I. Yusifov - I. Küçük
Department of Astronomy & Space Sciences, Faculty of Arts & Sciences, Erciyes University, Talas Yolu, 38039 Kayseri, Turkey
Received 9 July 2003 / Accepted 31 March 2004
Abstract
The high sensitivity Parkes and Swinburne Multibeam pulsar surveys have nearly doubled the number of known pulsars and revealed many more distant pulsars with high dispersion measures. These data allow us to investigate in more detail the statistical parameters and distribution of pulsars, especially in the central regions of the Galaxy, which was almost impossible in previous low-frequency and less-sensitive surveys. To estimate the distances to pulsars we used the new NE2001 Galactic electron density model. We study the Galactic distribution of normal pulsars with 1400 MHz luminosities greater than 0.1 mJy kpc2 refining the shape and parameters of the radial distribution of pulsars.
The maximum galactocentric distribution of pulsars is located at 3.2
0.4 kpc and the scale-length of this distribution is 3.8
0.4 kpc for the assumed distances to the Galactic center
kpc. The surface density of pulsars near the Galactic center is equal to or slightly higher than that in the solar neighborhood.
For observable normal pulsars with luminosities
0.1 mJy kpc2, we also re-estimate their local surface density and birth-rate: 41
5 pulsars kpc-2 and 4.1
0.5 pulsars kpc-2 Myr-1 respectively. For the total number of potentially observable pulsars in the Galaxy, we obtain (24
3)
103 and (240
30)
103 before and after applying beaming correction according the Tauris & Manchester (1998) beaming model. Within the limits of errors of estimations these results are in close agreement with the results of the previous studies of Lyne et al. (1998) (hereafter LML98).
The dependence of these results on the NE2001 model and recommendations for further
improvement of electron density distribution are discussed.
Key words: pulsars: general - Galaxy: structure
Since the discovery of pulsars there have been numerous statistical investigations of their parameters (see for example Gunn & Ostriker 1970; Taylor & Manchester 1977; Lyne et al. 1985; Guseinov & Yusifov 1984; Narayan 1987; LML98, and references therein), such as the Galactocentric radial and height distribution, the luminosity function, the evolution of magnetic field and luminosity of pulsars, etc. These results are then used for the estimation of the birth rate of pulsars and for the modeling of Galactic structures.
Early surveys of pulsars were carried out around frequencies of 400 MHz. At low frequencies the sky background temperature dramatically increases in the direction of the Galactic center (GC), and also the interstellar medium (ISM) electron density rises. According to the sensitivity relation (Dewey et al. 1984; see also relation (4) below) both of these effects lead to the reduction of search sensitivity toward the GC, which in turn, leads to the reduced detection of pulsars around the GC. It makes it difficult to determine the precise radial distribution of pulsars in the Galaxy as well as the precise estimation of the number density of pulsars at the GC. So far in various statistical investigations, various approximations of radial variation of number density of pulsars, such as filled center or hollow center distributions, were used (see for example Narayan 1987; Hartman et al. 1997; Gonthier et al. 2002; Schwarz & Seidel 2002, and references therein). A preliminary study of central regions of the Galaxy, on the base of early high frequency surveys (Clifton et al. 1992; Johnston et al. 1992), was carried out by Johnston (1994). The conclusion was the deficit of pulsars near the GC.
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Figure 1: Projection of pulsars onto the Galactic plane. Pulsars discovered in the MBPS survey are marked by pluses; pulsars known before are marked by dots. GC is located at the beginning of coordinate system. Spiral arms of the Galaxy are from CL2002. The (x, y) coordinates of the Sun are (0.0, 8.5). The function of other lines and symbols is explained in the text. |
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Recent high frequency, sensitive Parkes Multibeam Pulsar Surveys (PMPS) (Manchester et al. 2001; Morris et al. 2002; Kramer et al. 2003) revealed many more distant pulsars with high Dispersion Measures (DM). These data may allow us to investigate in more detail the statistical parameters and distribution of pulsars, especially in the central regions of the Galaxy, which was almost impossible in previous low-frequency and less-sensitive surveys. Furthermore, high frequency searches reveal many pulsars at the lower as well as at the high luminosity ends of the luminosity function (LF) of pulsars (Camilo 2002; Lorimer 2003). From the evolutionary standpoint it is of great interest in understanding the influence of such pulsars on the shape of pulsars' LF.
