IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 20, NO. 3, JULY 2005 1869 A Novel Approach to the Modeling of the Indoor Power Line Channel—Part II: Transfer Function and Its Properties Stefano Galli, Senior Member, IEEE, and Thomas Banwell, Member, IEEE Abstract—In Part I of this work, we introduced multiconductortransmission-line (MTL) theory to model the indoor power-line (PL) channel. We have also shown that the proposed MTL approach can also be used to take into consideration both the topology of the link and particular wiring practices such as bonding. In this contribution, we continue our bottom-up approach to indoor PL channel modeling and we show that the circuit model found in Part I can be represented in terms of cascaded two-port networks (2PNs) coupled through a single modal transformer. Once the equivalent 2PN representation is obtained, it is possible to represent the whole PL link by means of transmission (ABCD) matrices only. The results presented here allow us to reveal that the PL channel is a more deterministic media than commonly believed and also allows us to unveil interesting properties of the PL channel, such as symmetry, that were previously unknown. Index Terms—Communication channel, modeling, multiconductor transmission line, power cables, power-line communications, transfer function, transmission-line discontinuities, two-port circuits, wire communication cable. I. INTRODUCTION A CIRCUIT model of an indoor PL link was derived using an MTL theory approach in Part I of this work [1]. This approach allowed us to include mode coupling effects due to particular wiring practices, something usually not included in previously published models. One of the main results of Part I of this work was to point out that traditional modeling of the PL channel based on two-conductor transmission lines (TLs) is unable to fully describe the underlying physics of signal propagation along PL cables when wiring practices commonly used in residential and business premises (e.g., ground bonding) (see Section II of [1]) are included in the network topology. In fact, in this case, non-negligible mode coupling arises and it is impossible to account for it using models based on two-conductor models only. In Part I, it was also shown that if mode coupling is included in the analysis, then the circuit model that represents the PL link is composed of two nearly independent networks of simple (two-conductor) TLs coupled through a 2:1 modal transformer. Manuscript received April 23, 2004. Paper no. TPWRD-00199-2004. S. Galli is with Telcordia Technologies, Piscataway, NJ 08854 USA (e-mail: sgalli@research.telcordia.com). T. Banwell is with Telcordia Technologies, Red Bank, NJ 07701 USA (e-mail: bct@research.telcordia.com). Digital Object Identifier 10.1109/TPWRD.2005.848732 In the present contribution, we will show how the two coupled circuit models obtained in Part I of this work (the differential and the companion models) can be represented in terms of cascaded 2PNs coupled through a transformer. Once the equivalent 2PN representation is obtained, it is possible to represent the PL link by means of transmission (ABCD) matrices, only. The possibility of representing a PL link as a cascaded 2PN allows the definition of a model in the frequency domain that takes into consideration both the particular topology of the link and the wiring practices, thus allowing us to describe a priori all of the echoes traveling along the line in the frequency domain instead of in the time domain. Besides the improved accuracy, this is a more practical approach than the previously proposed ones for several reasons: there is no need for a preliminary channel measurement for fitting the parameters of the multipath model; resonant effects due to parasitic capacitances and inductances are now explicitly taken into account by including cable characteristics; since the frequency-domain representation of the propagating signals contains the composite of all the signals reflected by the discontinuities, the computational cost in the multipath model of independently describing each path in the time domain disappears; particular wiring and grounding practices may be taken into account. Several new results are presented here. First, we give a procedure for computing analytically and a priori the transfer function of an indoor PL link. Second, we unveil some deterministic aspects of the PL channel that allow us to isolate specific resonant modes. Third, we prove mathematically and confirm experimentally an interesting symmetry property of the PL channel. In fact, as will be shown in Section IV, the indoor PL channel, regardless of its topology, exhibits the same transfer function when driven from either side, if and only if the source and load impedances are the same. It is worth pointing out that this symmetry property cannot be proven simply by resorting to the Reciprocity Theorem (see the considerations made in Section IV). The paper is organized as follows. An overview on the 2PN modeling of a TL by means of ABCD matrices is given in Section II. In Section