J. Wang 1 - J. Y. Wei2 - X. T. He3
1 - National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100012, China
2 -
National Astronomical Observatories, Chinese Academy of Sciences, Beijing 100012, China
3 -
Department of Astronomy, Beijing Normal University, Beijing 100875, China
Received 15 September 2004 / Accepted 24 January 2005
Abstract
The variability of optical Fe II blends
in NGC 4051 is examined from spectra extracted from the AGN Watch
program.
In our analysis, the Fe II complex are subtracted
and measured, with the following results. Firstly,
the Fe II variations
were detected in NGC 4051 during a 3-year period.
The identified Fe II variations
followed the variations in continuum closely.
Secondly, the EW of Fe II is reported to increase with
rising continuum flux, which is consistent with previous
claims that there is no convincing Baldwin Effect
in optical Fe II. Thirdly,
by comparing the variations of H
and Fe II, we
find that
scales with continuum flux
as
,
which is
significantly different from the theoretical expectations.
Finally, in six selected Seyferts, four out of five Narrow-Line Seyfert 1 galaxies
present positive correlation between
and the continuum flux.
The negative correlations are identified in the remaining two
objects that have relatively broad profiles of H
(
).
We argue that the difference of electron density of broad line clouds and/or variability
behavior of incident high-energy radiation can explain the dichotomy in
variability behavior of
.
Key words: galaxies: active - galaxies: individual: NGC 4051 - galaxies: quasars: emission lines
Generally, the optical/UV spectra of Active Galactic Nuclei (AGNs) are prominently featured by
broad and intense emission lines. The relative strength and radiative mechanism of
broad emission lines can be interpreted well by the traditional
photoionization models of many dense (
)
clouds.
Those clouds with approximate cosmic abundance are photoionized and heated by a covered
central source (e.g. Davidson & Netzer 1979; Kwan & Krolik 1981;
Kwan 1984; Stasinska 1984; Collin-Souffrin et al. 1988; Korista et al. 1997).
Despite repeated successes of the standard photoionization models, important
problems still remain.
Although collisional ionization is carefully introduced,
the photoionization models are frustrated in the aspect that
accounts for the strength of Fe II emission in both UV and optical bands
(Netzer & Wills 1983; Wills et al. 1985; Joly 1987;
Collin-Souffrin et al. 1986, 1988; Dultzin-Hacyan 1987). If the total flux of Fe II is several
times larger than Ly
(Wills et al. 1985), and if its energy is derived from photoionization,
the models indicate that
the X-ray flux must then be comparable to or greater than the Lyman continuum flux.
This seems unlikely, however, given our present understanding.
Early calculations of Fe II emission predicted that the flux ratio of total
Fe II to H
was no more than 8. However, the observed Fe II/H
is more
typical by 12 and approaches about 30 in a few sources with "super-strong''
Fe II emission (Lawrence et al. 1988; Graham et al. 1996; Lipari 1994; Moran et al. 1996;
Xia et al. 1999; Zhou et al. 2002). In order to interpret
the intense Fe II emission, a number of additional excitation mechanisms have been proposed.
Sigut & Pradhan (1998) suggested
that the Ly
fluorescent excitation of Fe II could double Fe II
strength in both UV and optical bands effectively. Joly (1991, and references therein) put forward the
idea that
collisional excitation is the most likely process in AGN, however, did not include virtual calculations.
The Fe II emission in AGN has consistently attracted a great deal of attention, both
because of the problem described above and because of its importance in investigating the underlying
physics that drives the Eigenvector 1 (E1).
The E1 introduced by principal component analysis (PCA, Boroson & Green 1992, hereafter BG92) contains
a strong anti-correlation between FWHM of H
and the flux ratio of the optical Fe II complex to the broad component of H
.
At the present time, it is believed that the E1 plays a vital role
in research of AGN phenomena (e.g. Boroson 2002; Sulentic et al. 2000a,b; Marziani et al. 2001; Zamanov & Marziani 2002; Marziani et al. 2003a).
Both observational and theoretical studies indicate that the E1 is most likely driven
by some elementary parameters of AGN, such as the central black hole mass, the Eddington
ratio, and even the orientation of accretion axis (Jarvis & McLure 2002).
Investigation of the complex Fe II
emission in AGN is, therefore, essential for further understanding E1 correlations and whole AGN phenomenon.
Actually, so far the variability behavior
of the Fe II complex in Seyfert galaxies has been poorly understood. In Mark 110,
Kollatschny et al. (2001) reported that the permitted optical Fe II complex remained constant
within 10% error over 10 years,
while the forbidden [Fe X]
6375 line was variable. Similarly, in the Seyfert 1 galaxy
NGC 5548 no significant variations of the optical Fe II blends (less than 20%) were detected
(Dietrich et al. 1993).