We decided to estimate the density of pulsars at the GC and to take a fresh look at the radial distribution and luminosity function of pulsars using these new PMPS data from the ATNF Pulsar Catalogue of 1412 pulsars (Manchester et al. 2002). We estimated the distances to the pulsars using the NE2001 Galactic electron density model, Cordes & Lazio (2002) and Cordes & Lazio (2003), (CL2002 and CL2003 hereafter).
In the space and luminosity distribution studies, it is very important to make corrections for the observational selection effects. In various statistical studies, many authors (see for example Lyne et al. 1985; Narayan & Ostriker 1990; Bhattacharya et al. 1992; Lorimer et al. 1993; Johnston 1994; Sturner & Dermer 1996; Cordes & Chernoff 1997; LML98; Gonthier et al. 2002, and references therein) applied various reliable but complicated statistical methods to precisely quantify important selection effects. In this paper we use an empirical (and simple) method for the correction of observational selection effects, as in Kodiara (1974), Yusifov (1981), Leahy & Wu (1989) and Wu & Leahy (1989) (WL89, hereafter), with some modifications.
A summary of the available data and apparent distribution of pulsars in the Galaxy are presented in Sect. 2. In Sect. 3 we will discuss the selection effects and correction methods we applied. In Sect. 4 we derive the radial distribution of pulsars in the Galaxy. The discussion of the results and conclusions are presented in Sects. 5 and 6.
At the time of preparing this paper, the number of existing pulsars was 1412 (Manchester et al. 2002). The ATNF Pulsar Catalogue contains the data of PMPS, Swinburne (Edwards et al. 2001) survey and all previous pulsar survey results, and it provides a good sample of data for the statistical study of pulsars. Nearly 600 of them were discovered in the PMPS survey.
Table 1: The apparent density of pulsars.
In this study we are interested mainly in statistics of "normal" pulsars. For this reason we excluded from our sample binary and recycled (
s/s), globular cluster and Large and Small Magellanic Cloud pulsars. Of course, some pulsars in the remaining sample are related to the recycled ones, but at the present stage it is difficult to separate them. This gives 1254 pulsars in total, and 1043 of them are located in the regions of Galactic longitudes
.
In this sample, 581 pulsars were previously unknown and detected in the Parkes and Swinburne Multibeam Pulsar Surveys (MBPS). In our study we mainly used pulsars in the regions of the Galactic latitudes
and longitudes
.
However, introducing the required corrections in density estimations, pulsars outside of this region were also taken into account, as described in the corresponding parts of the text.
Projection of these pulsars on the Galactic plane is shown in Fig. 1. Although the recent observations (Eisenhauer et al. 2003) show that the distance to the GC is 8.0
0.4 kpc, in this study, as in the Galactic electron density model NE2001, we used the old value of the Sun-GC distance
kpc.
The apparent distribution of pulsars for the subsequent corrections due to selection effects is derived in the following manner.
We drew equidistant concentric circles around the Sun (ri) and the GC (Rj) and made up a quasi-regular grid of points at the points of intersection of these circles on the Galactic plane (see Fig. 1). To subdivide the Sun-GC distance into a sufficient number of intervals, distances between adjacent circles were selected equal to
kpc. Then we drew circles of radius
around the grid points (or cells) and counted the number of pulsars within the boundaries of circle
.
With the increase in distance from the Sun, the apparent density of pulsars decreases due to the selection effects. To avoid the loss of some pulsars at large distances from the Sun, the radius of the distant cells must be large. Arbitrarily,
increasing linearly is chosen from
to 1/10 of the largest considered distances from the Sun (18.7 kpc) and calculated by the relation
,
where i varies from 1 to 12. Large cell radii at larger distances naturally reduce the density fluctuations due to small number statistics and the selection effects. Grid circles around the Sun and GC were drawn until 18.7 kpc. Apparent densities of pulsars (in units pulsars kpc-2) in grid cells are shown in Table 1.
Columns in Table 1 correspond to the cells at the same distances Rj from the GC, which are indicated in the first row, and rows correspond to the cells at distances ri from the Sun, which are indicated in the first column.