III, a method for the computation of the equivalent cascaded 2PN circuit of a PL link is provided. The symmetry property of the PL channel is proven in Section IV. Experimental results confirming the theoretical analysis are given in Section V. Examples of how to exploit the determinism in the PL channel for robust modem design are provided in Section VI and, finally, concluding remarks are drawn in Section VII. 0885-8977/$20.00 © 2005 IEEE 1870 IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 20, NO. 3, JULY 2005 In particular, expressing the transfer function as the ratio of the voltage on the load to the source voltage, we obtain the following relationship: (5) Fig. 1. B. ABCD Coefficients of Transmission Lines Generic two-port network (2PN). In the case of a uniform two-conductor TL, the ABCD coefficients and the corresponding forward transmission matrix take on the following expression: II. TRANSMISSION-LINE MODELING VIA TRANSMISSION MATRICES A general result of TL theory is that every uniform TL can be modeled as a two-port network (2PN), thus allowing us to replace a distributed parameter circuit with a single lumped network. In TL theory, a common way to represent a 2PN is to use the transmission matrix , also known as the ABCD matrix [2]. The ABCD modeling described here will be extensively used in Section III for reducing the circuit model derived in [1] into a single 2PN for each path and, in Section IV, to prove the symmetry property of the PL channel. A. Transmission Matrix of a Two-Port Network The relationship between current and voltage (in the frequency domain) at the two ports of a 2PN is given by the following expression (Fig. 1)1 (1) The ABCD coefficients, which are complex functions of frequency, fully characterize the electrical properties of a 2PN and are defined as follows: (2) as functions of To express invert the ABCD matrix in (1) , it is necessary to (6) where , and are the length, the propagation constant, and the characteristic impedance of the cable, respectively. The elein (6) satisfy the following properties: ments of for any frequency for all frequencies Unitary determinant From it also follows that (7) From Property 3), it follows that the 2PN model of a cable is a reciprocal 2PN (i.e., a 2PN that satisfies the Reciprocity Theorem). The Reciprocity Theorem states that any transfer function with the dimension of impedance or admittance remains unchanged if the points of excitation and response are interchanged. From Property 4), it also follows that a cable is a symmetrical channel, in the sense that it exhibits the same behavior , the transfer if driven from either side. In fact, since function (5) of a PL cable is the same from either side, provided that source and load impedances are interchanged. Interestingly, for the more general case of two or more different cables spliced (Section IV). together, we have that C. Special ABCD Matrices (3) In (3), we have changed the signs of and according to the usual convention that considers currents that flow from the source to the load as positive. Usually, the transmission matrices and backward in (1) and (3) are referred to as forward transmission matrices, respectively. Given the 2PN in Fig. 1, the ABCD parameters allow us to calculate the following useful quantities: (4) 1For ease of notation, hereinafter, the explicit dependency on the frequency of A; B; C; D; Z ; ; Z ; Z ; V , and I (x = 1; 2) has been omitted Particular attention must be given to bridged taps or, in general, to series and shunt impedances along the line. In fact, in these cases, the ABCD matrix takes a particular form that differs from that of (6). As a general result, any linear line discontinuity can be embedded in the model in the form of 2PN. 1) Shunt Impedances Along the Line: A bridged tap occurs whenever a branching connection is spliced onto the cable, a situation that is very common both to indoor and outdoor wiring. The end of the branch can be either open or terminated. A bridged tap can be viewed as a three-port section, but one of the ports appears as a load impedance to the line between the two sections on each side of the bridged tap. Such a situation can still be modeled as a cascade of 2PNs since the bridged tap can be modeled as a shunt impedance across the line with the impedance equal to the input impedance of the bridged tap. In this case, the forward transmission matrix of a bridged tap is (8) GALLI AND BANWELL: A NOVEL APPROACH TO THE MODELING OF THE INDOOR POWER LINE CHANNEL—PART II 1871 where the input impedance looking into the bridged tap can be calculated as in (4). If the branching connection is unterminated (i.e., infinite load), the input impedance in (4) becomes (9) so that we have the following particular case: (10) 2) Series Impedances Along the Line: The same approach can be used to model simple series impedances along the line. In this case, the forward transmission matrix of a series impedance along one of the cables of the two-conductor TL becomes (11) 3) Transformers: As shown in [1], the differential and the companion circuits are tied by