi-stage process including at least a frequency assignment stage and a post-frequency-assignment optimization stage, the post-frequency-assignment optimization stage being applied after assignment of frequencies to one or more communication channels of the wireless network in the frequency assignment stage, the post-frequency-assignment optimization stage being configured to utilize derivative-based Optimization of a specified objective function in order to determine a particular network configuration for specified values of network capacity and network coverage, and wherein at least a subset of the stages of the multi-stage process are iterated; wherein an output of the optimization process is utilized to determine at least one operating parameter of the wireless network.
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11. An apparatus for use in providing a desired level of performance for a wireless network, the apparatus comprising:
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means for applying an optimization process to a set of information characterizing the network, the optimization process comprising a multi-stage process including at least a frequency assignment stage and a post-frequency-assignment optimization stage, the post-frequency-assignment optimization stage being applied after assignment of frequencies to one or more communication channels of the wireless network in the frequency assignment stage, the post-frequency-assignment optimization stage being configured to utilize derivative-based optimization of a specified objective function in order to determine a particular network configuration for specified values of network capacity and network coverage, and wherein at least a subset of the stages of the multi-stage process are iterated; and means for utilizing an output of the optimization process to determine at least one operating parameter of the wireless network.
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12. An article of manufacture comprising a machine-readable medium for storing one or more software programs for use in providing a desired level of performance for a wireless network, wherein the one or more programs when executed by a processor-based system perform the step of:
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applying an optimization process to a set of information characterizing the network, the optimization process comprising a multi-stage process including at least a frequency assignment stage and a post-frequency-assignment optimization stage, the post-frequency-assignment optimization stage being applied after assignment of frequencies to one or more communication channels of the wireless network in the frequency assignment stage the post-frequency-assignment optimization stage being configured to utilize derivative-based optimization of a specified objective function in order to determine a particular network configuration for specified values of network capacity and network coverage, and wherein at least a subset of the stages of the multi-stage process are iterated; wherein an output of the optimization process is utilized to determine at least one operating parameter of the wireless network.
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Specification