Assuming galactocentric symmetry of distributions, the average densities in Table 1 are estimated in the following manner: for the regions
and
,
the number of pulsars in symmetric cells around the y axis is averaged (i.e. for the cells with coordinates (y, x) and (y, -x) in Fig. 1); for the region
,
if the number of pulsars in the cells with positive x is more than in the negative x, we again averaged the numbers in the cells (y, x) and (y, -x).
As is seen in Fig. 1, at large distances from the Sun and the GC, the number of pulsars rapidly decreases, and in some cells pulsars are completely absent. In such cases, in order to reduce rapid fluctuations,in general, observational data
are smoothed. Smoothing on the line of the Sun-GC direction, but behind the GC and in the anticenter direction, is carried out by the relation:
Data from Table 1, after correcting for the selection effects, may be used for the calculation of the radial distribution of pulsars in the Galaxy.
In previous population studies (LML98) the number and birth-rate were estimated for the pulsars of 400 MHz luminosities greater than 1 mJy kpc2. If we take into account the relation
for pulsars, where S is observed flux,
is frequency and
= -1.7 (Sieber 2002), the corresponding minimum luminosity at 1400 MHz is
0.1 mJy kpc2. Within a radius of 1 kpc from the Sun there are nearly 90 pulsars and only 10 of them have
1400 MHz luminosities
0.1 mJy kpc2. In addition, for 4 of them flux densities at 1400 MHz are not known and the approximate luminosities are estimated from the assumed mean spectral indices
= -1.7, so that the population of low luminosity pulsars still remains uncertain due to small number statistics. For this reason, and for simplicity of comparison of similar parameters of early results we consider the sample of pulsars with 1400 MHz luminosities greater than
.
WL89 considered three types of selection effects, one of which is connected to the much more sensitive Arecibo survey (Stokes et al. 1986) in comparison with other ones (Green
Bank (Stokes et al. 1986), Jodrell Bank (Clifton & Lyne 1986) and Molonglo (Manchester et al. 1978)). To get a homogeneous sample, they excluded Arecibo pulsars in galactic longitudes
.
As we considered in general MBPS survey region of the Galaxy (
), we examine only two types of selection effects with some modifications.
We divide selection effects into two categories and define them by the relation:
K(l) is connected to the background radiation which leads to variations of the survey sensitivity with Galactic longitudes. Survey sensitivity is a function of several parameters, and in its simplest case may be described by the relation (see for example Dewey et al. 1984; Lyne et al. 1985):
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Figure 2: Dependence of the correcting factor K(l) as a function of Galactic longitude. |
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Kodiara (1974) gives an empirical method for correcting distance-dependent selection effects for the study of SNRs. Further, in Huang et al. (1980), Yusifov (1981), Guseinov & Yusifov (1984), Wu et al. (1984), Leahy & Wu (1989), WL89 and Case & Bhattacharya (1989) this method was used to study the Galactic distributions of pulsars and SNRs. With some modifications, the same method is applied here to study the Galactic distribution of pulsars from MBPS survey results.
In the flux-limited surveys for each distance (d) there is a minimum detectable luminosity defined by the relation
Table 2: Corrected densities of pulsars, in units pulsars kpc-2.
Pulse broadening, scattering and scintillation are strong functions of distances (see for example CL2003, and references therein). With increasing distances from the Sun each of these factors reduces the detected number (or density) of pulsars. Here we make the simplifying assumption that the combined effect of these factors define K(r) in Eq. (3), which may be described by the exponential law as:
We assume that the surface density (SD) of pulsars is symmetric around the GC, and considering a galactocentric circle with the radius
,
from Eq. (3) we obtain:
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Figure 3: Variation of the surface densities of pulsars on the galactocentric circle R=8.5 kpc at various distances from the Sun (Col. 6 in Table 1). Apparent densities marked by circles and densities corrected due to the direction-dependent selection effect (K(l)) are marked by pluses. The dotted line is a LMS fitting of them. |
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The observed distribution of
against the heliocentric distance r is shown in Fig. 3. We assume that observed exponential decay of SD in Fig. 3 is connected to the distance-dependent correction factor K(r) in relations (3), (9) and (10). Fitting the data in Fig. 3 with a simple exponent we can derive K(r) and
.
