Digital communications occur between sending and receiving devices over an intermediate communications medium, or “channel” (e.g., a fiber optic cable or insulated copper wires). Each sending device typically transmits symbols at a fixed symbol rate, while each receiving device detects a (potentially corrupted) sequence of symbols and attempts to reconstruct the transmitted data. A “symbol” is a state or significant condition of the channel that persists for a fixed period of time, called a “symbol interval.” A symbol may be, for example, an electrical voltage or current level, an optical power level, a phase value, or a particular frequency or wavelength. A change from one channel state to another is called a symbol transition. Each symbol may represent (i.e., encode) one or more binary bits of the data. Alternatively, the data may be represented by symbol transitions, or by sequences of two or more symbols.
Many digital communication links use only one bit per symbol; a binary ‘0’ is represented by one symbol (e.g., an electrical voltage or current signal within a first range), and binary ‘1’ by another symbol (e.g., an electrical voltage or current signal within a second range), but higher-order signal constellations are known and frequently used. In 4-level pulse amplitude modulation (PAM4), each symbol interval may carry any one of four symbols, denoted as −3, −1, +1, and +3. Two binary bits can thus be represented by each symbol.
Channel non-idealities produce dispersion which may cause each symbol to perturb its neighboring symbols, a consequence termed “inter-symbol interference” (ISO. ISI can make it difficult for the receiving device to determine which symbols were sent in each interval, particularly when such ISI is combined with additive noise.
To combat noise and ISI, receiving devices may employ various equalization techniques. Linear equalizers generally have to balance between reducing ISI and avoiding noise amplification. Decision Feedback Equalizers (DFE) are often preferred for their ability to combat ISI without inherently amplifying the noise. As the name suggests, a DFE employs a feedback path to remove ISI effects derived from previously-decided symbols. Whichever equalizer is used must contend with ever-increasing levels of ISI, and must complete their processing in ever-decreasing symbol intervals. As symbol rates reach into the tens of gigabaud over long-reach channels, receiver designs are employing increasing degrees of parallelism, often increasing the power consumption requirements to undesirable levels.
Accordingly, there is provided herein digital equalizer apparatus, methods, and systems, with movable taps. In one illustrative embodiment, an equalizer includes: a shift register, an array of multipliers, an array of multiplexers, and a summer. The shift register provides receive signal samples at each tap. Each multiplier in the array multiplies one of said receive signal samples by a respective coefficient to produce a product, with at least one of said multipliers coupled to a fixed tap. Rach multiplexer in the array supplies an associated one of said multipliers with a receive signal sample from a selectable tap. The summer sums the products to produce a filtered output signal.
An illustrative equalization method includes: providing a shift register having receive signal samples available at each tap; providing an array of multipliers, each multiplier multiplying one of said receive signal samples by a respective coefficient to produce a product, with at least one of said multipliers coupled to a fixed tap; coupling each multiplexer in an array of multiplexers to an associated one of said multipliers to supply that multiplier with a receive signal sample from a selectable tap; and providing a summer that sums the products to produce a filtered output signal.
Another illustrative equalization method embodiment includes: periodically sampling an analog receive signal to fill a shift register with receive signal samples; forming a weighted sum of the receive signal samples with a feed forward equalizer employing selectable taps from the shift register; combining the weighted sum with a feedback signal to form a combined signal; and deriving sequences of symbol decisions from the combined signal using a decision element.
Each of the foregoing embodiments may be implemented individually or conjointly, and together with any one or more of the following features in any suitable combination: 1. a summation element that combines the filtered output signal with a feedback signal to produce a combined signal; a decision element that operates on the combined signal to produce a sequence of symbol decisions; and a feedback filter that derives the feedback signal from the sequence of symbol decisions. 2. the array of multipliers is one of a plurality of multiplier arrays each associated with a respective array of multiplexers and a respective summer operating on offset taps from the shift register to provide multiple filtered output signals in parallel. 3. a plurality of summation elements that each combines a filtered output signal with a respective feedback signal to produce a respective combined signal; a plurality of decision elements that each operates on the respective combined signals to collectively produce a sequence of symbol decisions; and a plurality of feedback filters that each derives the respective feedback signals from the sequence of symbol decisions. 4. each multiplexer in said array selects only from non-adjacent taps of the shift register. 5. at least one of the selectable taps is shared by multiple multiplexers in said array. 6. said multiple multiplexers concurrently select said at least one of the selectable taps to increase an effective dynamic range for a respective coefficient. 7. circuitry that sets or adapts the coefficients for multipliers coupled to a fixed tap before determining which selectable taps the multiplexers select. 8. the circuitry measures equalization error and correlates the equalization error with symbol decisions in said sequence to adapt the coefficients for said array of multipliers. 9. the method includes setting or adapting the coefficients for multipliers coupled to a fixed tap before determining which selectable taps the multiplexers select.
