{'fraction_non_alphanumeric': 0.029535864978902954, 'fraction_numerical': 0.0162748643761302, 'mean_word_length': 5.2406015037593985, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
The Quality-Energy Scalable OFDMA Modulation for Low Power Transmitter and VLIW Processor Based Implementation

The improvement of spectral efficiency comes at the cost of exponential increment of signal processing complexity [1]. Hence, the energy-efficiency of baseband has recently turned out to be the bottleneck when deploying advanced air interfaces such as that in 4G. We advocate the scalable baseband design as a system level technique to aggressively optimize the average computation-load and associated energy-consumption. The key technique is to dynamically scale the baseband processing itself to the user requirement, the environment, the platform, etc. In this paper, we present the scalable design and VLIW processor based implementation of the OFDMA modulator, which is one of the most energy consuming parts of OFDMA and MIMO- OFDMA transmitters (in IEEE 802.16e , 3GPP LTE, etc.). Our work enables the OFDMA modulator to scale the modulation- accuracy and computation-load, so that the OFDMA modulator can dynamically reconfigure and work with minimal number of operations, whereas the required modulation-accuracy is still firmly guaranteed. Our work brings significant reductions in the average computation-load and associated energy-dissipation on real-life programmable platforms. Specifically, when the user is working with 16QAM and 1/2 coding rate (Turbo Coding) in a half-loaded 8-user system, the proposed scheme reduces 84% of the cycle-count and the associated energy-consumption on TI TMS320C6713, whereas the resulted Relative Constellation Error (RCE) is still lOdB better than the required RCE in IEEE 802.16e specifications.