a transformer. The forward transmission matrix of a transformer with turns ratio is Fig. 2. Final circuit model of the power-line link in Fig. 7 of [1]. the chain rule to (11) and (12), we obtain the following forward transmission matrix: (12) (15) D. Chain Rule In general, a TL is made of several sections and each section may consist of different cables of different lengths. An important property of transmission matrices is that they easily allow us to handle tandem connections of 2PNs. For a given network configuration, the overall ABCD matrix of the end-to-end circuit is obtained by exploiting the chain rule (i.e., multiplying the ABCD matrices of the single portions of the is the forward transmission matrix network). Therefore, if of the th section, the overall forward transmission matrix of the end-to-end circuit consisting of sections is given by the following relationship: (13) Similarly, the overall backward transmission matrix of the end-to-end circuit is given by the following relationship: Each forward transmission matrix is of the kind in (6) and, therefore, satisfies all of the properties in (7). In particular, from Property 4) in (7) we can write (14) As an example of the application of the chain rule, we can now compute the forward transmission matrix of a transformer on the second port. This is a followed by a series resistor practical case since it is the case of the modal transformer folas shown in the proposed model of [1]. Applying lowed by III. ANALYTICAL COMPUTATION OF THE TRANSFER FUNCTION In this section, we will consider the network topology in Fig. 7 of [1] and its corresponding circuit model shown in Fig. 2. The propagation times on the various parts of the network are shown together with the respective characteristic impedances. It is worth noting that both characteristic impedances and propagation times for the differential mode and the pair mode are different. The equivalent cascaded 2PN representation of the circuit in Fig. 2 will now be derived. Among the several topologies that can be chosen, we will consider the case of , and . Since the circuit model in Fig. 2 allows us to consider the three-conductor PL link as if it consisted of two two-conductor TLs coupled through a transformer, we can represent the PL link in Fig. 2 as the one shown in Fig. 3. As described in Section II(c), bridged taps can be viewed as a three-port network, where one of the ports appears as a load impedance to the line between the two sections on each side of the bridged tap. The transformer that “ties” together the differential model and its companion model describing the pair-mode propagation is inserted onto the “hot” and “return” cables as if it were a bridged tap. This means that it appears as a shunt impedance across the “hot” and “return”, and this impedance is equal to the input impedance seen looking into the transformer. We can then represent the PL link in Fig. 7 of [1] as cascaded 2PNs as shown in Fig. 4. With respect to Fig. 4, we have the following definitions: 1872 IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 20, NO. 3, JULY 2005 Fig. 3. Circuit equivalent to the one in Fig. 2. Fig. 4. Equivalent cascaded 2PN representation of the circuit in Fig. 3. 1) 2) forward matrix of a cable feet long; forward matrix of a cable feet long placed as an unterminated bridged tap onto the main cable (hot-return); 3) forward matrix of a cable 60 ft long placed as a shorted bridged tap onto the main cable (hot-return); forward matrix representing the breaker (return4) ground wires shorted) (i.e., the companion circuit model and its modal transformer); input impedance of the companion circuit (i.e., 5) the impedance seen looking into the companion circuit through the modal transformer). is the one The structure of matrices given in (8). The computation of matrices is trivial and is skipped here. As far as the computation of matrix is concerned, it is useful to represent the companion model . in Fig. 2 as cascaded 2PNs and compute its input impedance Matrix has, then, the following structure: (16) This is shown in Fig. 4, where the 2PN of the 2:1 modal trans. former has been computed for the case of The overall ABCD matrix from (X) to (Y) can be found by exploiting the chain rule (see Section II(d)) that states that the overall ABCD matrix of the end-to-end circuit is obtained by multiplying the ABCD matrices of the single portions of the network. Finally, we may represent the PL link in Fig. 7 of [1], as GALLI AND BANWELL: A NOVEL APPROACH TO THE MODELING OF THE INDOOR POWER LINE CHANNEL—PART II the simple 2PN circuit shown in Fig. 1 where the overall forward transmission matrix form of X to Y is given by (17) Once the overall ABCD matrix of the end-to-end circuit is obtained, the transfer function form is given by (18) Describing the behavior of a PL link using ABCD modeling leads to the possibility of unveiling an interesting property of the transfer function never pointed out in the previous literature: symmetry. In fact, as will be shown in the following section, it is possible to prove mathematically that the PL