Note that the specific embodiments given in the drawings and following description do not limit the disclosure. On the contrary, they provide the foundation for one of ordinary skill to discern the alternative forms, equivalents, and modifications that are encompassed in the claim scope.
The disclosed apparatus and methods are best understood in the context of the larger environments in which they operate. Accordingly,
Coupled to Node A is a transceiver 220, and coupled to Node B is a transceiver 222. Communication channels 208 and 214 extend between the transceivers 220 and 222. The channels 208 and 214 may include, for example, transmission media such as fiber optic cables, twisted pair wires, coaxial cables, backplane transmission lines, and wireless communication links. (It is also possible for the channel to be a magnetic or optical information storage medium, with the write-read transducers serving as transmitters and receivers.) Bidirectional communication between Node A and Node B can be provided using separate channels 208 and 214, or in some embodiments, a single channel that transports signals in opposing directions with minimal interference.
A transmitter 206 of the transceiver 220 receives data from Node A and transmits the data to the transceiver 222 via a signal on the channel 208. The channel signal may be, for example, an electrical voltage, an electrical current, an optical power level, a wavelength, a frequency, or a phase value. A receiver 210 of the transceiver 222 receives the signal via the channel 208, uses the signal to reconstruct the transmitted data, and provides the data to Node B. Similarly, a transmitter 212 of the transceiver 222 receives data from Node B and transmits the data to the transceiver 220 via a signal on the channel 214. A receiver 216 of the transceiver 220 receives the signal via the channel 214, uses the signal to reconstruct the transmitted data, and provides the data to Node A.
Conversely, data for transmission can be communicated by the host node via the bus to device interface 312. In at least some embodiments, the device interface 312 packetizes the data with appropriate headers and end-of-frame markers, optionally adding a layer of FEC coding and/or a checksum. A transmit portion of transceiver 308 accepts a transmit data stream from interface 312 and converts the transmit data stream into an analog electrical drive signal for emitter 316, causing the emitter to generate optical channel signals that are coupled via splitter 304 to the optical fiber 302.
In at least some contemplated embodiments, elements 308-312 are integrated into a monolithic transceiver chip together with a controller that provides link training and flow control logic. Additional detail for such embodiments is provided in co-pending application U.S. application Ser. No. 16/552,927, “SerDes pre-equalizer having adaptable preset coefficient registers”, which is hereby incorporated herein by reference in its entirety. Alternatively, the device interface 312 may incorporate the controller functionality. Regardless, the transceiver may be employed for communications over optical fiber, electrical conductors, wireless links, or other channel types.
The “deserializer” implements the receiving function of the chip 308, implementing any suitable equalization technique, e.g., linear equalization, partial response equalization, or decision feedback equalization (DFE), so as to combat the intersymbol interference (151) that results from signal dispersion in the channel. In many cases, DFE is preferred and will be used here to provide context for explaining operation of the movable filter taps disclosed herein.
A summer 506 subtracts an optional feedback signal from the output of FFE 504 to minimize the effects of trailing ISI on the current symbol, yielding an equalized signal that is coupled to a decision element (“slicer”) 508. The decision element includes one or more comparators that compare the equalized signal to corresponding decision thresholds to determine for each symbol interval which constellation symbol the signal's value most closely corresponds to. The equalized signal may also be termed a “combined signal” herein.