The approximate value of the local SD of pulsars
within
kpc may be estimated using all available data, taking
into account the different sensitivity of surveys as a function of the
Galactic longitude and latitude. The method of estimation is
described in Yusifov & Küçük (2004).
For the preliminary value of
with 1400 MHz luminosities greater than
we obtain 38 pulsar kpc-2 marked by pluses in Fig. 3.
A more precise value of
will be obtained extrapolating the fitting lines of distribution
as a function of r in Fig. 3.
Fitting the corrected data in Fig. 3 by the least mean squares (LMS) method for the apparent distribution of SD, we can derive K(r) and
(during the fitting, the point around 13.6 kpc is not taken into account as an outlier):
Table 3: Errors of surface densities of pulsars estimated by the relation (13).
Extrapolating the fitted line in Fig. 3, for the local SD of pulsars with luminosities more than 0.1 mJy kpc2, we obtain
5 pulsars kpc-2. Although the obtained local SD of pulsars slightly exceeds the value derived by LML98 (30
6), within the errors of estimations the values are in good agreement. If we take into account some possible reasons leading to an increase of the apparent local SD of pulsars, discussed in Sect. 5, the agreement is further strengthened.
By averaging the corrected SD of pulsars in Table 2 we can derive the SD of pulsars as a function of radial distance from the GC.
As the selection effects vary with the direction and distance of the Sun, errors of corrected densities also vary from point to point. The errors of corrected densities in corresponding cells in general were estimated on the basis of Eq. (3).
We assume that errors in calculating corrected densities
are mainly connected to the errors in the correction factor K(r) and apparent density
,
where Nij and
are the number of pulsars in the cell and the area of the cell (i,j). K(r) is an exponential function (Eq. (12)) similar to
,
where the error due to uncertainty in x is estimated with the standard relation (Bevington 1969):
.
In evaluating errors for Nij we assumed that the number of pulsars in cells, in a rough approximation, follows Poisson statistics, that is the mean value equals the square of the standard deviation (
). Depending on these assumptions, errors for
can be calculated by the relation
From Table 2 we see that the SD of pulsars at the GC is
nearly 40 pulsar kpc-2. This is the average density of pulsars within the cell of radius 1.3 kpc around the GC. In the considered sample, within the galactocentric radius of 0.5 kpc pulsars are absent, however, from Table 3 one can appreciate the error of the density estimation in this region as
16 pulsars kpc-2. But within the 0.5 kpc < R < 1 kpc from the GC there are 4 pulsars. Applying correction factors K(l) and K(r) to the apparent density of pulsars around the galactocentric radius 0.75 kpc we obtain 50 pulsars kpc-2. These values are shown in Figs. 4 and 5 and are used in fitting the radial distribution.
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Figure 4: Radial distribution of surface densities of pulsars. Circles and error bars are derived from Eq. (14). Fitting line corresponds to Eq. (15). |
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All the results of obtained radial distribution of SD of pulsars with corresponding error bars are plotted in Figs. 4 and 5. To simplify the comparison with other results, densities in Fig. 5 are normalized to the surface densities at the solar circle. Radial distribution of the SD in Fig. 4 may be fitted by the frequently-used Gamma function written as:
The obtained radial distribution (Fig. 4) shows a clear decrease of the SD of pulsars towards the GC, relative to the results of early studies at low frequencies (Lyne et al. 1985). The existence of pulsar deficit at the GC was already concluded by Johnston (1994), analyzing early high frequency pulsar surveys (Clifton et al. 1992; Johnston et al. 1992).
MBPS allows to more precise determination of the density distribution of pulsars around the GC. As was shown earlier, at 0.75 kpc from the GC the SD of pulsars is around 50
16 pulsars kpc-2 and is not less than that in the circumsolar region. Applying the Tauris & Manchester (1998) (TM98 hereafter) beaming model, for this value we obtain (500
150) pulsars kpc-2.
At the present time there is a lot of information on radial distributions of various types of Galactic components, and it will be very interesting to compare radial distributions of pulsars and SNR with the radial distributions of their progenitors, shown in Fig. 5.