channel, regardless of its topology, is a symmetric channel (i.e., exhibits the same transfer function from either side, provided that the source and load impedances are the same). for an elegant proof of this statement). Moreover, the symmetry property is satisfied if and only if both Properties 1) and 3) in (7) are satisfied. In the case of a network made of several sections, Property 1) in (7) is not satisfied anymore by the overall transmission matrix. In fact, we have (21) confirming that the product of two matrices of the kind of (6) is no longer of the kind of (6). On the basis of the previous considerations, the forward and backward transmission matrices of a PL link are indeed different. However, it can be proved that the forward and backward transfer functions of a PL link are the same provided that source and load impedances are equal. As previously mentioned, this cannot be proven by means of the Reciprocity Theorem but has to be proved in some other way. and given in Let us consider the general expressions of (13) and (14) IV. SYMMETRY OF THE FREQUENCY-TRANSFER FUNCTION Matrix multiplication does not usually satisfy the commutain (13) is different from in tive property and, therefore, (14). The multiplication of two matrices is commutative if and only if the two matrices share all common eigenvectors. However, this is not the case because the eigenvectors of a matrix of the kind in (6) are (19) These eigenvectors depend on the characteristic impedance of the cable and, therefore, the transmission matrices pertaining to two different kinds of cables (i.e., with two different characteristic impedances) have different eigenvectors. Although it may seem counterintuitive, this means that even a simple connection consisting of two different cables spliced together has different overall forward and backward matrices. However, even if the overall forward and backward transmission matrices of a PL netand work are different, the reciprocity Property 3) in (7) for is still maintained. In fact, we have (20) and satisfy all of the properties in (7), since matrices for any . Therefore, the cascade of reciprocal 2PNs is still a reciprocal 2PN. However, the fact that the whole network may be modeled as a reciprocal 2PN does not mean that the PL channel is a symmetric channel (i.e., has the same frequency response in both directions) as it is sometimes stated (see, for example, Section 3.8.1 in [2]). In fact, the Reciprocity Theorem holds for transfer functions with the dimension of a transimpedance or transadmittance and does not hold for dimensionless transfer functions, such as the voltage gain (5) (see Section 1.8 of [3] 1873 (22) It is easy to prove that the forward and backward chain matrices of a link coincide with the forward matrices of the original link and the one that exhibits a symmetric topology with respect to the middle point of the link, respectively. The matrices in (22) are the chain matrices of the whole connection and they satisfy only Property 3) in (7) (i.e., they have unitary determinant; on satisfies all of the properties in the other hand, each matrix (7), for any . On the basis of matrix multiplication properties and of induction, it is possible to show that the following relationships always hold: (23) and Now, the forward and backward transfer functions of the whole link can be calculated on the basis of the chain matrices in (22) The difference between the reciprocals of the previous quantities is shown in the equation at the bottom of the following page. Exploiting the relationships in (23), we finally obtain (24) Now, if , we can write (25) Since and are always nonzero quantities and are always different for different cable configurations, we can state and are equal, the forward and backthat if and only if ward transfer functions are the same. See [10] for the case of the twisted-pair channel. 1874 IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 20, NO. 3, JULY 2005 !1 Fig. 5. Comparison of the transmission response without bonding (R , top trace) and with bonding (R = 0, lower trace). The network model in Fig. 7 of [1] was simplified to isolate the effect of ground bonding by disconnecting the simulated feed line, disconnecting the 15-ft stub, and differentially terminating the far outlet with a 147- resistor. V. EXPERIMENTAL RESULTS: ISOLATION OF RESONANT MODES AND SYMMETRY OF THE TRANSFER FUNCTION We are building a networked “smart” home in one of our labs. This home will be equipped with several wired and wireless networks, such as Ethernet, IEEE 1394, IEEE 802.11, and HomeRF. It will also be a EIA/CEA 851 VHN Home Network compliant test bed, where VHN is a home network standards effort under the auspices of the Electronic Industries Alliance (EIA)/Consumer Electronics Association (CEA). Power cables have been deployed in such a way that several different topologies can be investigated. For our experiments, we chose an indoor wiring model having two branches with five outlets and a cabreaker box as shown in Fig. 7 of [1]. Type NM-B bles were used in the branch circuits. The U.S. NEC wiring and