The decision element 508 accordingly produces a sequence of symbol decisions (denoted Ak, where k is the time index). In certain contemplated embodiments, the signal constellation is a bipolar (non-return-to-zero) constellation representing −1 and +1, necessitating one comparator using a decision threshold of zero. In certain other contemplated embodiments, the signal constellation is PAM4 (−3, −1, +1, +3), necessitating three comparators employing the respective decision thresholds −2, 0, and +2. (The unit for expressing symbol and threshold values is omitted for generality, but for explanatory purposes may be presumed to be volts. In practice, a scale factor will be employed.) The comparator outputs can be taken collectively as a thermometer-coded digital representation of the output symbol decision, e.g., with 000 representing −3, 100 representing −1, 110 representing +1, and 111 representing +3. Alternatively, the comparator outputs could be converted into a binary or Gray-coded representation.
A feedback filter (FBF) 510 derives the feedback signal using a series of delay elements (e.g., latches, flip flops, or registers) that store the recent output symbol decisions (Ak-1, Ak-2, . . . , Ak-N, where N is the number of filter coefficients fi). Each stored symbol is multiplied with a corresponding filter coefficient fi, and the products are combined to obtain the feedback signal.
As an aside, we note here that the receiver also includes a timing recovery unit and a filter coefficient adaptation unit, but such considerations are addressed in the literature and are well known to those skilled in the art. Nevertheless, we note here that at least some contemplated embodiments include one or more additional comparators in the decision element 508 to be employed for comparing the combined signal to one or more of the symbol values, thereby providing an error signal that can be used for timing recovery with, e.g., a “bang-bang” design. We further note that the adaptation unit may employ the error signal to adapt the coefficients of both FFE 504 and FBF 510 during a training phase when a known symbol sequence is employed. The decision element 508 may include additional comparators to “unroll” one or more taps of the feedback filter, providing speculative decisions to a multiplexing arrangement as described in, e.g., U.S. Pat. No. 8,301,036 (“High-speed adaptive decision feedback equalizer”) and U.S. Pat. No. 9,071,479 (“High-speed parallel decision feedback equalizer”), which are each incorporated herein by reference in their entireties.
The filter implementation of
Accordingly,
An array of FFEs (FFE0 through FFE7), each form a weighted sum of the ADC element outputs. The weighted sums employ filter coefficients that are cyclically shifted relative to each other. FFE0 operates on the held signals from the 3 ADC elements operating prior to CLK0, the ADC element responding to CLK0, and the 3 ADC elements operating subsequent to CLK0, such that during the assertion of CLK4, the weighted sum produced by FFE0 corresponds to the output of FFE 504 (
As with the receiver of
An array of feedback filters (FBF0 through FBF7) operates on the preceding symbol decisions to provide the feedback signals for the summers. As with the FFEs, the inputs for the FBFs are shifted cyclically and provide a valid output only when the inputs correspond to the contents of the FBF 510 (
As with the decision element of
The FFE coefficients need to be enough to cover channel-dependent reflections and channel loss. Reflections are usually caused by vias, connectors, or packages, each of which are subject to production variation.
Accordingly, the FFE implementation of
To reduce routing complexity and multiplexer circuitry, each multiplexer in the set may be configured to select from even offsets or odd offsets. Thus, e.g., multiplexer 1002-1 is a 32-to-1 multiplexer that selects one of the receive signal samples that is offset by −9, −11, −13, . . . , −39; while multiplexer 1002-2 selects from one of the receive signal samples that is offset by −10, −12, . . . , −40. This reduced number of taps being handled by each multiplexer significantly reduces hardware requirements.
While it is possible (and contemplated in certain alternative embodiments) for each of the multiplexers in the set to have a larger degree of interleaving to select from mutually exclusive sets of receive signal samples, it is believed potentially advantageous for the sets of receive signal samples to partially overlap. Thus, multiplexer 1002-3 is shown selecting from sample offsets of −11, −13, . . . −41, and multiplexer 1002-4 would select from offsets −12, −14, . . . , −42. This pattern is continued, with the last multiplexer selecting from offsets −16, −18, . . . , −46. The mux selection signals S9 through S16 are preferably settable independent of each other, enabling multiple coefficients to be “overlapped” (i.e., to operate on a shared tap).