It is believed that, in general, NS are formed during SN II explosions and that their progenitors are OB type Population I stars. However, from Fig. 5 it is seen that, although the maximums of Population I objects coincide, the maximum of pulsar distribution is shifted towards the GC by nearly 1.5 kpc. The maximum of pulsar and SNR distributions nearly coincide, but the radial scale length (RSL) of the pulsar distribution (
4 kpc) is nearly half that of the SNR distributions.
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Figure 5: Radial distributions of pulsars (squares) and other types of Population I objects: SNR distributions are from Case & Bhattacharya (1998); H2 column densities from Bronfman et al. (1988) and Wouterloot et al. (1990); HII regions are from Pladini et al. (2002), (HII regions represent the number of sources in the 0.5 kpc wide Galactocentric rings, but not surface densities); OB star formation regions data from Bronfman et al. (2000); the radial distributions of birth location of NS, from Paczynki (1990), (Eq. (16)) are marked by P; the expected radial distributions of birth location of NS (Eq. (17)) are marked by pluses. |
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The radial distribution of the birth location of NS is also striking. During population simulations of NS in the Galaxy, for the radial distributions of their birth location, the following relation derived by Paczynski (1990) (see for example Sturner & Dermer 1996; Gonthier et al. 2002) is used:
If the progenitors of NS are the OB type Population I stars, then from the qualitative considerations of Fig. 5, it seems that the radial distribution of the birth location of NS must be located near the line shown by pluses in Fig. 5 and may be described by the relation:
From the derived distributions and age of pulsars one can estimate the total number of pulsars in the whole Galaxy, birthrate of pulsars and other statistical parameters. New age estimations of pulsars requires population synthesis or careful analysis of the
diagram and a new study of z-distribution with more precise estimated distances of pulsars. However, from Kramer et al. (2003) and from our analysis it is obvious that distance estimations of pulsars require further improvement and additional studies. For these reasons, we estimated the birthrate of pulsars by assuming
yr as the mean lifetime of active pulsars, leaving detailed study to the future.
The total number of pulsars in the Galaxy may be estimated by integrating the radial distribution of SD from Fig. 4. Integrating the relation (15) for the number of potentially observable pulsars with 1400 MHz luminosities greater than 0.1 mJy kpc2, we obtain (24
3)
103 and (240
30)
103 before and after
applying the mean value of the beaming factor (BF) from the TM98 model. For the corresponding birthrates we obtain nearly one pulsar for every 400
50 and 40
5 yr in the Galaxy which is consistent with the LML98 results (one every 330 and 60 yr). Last (corrected) values are in close agreement with the recently derived rate of core collapsed supernovae (2 per century) in the Galaxy by McKee & Williams (1997) and (0.024-0.027)(H0/75)2 yr-1 by van den Bergh & McClure (1994). In this relation H0 is the Hubble constant.
At the end of Sect. 3 the local SD of pulsars was estimated as 41
5 pulsars kpc-2. The corresponding local birth-rate of pulsars will be 4.1
0.5 pulsars kpc-2 Myr-1. While the new values of SD and birth-rate are higher, within the errors of estimations they are consistent with the LML98 results (30
6 and 2.8
1.7 correspondingly).
MBPS surveys revealed new pulsars not only in the central and distant regions of the Galaxy, but also some local faint pulsars in the circumsolar region. It seems likely that this is one of the reasons for the slightly high local density of pulsars obtained. Another reason for the apparent increase of the local SD probably is overestimated electron densities of ISM. This implies that the derived local SD is an upper limit and that the true value of the local SD of pulsars with luminosities greater than 0.1 mJy kpc2 is located between 41 and 30 pulsars kpc-2, in even better agreement with the value derived by LML98 (30
6).
Applying beaming correction according to the TM98 model, for the local SD and birth-rate of pulsars we obtain (410
50) pulsars kpc-2 and 41
5 pulsars kpc-2 Myr-1, respectively. These values differ from the corresponding values of LML98 (156 pulsars kpc-2 and 10 pulsar kpc-2 Myr-1) by nearly 4 times. This is due to the BF used. We applied the TM98 BF (
10) which is nearly 2 times higher than the Biggs (1990) BF, used in LML98.
In evaluating the statistical parameters of pulsars, the reliable estimation of distances is very important. Until recently the Taylor & Cordes (1993) (TC93 hereafter) model has been widely used for this purpose. The PMPS survey reveals much more distant pulsars with high DM and the following estimations show that the distances for these pulsars calculated by the TC93 method are located far outside of the Galaxy (Manchester et al. 2001; Morris et al. 2002; Kramer et al. 2003).