grounding practices were also followed. Because of storage and logistical constraints, a 50- RJ-58 cable was used to emulate 60 ft of cable in the mains feed. Transmission measurements were performed with a network analyzer using balun transformer coupling at the locations X and Y indicated in Fig. 7 of [1]. These transformers suppress unwanted pair mode crosstalk that afflicted the TDR measurements. In some cases, measurements were also made in the reverse direction with X and Y exchanged. A. Isolation of Resonant Modes Referring to the wiring model shown in Fig. 7 of [1], transmission experiments were conducted between nodes (X) and (Y). Swept frequency transmission measurements were performed balun transformers were used with from 0.3 to 30 MHz. 1: resistor matching networks to interface the 50- network analyzer ports to the test points. Experiments were conducted with , and matched sending various values chosen for . and receiving impedance The practical significance of ground bonding and the necessity of the modeling presented in Part I of this work was demonstrated in an early experiment. The network model was simplified to isolate the effect of ground bonding by disconnecting the emulated feed line, disconnecting the 15-ft stub, and differentially terminating the far outlet with a 140- resistor. Fig. 5 compares the transmission response without bonding , top trace) and with bonding ( , lower ( trace). The diagrams to the right of the graphs are meant to illustrate the two network topologies: the dashed line in the lower diagram signifies pair-mode excitation. The upper trace in Fig. 5 shows relatively benign 3-dB attenuation over 0.3–30 MHz in the absence of bonding. Addition of bonding creates significant resonant attenuation at 3.27 and 9.95 MHz, with less pronounced attenuation at 16.89 and 23.27 MHz. The decreased attenuation at 16.89 and 23.27 MHz suggests that the coupled mode is lossy. This experiment clearly demonstrates that bonding creates significant frequency dips that are not described by a model that omits the effects of mode coupling. By selectively disconnecting the bonding shunt, 15-ft, 25-ft, and 60-ft branches, 12 distinct topology variations can be obtained. Fig. 6 summarizes the observable notches for all 12 distinct topologies. The box labeled “B” indicated the presence of bonding and the diamond indicates the breaker box where the GALLI AND BANWELL: A NOVEL APPROACH TO THE MODELING OF THE INDOOR POWER LINE CHANNEL—PART II Fig. 6. 1875 Table summarizing resonant dips for all 12 considered topologies. The first topology (first row) is the compete topology shown in Fig. 7 of [1], with R = 0 = 140 , and = 2 . The 12th topology (last row) is the topology shown in the upper part of Fig. 5, but with a terminating impedance = 140 on the last bridged tap. This particular topology exhibited a benign attenuation profile without notches. ;R R R mains feed is (eventually) connected; the mains feed is always shorted, except for the eighth topology where it is open. The second bridged tap may be unterminated or terminated in resis. tance The first topology (first row) is the complete topology shown . The in Fig. 7 of [1], with eleventh (twelfth) topology is the topology whose transfer function from X to Y is shown in the lower (upper) part of Fig. 5. By examining Fig. 6, we notice that the ground bonding shunt (eleventh topology) creates dips at 3.3, 9.9, 16.7, and 23.3 MHz; (tenth topology) creates dips at 7.0 and 21 MHz, the 15-ft branch (ninth topology) creates a 11.4-MHz dip, and the (seventh topology) creates dips at 4.8, mains feed with 9.8, 14.9, 19.8, and 24.8 MHz. SPICE simulations based on the equivalent circuit in Fig. 2 are consistent with the measured results for all 12 topology variations investigated. Looking at Fig. 6, it is interesting to note that if the link contains the unterminated 15-ft branch (the first bridged tap in Fig. 7 of [1]), the transfer function always contains a notch at 11.4 MHz. Similarly, in all of the topologies containing the , notches at 4.8, 9.8, 14.9, 19.8, 60-ft. mains feed with and 24.8 MHz are always present. Also, in all of the cases where , dips at 7.0 the second bridged tap is unterminated and 21 MHz are always present. On the basis of these experiments, we can say that if a certain feature (e.g., a bridged tap), the bonding, the mains feed, etc., is always present in the link, then corresponding notches will be always present in the transfer function. This behavior can be exploited by PL modems as described in Section VI. Another interesting aspect of these results is the possibility of actually exploiting the observation of those resonant modes to infer the actual topology, or at least the main features of it. The possibility of identifying (partially) the network on the basis of its resonant modes is currently under investigation. B. Symmetry of the Transfer Function Fig. 7 shows the measured transfer function of the link in Fig. 7 of [1] from (X) to (Y) and from (Y) to (X), with and . The response is nearly identical in both directions with matched sending and receiving