The potential advantage for employing partially overlapping selection sets becomes two-fold: first, backup coefficients are available if a given tap coefficient is required for a non-overlapped offset; and second, coefficients can be “stacked” to increase their dynamic range for canceling unexpectedly large reflections (or conversely, each individual coefficient can be provided with a reduced dynamic range to reduce power consumption). It is expected that with eight moveable tap coefficients, two normal reflections or one large reflection can be canceled. This ability to choose between a larger number of (non-overlapped) coefficient with a reduced dynamic range or a reduced number of (overlapping) coefficients with an increased dynamic range enables better versatility with minimal hardware complexity.
Other than the selectable inputs, the FFE implementation is similar to that of
Though feedback filters are generally kept fairly short, the movable tap coefficient principle described above for FFE filters can also be applied to feedback filters.
In block 1114, the receiver compares the symbol decisions to their respective equalized signals to determine equalization errors, and the equalization errors are correlated (either in the mathematical sense or in the more general sense of identifying a tendency to vary in an associated fashion) with nearby symbol decisions. One approach to determining such correlations is set out in co-pending application Ser. No. 16/691,523, “Multi-function level finder for SerDes”, filed 2019 Nov. 21 and hereby incorporated herein by reference in its entirety. Such correlations may be used in accordance with known techniques set forth in the academic literature for setting and/or adapting FFE and feedback filter coefficients in block 1116. Initially, the movable tap coefficients may be set to zero and only the fixed tap coefficients set and/or adapted. If adaptation is performed in block 1116, it may be performed for a fixed time interval or until a convergence criterion is achieved. Thereafter, in block 1118, the movable tap coefficients may be positioned at the symbol decision offsets exhibiting the largest residual ISI, and the coefficient values set or adapted in similar fashion to the fixed-tap coefficients. The coefficient positioning may be done in parallel, with all available coefficients being assigned in order to the taps having the largest residual ISI, performing adaptation, and redetermining the residual ISI. If the residual ISI for any taps is larger than the residual ISI of one or more previously-assigned coefficients, those coefficients may be re-assigned and another round of adaptation performed. The process may be repeated until the residual ISI cancellation has been maximized.
Numerous alternative forms, equivalents, and modifications will become apparent to those skilled in the art once the above disclosure is fully appreciated. Though described in the context of an optical fiber link, the disclosed principles are applicable to receivers for all types of channels. The number of taps in the FFEs and FBFs, along with the number of parallel elements in each array, are design parameters that may be tailored to the channel or context for which the receiver is designed. It is intended that the claims be interpreted to embrace all such alternative forms, equivalents, and modifications that are encompassed in the scope of the appended claims.
Number | Name | Date | Kind |
---|---|---|---|
4761796 | Dunn | Aug 1988 | A |
4964118 | Aly | Oct 1990 | A |
4995031 | Aly | Feb 1991 | A |
5159282 | Serizawa | Oct 1992 | A |
5283531 | Serizawa | Feb 1994 | A |