The new electron density model developed by Cordes & Lazio (2002) (NE2001) is free of these disadvantages, and there are no pulsars outside the Galaxy according to their model. Another advantage of their model is its ability to be easily modified as further ISM data is collected (voids, clumps, HII regions).
The mentioned electron density models consist of several components. One of them denoted as n1h1, the "thick disc" component and due to its large scale-height (
pc) it occupies a significant volume of the Galaxy. In the NE2001 model this value (0.033) is nearly two times higher than that of the TC93 model (0.0165).
Analyzing the NE2001 model, Kramer et al. (2003) discussed the decreasing trends of mean z-height with increasing distances of pulsars from the Sun. But in the TC93 model the mean z-height increases away from the Sun. The most probable reasons for a similar variation of z-height may be related to the above mentioned 2 times higher value of n1h1 in the NE2001 model in comparison with the TC93 model. At the same time this also leads to some increase of local density of pulsars, as noted above. Some intermediate value of n1h1 possibly may improve the variation of the mean z-height away from the Sun and the local SD of pulsars. However, this demands the fine tuning of the electron density distribution model in the Galaxy, which is beyond the scope of this paper.
In the future, in constructing new electron-density models, besides the improvements recommended by the authors of the NE2001, one must take into account the z-distribution of distant pulsars, new HI absorption measurements of distant pulsars and other statistical or integral parameters of the Galactic distributions of pulsars, derived in previous sections. Some improvements also may be achieved taking into account warp and flaring structure of the Galaxy (Yusifov 2003). This may be possible after HI absorption measurements of a sufficient number of high DM pulsars.
The dimensions of galaxies, RSL of stellar distribution, and the location of star formation regions are important parameters of galaxies. To estimate these parameters, in parallel with radio and optical data, researchers have applied infrared (IR) and other measurements of various galactic components. For example, Drimmel & Spergel (2001), by analyzing far-infrared (FIR) and near-infrared NIR) radiation data from the COBE/DIRBE instrument, constructed a three dimensional model of the Galaxy and found the value
for the RSL of the stellar disc. In previous estimations this parameter has varied between 0.2 and 0.94
(see Drimmel & Spergel 2001, and references therein).
OB stars are progenitors of NSs, and the radial distribution formation regions therein are studied in detail by Bronfman et al. (2000). The radial distribution of pulsars and OB star formation regions are compared in Fig. 5, and despite the fact that the maxima do not coincide, the agreement is reasonable. In general, the majority of star formation regions and supernova (SN) activity are located in spiral arms and in the molecular ring around the GC. Recent investigations show that OB star-forming regions and SN activity may also be located at the periphery of the Galaxy (see Stil & Irwin 2001; Uyaniker & Kothes 2002). Distant pulsars with high DMs may play a crucial role in studying peripheral regions of the Galaxy. Once again this underlines the importance of reliable estimations of pulsar distances, especially for distant pulsars.
We have studied the population of normal pulsars with the luminosities
0.1 mJy kpc2 in the Galaxy, on the basis of the 1412 ATNF pulsar catalogue where the distances are calculated according to the new electron density model NE2001. Our results are as follows:
Note added in proof:
Recently, a paper of D. R. Lorimer, preprint [arXiv:astro-ph/0308501] on the Galactic population of pulsars has been published. Although for study of pulsars they used different method, within the limits of the estimated errors, the obtained radial distribution and the total number of pulsars in the Galaxy (25
2)
103 are nearly the same as in this paper.
Acknowledgements
We would like to thank R. N. Manchester and the Parks Multibeam Pulsar Survey team for making the parameters of new pulsars available on the internet prior to formal publication as the ATNF catalogue of 1412 pulsars. We gratefully acknowledge the anonymous referee, for very detailed comments and suggestions, which led to significant improvements of the paper. We thank R. Wielebinski, J. L. Han and F. F. Özeren for reading the manuscript and for useful discussions. We thank Victor B. Cohen for help in preparing the manuscript. This work has been partially supported by Erciyes University R/D project No. 01-052-1, Turkey. Extensive use was made of both the Los Alamos preprint archive and the ADS system.