impedance of 140 , thus confirming the results found in Section IV on the symmetry of the PL channel. Fig. 7 can be compared with Fig. 8 that shows the simulated transfer function obtained using the equivalent cascaded 2PN representation derived in Section III. Although the similarity of the two figures is striking and, more important, all of the frequency notches are accounted for, there are some differences in the two transfer functions. These differences are essentially due to the fact that our software simulator could only compute ABCD matrices of telephone cables (i.e., American Wire Gauges 19, 22, 24, 26). Therefore, the ABCD calculation in our computer analysis was made by using 19 AWG (the thickest telephone cable) and modifying its characteristic impedance appropriately, but not perfectly since characteristic impedances and propagation constants are complex functions of frequency. Essentially, we have modified only the asymptotic value of the characteristic impedance of the 19 AWG cable in order to match the characteristic impedance of the PL cable under test (140 for the differential mode, and 58 for 1876 Fig. 7. IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 20, NO. 3, JULY 2005 Plot of the measured transfer functions (from X to Y, and from Y to X) for the topology in Fig. 7 of [1]. the pair mode). Similarly, in order to take into consideration different propagation times, we have slightly modified the length of the cables in the simulations. Since the velocity propagation of an AWG 19 cable is approximately 70% of the speed of light in vacuum, these length modifications were of the order of a few tenths of a foot. Let us consider the transfer function that we would have if the mains feed and the pair-mode excitation due to bonding at the breaker box were neglected, as in previously reported models. The transfer function in this case exhibits three notches at 7, 11.4, and 21 MHz as also shown in the table in Fig. 6 for the third topology; the notches of the third topology are the combination of those of the ninth and tenth, that contain the first unterminated bridged tap and the second unterminated bridged tap, respectively. On the other hand, if we consider the full model here proposed, many frequency notches not accounted for appear as clearly shown in the actual transfer function in Figs. 7 and 8. VI. EXPLOITATION OF THE DETERMINISM PRESENT IN THE POWER-LINE CHANNEL As experimentally verified, it is possible to isolate reflections and resonant modes on the basis of specific topologies. Moreover, it was also mathematically proven and experimentally verified that the PL channel is a symmetric channel regardless of its topology as long as source and load impedances are the same. In the following subsections, some possible ways of exploiting these deterministic aspects of the PL channel will be mentioned. A. Mapping the Network Although some appliances in the home may be switched on or off several times during the day, some appliances are usually always on and their input impedance varies slowly during the Fig. 8. Simulated transfer function obtained on the basis of the equivalent 2PN representation obtained in Section III. Compare this plot to the measured transfer function shown in Fig. 7. day. Some other features of the network can be considered constant during the day: the presence of the mains feed, the bonding, some unused plugs in certain rooms, etc. Therefore, it is not unreasonable to assume that the transfer function between two PL modems located at two home network nodes may always exhibit notches at certain frequencies. This suggests the possibility that PL modems could effectively try to map particular features of the entire PL home network. This mapping could be accomplished adaptively by continuously transmitting training sequences or by embedding into the modems some a priori information on the topology of the in-home PL wiring. The network maps obtained for some particular states of the link can be stored and appropriately utilized. Over time, it is GALLI AND BANWELL: A NOVEL APPROACH TO THE MODELING OF THE INDOOR POWER LINE CHANNEL—PART II 1877 likely that all of the states of the channel are encountered so that the PL modem can infer and, therefore, exploit, the actual state of the network on the basis of the estimated channel transfer function (e.g., with a lookup table). The obtained network mapping could be exploited in several ways. For example, by determining which are the notches always present for a particular configuration and state of the home PL link, thus determining in which frequency band, it is always better not to transmit information. Additionally, since some notches may be present or not depending on the states of the channel, the availability of a lookup table would allow the PL modem to quickly decide which modulation/coding technique for that particular network state is more appropriate. is the same. As far as bit loading for the PL channel environment is concerned, it is worth pointing out that regulatory issues may make it necessary to find bit-loading algorithms under peak