Hello everybody,
It is a great pleasure to share
that recently our work has received much appreciation. We set a new world record
on the single-channel data rate of the standard optical fiber. In this blog, I
share our work in brief.
Our work is about mitigating the distortions and thus, increasing the transmission capacity of fiber-optic communication
systems. These systems carry 99% of today’s internet traffic and are under pressure
due to an exponential rise in bandwidth-hungry services such as video conferencing,
HD video streaming and online gaming. In order to increase the data-carrying
capacity of networks while keeping a lower cost, researchers and industries
around the world are working hard to achieve higher capacity per fiber.
The innovation is usually applied
at transmitters and receivers where information bits are encoded into higher modulation
format symbols (i.e. multiple amplitudes and phase levels of light), and then, those
symbols are transmitted at rates beyond 100 billion symbols/second. Such
systems that are already operating at their limits, distortions from hardware
components become critical.
Recently, we studied such a research
experimental setup that operates at 128 billion symbols/second and can use 16
amplitude levels of light to modulate information. We proposed a novel NN based
nonlinear digital pre-distortion (DPD) filter that compensates the transmitter
distortions and improves signal integrity. By incorporating the responses
of actual transmitter hardware in our numerical model and through several
numerical simulations, we tailored the architecture of the proposed NN-DPD.
Furthermore, with our insights about the experimental system, the proposed DPD was improved
to achieve better performances and to reduce training efforts.
An example schematic showing
how with application novel neural network-based digital pre-distortion at
transmitter improves the integrity of the received signal.
The NN-based filter was tested on the state-of-the-art experiment setup for various degrees of transmitter distortions at Nokia Bell Labs, Stuttgart. With the application of our proposed NN-DPD at the transmitter, we compensated the transmitter distortions and achieved a record highest net data rate of 1.61 Terabits/second over a single wavelength. This achievement was presented at ECOC 2020 as a highly scored paper and recognized in Nokia Bell Labs with Bell Labs Summer Intern Award for Outstanding Innovation.
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