5475710 | Ishizu | Dec 1995 | A |
5517527 | Yu | May 1996 | A |
5541956 | Ueda | Jul 1996 | A |
5689528 | Tsujimoto | Nov 1997 | A |
6233107 | Minuhin | May 2001 | B1 |
6272173 | Hatamian | Aug 2001 | B1 |
6414990 | Jonsson | Jul 2002 | B1 |
6459746 | Agazzi | Oct 2002 | B2 |
6535553 | Limberg | Mar 2003 | B1 |
6744806 | Moore | Jun 2004 | B1 |
6771725 | Agazzi | Aug 2004 | B2 |
6876618 | Tonami | Apr 2005 | B2 |
6940898 | Shanbhag | Sep 2005 | B2 |
6963617 | Armour | Nov 2005 | B1 |
7010064 | Penther | Mar 2006 | B2 |
7035330 | Shanbhag | Apr 2006 | B2 |
7039104 | Shanbhag | May 2006 | B2 |
7054088 | Yamazaki | May 2006 | B2 |
7120193 | Ibragimov | Oct 2006 | B2 |
7266145 | Balasubramonian | Sep 2007 | B2 |
7409019 | Hsu | Aug 2008 | B2 |
7483480 | Guo | Jan 2009 | B2 |
7496298 | Chen | Feb 2009 | B2 |
7504976 | Pelion | Mar 2009 | B1 |
7590204 | Monsen | Sep 2009 | B2 |
8040973 | Harwood | Oct 2011 | B2 |
8112004 | Ishibashi | Feb 2012 | B2 |
8160179 | Forey | Apr 2012 | B2 |
8301036 | He | Oct 2012 | B2 |
8446941 | Yang | May 2013 | B2 |
8582635 | Prokop | Nov 2013 | B2 |
8693596 | Warner | Apr 2014 | B1 |
8730077 | Bailey | May 2014 | B2 |
9059889 | Nazarathy | Jun 2015 | B2 |
9071479 | Qian | Jun 2015 | B2 |
9313017 | Liao | Apr 2016 | B1 |
9385859 | Kuan | Jul 2016 | B2 |
9716529 | Dai | Jul 2017 | B1 |
9935800 | He | Apr 2018 | B1 |
10069660 | Sun | Sep 2018 | B1 |
10212260 | Sun | Feb 2019 | B2 |
10313165 | Cheng | Jun 2019 | B2 |
10728059 | Sun et al. | Jul 2020 | B1 |
10992501 | Sun | Apr 2021 | B1 |
20060088091 | Jeon | Apr 2006 | A1 |
20070025224 | Tatsuzawa | Feb 2007 | A1 |
20130343400 | Lusted | Dec 2013 | A1 |
20140086264 | Lusted | Mar 2014 | A1 |
20140146833 | Lusted | May 2014 | A1 |
20150003505 | Lusted | Jan 2015 | A1 |
20160028562 | Dallaire | Jan 2016 | A1 |
20160337114 | Baden | Nov 2016 | A1 |
20170237587 | Hildinger | Aug 2017 | A1 |
20180062885 | London | Mar 2018 | A1 |
20180097669 | He | Apr 2018 | A1 |
20180262374 | Cheng | Sep 2018 | A1 |
20190305992 | Olmos | Oct 2019 | A1 |
20200076651 | Sun | Mar 2020 | A1 |
20210226824 | Sun | Jul 2021 | A1 |
Number | Date | Country |
---|---|---|
102104506 | Jun 2011 | CN |
108809372 | Nov 2018 | CN |
Entry |
---|
Agrawal, Ankur, et al.; A 19-GB/s Serial Link Receiver With Both 4-Tap FFE and 5-Tap DFE Functions in 45-nm SOI CMOS; IEEE J. Solid-State Circuits; Dec. 2012; pp. 3220-3231; vol. 47 No. 12. (Year: 2012). |
Agrawal et al., A 19-Gbs Serial Link Receiver With Both 4-Tap FFE and 5-Tap DFE Functions in 45-nm SOI CMOS, IEEE Dec. 2012 (Year: 2012). |
M. S. Faruk and S. J. Savory, “Digital Signal Processing for Coherent Transceivers Employing Multilevel Formats,” in Journal of Lightwave Technology, vol. 35, No. 5, pp. 1125-1141, Mar. 1, 2017, doi: 10.1109/JLT.2017.2662319. (Year: 2017). |
S. Kwon and H. Bae, “Variable-Precision Distributed Arithmetic (VPDA) MIMO Equalizer for Power-and-Area-Efficient 112 GB/s Optical DP-QPSK Systems,” in Journal of Lightwave Technology, vol. 31, No. 2, pp. 282-294, Jan. 15, 2013, doi: 10.1109/JLT.2012.2230244. (Year: 2013). |
U.S. Appl. No. 16/552,927, filed Aug. 27, 2019, entitled “Serdes Pre-Equalizer Having Adaptable Preset Coefficient Registers”. |
U.S. Appl. No. 16/459,512, filed Jul. 1, 2019, entitled “Parallel Mixed-Signal Equalization for High-Speed Serial Link”. |
Non-Final Office Action dated Dec. 30, 2019 for U.S. Appl. No. 16/459,512. |
U.S. Appl. No. 16/691,523, filed Nov. 21, 2019, entitled “Multi-Function Level Finder for Serdes”. |
Final Office Action dated Feb. 4, 2021 in corresponding U.S. Appl. No. 16/552,927. |
Number | Date | Country | |
---|---|---|---|
20210226824 A1 | Jul 2021 | US |