power constraints [5], and not under the usual average power constraint. As a final remark, it is important to note that symmetry of the transfer function is not really equivalent to symmetry of the channel. In fact, in the PL environment, different nodes in a home network may be affected by different noise realizations and, therefore, the knowledge of the state of the channel at the transmitter is not actually “perfect.” B. Appropriate Modulation Techniques In this two-part work, several levels of abstraction were crossed before obtaining a useful (from a communications point of view) and accurate model for the indoor PL channel. Starting from the circuit level developed in [1], we arrived at the definition of an accurate model of the PL channel in the frequency domain based on transmission matrices as described in Section III. This “bottom-up” approach was deemed necessary by the authors because many aspects of signal propagation along PL cables were still left unexplained by the most common models reported in the literature. The main result reported in this two-part study is the possibility of obtaining an accurate and complete model of the indoor PL channel that takes into account both the topology of the link and the grounding practices using an MTL approach. The circuit model obtained using this approach consists of two coupled circuits representing the propagation and interaction of the two dominant modes: the differential and the pair modes. The first circuit accounts for differential-mode propagation while the second circuit, the companion model, accounts for the excitation and propagation of the pair-mode. The circuits of the differential and companion models can also be described as a cascade of simple two-port networks, each of which may be easily described via its transmission matrix. The possibility of describing the PL link via transmission matrices, therefore replacing a distributed parameter circuit with a single lumped network, allowed us also to prove mathematically (and verify experimentally) that the indoor PL channel, regardless of its topology, is isotropic (i.e., exhibits the same transfer function from either side). The only condition necessary for such symmetry is that the source and load impedances are the same or, equivalently, that the output impedance of the transmitter is equal to the input impedance of the receiver. This is a very common situation, so that the symmetry property is indeed verified in practice. Moreover, it was also experimentally shown that it is possible to isolate reflections and resonant modes on the basis of specific topologies. These results allow us to affirm that the PL channel is a more deterministic environment than commonly believed. Current and future work will concern the exploitation of this “deterministic” nature of the PL channel to enhance the performance of a PL modem. Some possibilities in this direction were mentioned in Section VI. Finally, current research is also devoted to the extension of this approach to the outdoor case, where PL cables are used for broadband internet access over the last mile. The results of Section V suggest that the transfer function of any PL link in the home is likely to contain several notches due to the always present ground bonding and mains feed. This is fundamentally different from the case of a home network based on inside telephone wiring2, a case in which the frequency transfer function will exhibit notches if and only if bridged taps were present (see, for example, [4]). Due to the many frequency notches present in the PL channel, linear equalization cannot be used because it would give rise to severe noise enhancement phenomena, a very serious drawback in a noisy channel such as the PL [7]. Channels that exhibit transfer functions such as the ones shown in Fig. 7 introduce strong intersymbol interference (ISI), thus requiring powerful nonlinear equalization techniques, combined with adaptive modulation and precoding techniques. For example, adaptive nonlinear equalizers such as the one proposed in [6], which combines a recursive nonlinear symbol estimator with a channel estimator with a low prediction order, may well cope with the strong ISI introduced by the PL channel. Also, optimal soft decisions may be useful in alleviating the performance degradation due to erroneous hard decisions [8]. As far as precoding techniques, the knowledge that the channel is symmetric opens the door to information theoretic considerations on optimal transmission when the channel is known at the transmitter. For example, treating known ISI as interference known at the transmitter allows us to use “dirty paper” coding techniques [9]. The choice of discrete multitone (DMT) modulation may also be an appropriate one for indoor PL channel. The considerations made in Section VI(a) and the symmetry property of the transfer function reinforce the case of choosing DMT modulation for coping with the PL channel. In fact, DMT-based PL modems can adaptively change the spectral efficiency in each sub-band, depending on the particular state of the network, and avoid loading those particular carriers located in sub-bands containing deep notches. Moreover, since a node in the network that receives data must also estimate the transfer function of the channel, it can perform optimal bit-loading adaptively, exploiting the knowledge that the channel in the reverse direction 2Home networking based on the exploitation of in-home telephone wiring is today a commercially available product. The Home Phoneline Networking Alliance (HomePNA) consortium has established specifications for such modems. HomePNA modems transmit and receive in both directions on a single wire pair, using the two conductors in the middle of an RJ-11 or RJ-14 telephone jack. VII. CONCLUSION 1878 IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 20, NO. 3, JULY 2005 REFERENCES [1] T. Banwell and S. Galli, “A novel approach to the modeling of the indoor power line channel—Part I: Circuit analysis and companion model,” IEEE Trans. Power Del., vol. 20, no. 2, pp. 655–663, Apr. 2005. [2] T. Starr, J. M. Cioffi, and P. J. Silverman, Understanding Digital Subscriber Line Technology. Upper Saddle River, NJ: Prentice-Hall, 1999. [3] L. Weinberg, Network Analysis and Synthesis. New York: Krieger, 1975. [4] S. Galli, K. Kerpez, S. Ungar, and D. Waring, “Home networks and internet appliances shape service provider access architectures,” in Proc. 2000 IEEE Int. Symp. Services Local Access, Stockholm, Sweden, Jun. 2000. [5] E. Baccarelli, A. Fasano, and M. Biagi, “Novel efficient bit-loading algorithms for peak-energy-limited ADSL-type multicarrier systems,” IEEE Trans. Signal Processing, vol. 50, no. 5, pp. 1237–1247, May 2002. [6] S. Galli, “A new family of soft-output adaptive receivers exploiting nonlinear MMSE estimates of the transmitted symbols for TDMA-based wireless links,” IEEE Trans. Commun., vol. 50, no. 12, Dec. 2002. [7] E. Biglieri, “Coding and modulation for a horrible channel,” IEEE Commun. Mag., vol. 41, no. 5, pp. 92–95, May 2003. [8] S. Galli, “Making power line communications more reliable by using optimal soft information,” in Proc. IEEE Int. Conf. Power Line Communications Applications, Athens, Greece, Mar. 2002. [9] M. Costa, “Writing on dirty paper,” IEEE Trans. Inform. Theory, vol. 29, no. 3, pp. 439–441, May 1983. [10] S. Galli, “Exact conditions for the symmetry of a loop,” IEEE Commun. Lett., vol. 4, no. 10, pp. 307–309, Oct. 2000. Stefano Galli (S’95–M’98–SM’05) received the M.S. and Ph.D. degrees in electrical engineering from the University of Rome “La Sapienza,” Rome, Italy, in 1994 and 1998, respectively. After receiving the Ph.D. degree, he continued as a Teaching Assistant in Signal Theory at the Info-Com Department, University of Rome. In 1998, he joined Bellcore (now Telcordia Technologies), Piscataway, NJ, in the Broadband Networking Research Department where he is now a Senior Scientist. His main research efforts are devoted to various aspects of xDSL systems, wireless/wired home networks, personal wireless communications, power-line communications, and optical code-division multiple access (CDMA). His research interests include detection and estimation, communications theory, and signal processing. He is a reviewer for several IEEE journals and conferences and has published many papers. He holds four patents and several pending ones. He also served as Co-Guest Editor for the Feature Topic “Broadband is Power: Internet Access through the Power Line Network” (IEEE Communications Magazine, May 2003), as Co-Guest Editor for the Special Issue on Power Line Communications of the IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS. Dr. Galli is serving as Chair of the IEEE Communications Society Technical Subcommittee on power-line communications. He also served as Technical Program Committee member of several IEEE conferences, such as the IEEE International Symposium on Power Line Communications (ISPLC’04, ISPLC’05, ISPLC’06), the IEEE International Conference on Communications (ICC’04, ICC’06), the IEEE Global Communications Conference (Globecon’06), the IEEE Vehicular Technology Conference (VTC’04), and has served as the General Co-Chair of the IEEE Workshop on Signal Processing Advances in Wireless Communications (SPAWC’05). Thomas Banwell (M’90) received the B.S. degree in chemical physics from Harvey Mudd College, Claremont, CA, in 1978, and the M.S. degree in electrical engineering and Ph.D. degree in applied physics from the California Institute of Technology, Pasadena, in 1980 and 1986, respectively. He received an MD from UMDNJ-New Jersey Medical School in 1997 and did an internship in internal medicine. He has been with Telcordia Technologies, Red Bank, NJ, since 1986. He pursues problems related to performance limitations in low-power/high-speed electronic circuits that arise in public telecommunications network access and data processing applications and variable bit-rate optical transmission systems. His interests in circuit theory have expanded to include modeling physiological processes such as uterine contraction. He has authored or coauthored many technical papers and has seven patents.