On the contrary, the opposite result was
reported in a long term optical variability watch program on Seyfert 1 galaxy
NGC 7603 over a period of nearly 20 years (Kollatschny et al. 2000). This object displayed remarkable variability
in the Fe II blends, with amplitudes on
same order as for the H
and He I lines.
Giannuzzo & Stirpe (1996) found that, out of 12 Narrow-Line Seyfert
1 galaxies (NLS1s), at least 4 of them presented a significant variability of
the Fe II complex with percentage variations larger than 30%. In addition,
considerable variations of the Fe II complex (larger than 50%) were
reported in the other two Seyfert 1 galaxies Akn 120 and Fairall 9 (Kollatschny et al. 1981;
Kollatschny & Fricke 1985). It is likely that further individual investigation, as well as
subsequently statistical analyses, would be essential to comprehend the physics governing
the Fe II emission in AGN.
NGC 4051, a well-known NLS1 natured by both narrow permitted emission lines
(
)
and a low ratio for [O III]/H
(Osterbrock & Pogge 1985), was monitored for three years, from January 1996 to July 1998,
as part of the AGN Watch campaign (Peterson et al. 2000). Peterson and his colleagues reported the
strong variabilities of intensity in H
and He II
4686.
Variations of the H
line were found to lag behind the variations in continuum by
days.
The time delay associated with the
Doppler width of H
yields a viral mass estimation of
for the
central black hole.
They also found that the Fe II blends varied little, if at all, in the period spanning
three years according to the rms spectra.
In this paper, we investigate the variability of the optical Fe II complex in NGC 4051 by performing a new spectral analysis on the AGN Watch archival spectra. Besides investigation of this individual object, a comparison of the variability behavior of Fe II between diverse AGNs is performed to reveal the underlying physics governing Fe II emission.
The paper is organized as follows. In Sect. 2, we describe the spectral measurements in detail. The analysis and immediate results are given in Sect. 3. In Sect. 4, we propose two possible explanations, and finally discuss the underlying implications.
Table 1: Continuum and integrated line fluxes.
The archival spectra in one-dimensional FITS format were downloaded from the AGN Watch Web Site: http://www-astronomy.mps.ohio-state.edu/ agnwatch/. This archive contains a total of 123 spectra divided into two data sets (A and B). Generally, for the wavelength coverage, Set B spectra extend shortward further than do spectra of Set A. In our analysis, we discard the first spectrum observed at Julian Date 2 450 095.0 because of the unavailable FITS file. The spectra n00229b and n00600b are obviated in measurements because of their poor spectral quality (i.e. bad S/N for continuum, as well as for emission lines). Spectrum n00479a is excluded from spectral analysis, as well, because of its improper wavelength coverage only ranging between 4720 Å and 5990 Å. Detailed information on the archival spectra can be consulted in Table 1 and Sect. 2.2 in Peterson et al. (2000). In Table 1, the file name of each of the remaining 120 spectra is given in Col. (1), and Col. (2) lists the corresponding Julian Date of observation.
The remaining 120 spectra are pretreated in the following two steps: 1) the Galactic extinction is corrected
by
E(B-V)=0.013 mag from NED, adopting an RV=3.1 extinction curve; 2) each spectrum is transformed
to rest frame, as well as K-corrected by the redshift derived by a Gaussian fitting for the narrow peak of
the H
line.
As an illustration, the rest frame spectrum of NGC 4051 taken
on June 16, 1996 (JD = 2 450 250.7)
is shown in Fig. 1.
The spectrum covers the wavelength range from 3600 Å to 7540 Å, and the
strongest emission lines and prominent Fe II complex are labeled.
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Figure 1: Rest frame and Galactic extinction corrected spectrum of NGC 4051 taken on June 16, 1996 (JD = 2 450 250.7). The most prominent emission lines and optical Fe II complex are marked. |
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As shown in Fig. 1, there is a clear contribution from blends of Fe II line emission on both the
red and blue sides of the H
-[O III] complex. The blends contaminate strong emission lines and
alter the fluxes of H
and [O III]
4959, 5007.
In order to determine contributions of the Fe II blends and to measure the other emission lines reliably,
we subtract the Fe II multiplets from each observed spectrum by the experiential technique
described by BG92. The subtraction depends on a template of the Fe II complex. In this paper,
the adopted template is the same as that used in BG92, namely, the Fe II emission of I ZW1, which is a well-known
prototype of bright NLS1 with narrow permitted Fe II emission lines (Phillips 1978; Oke & Lauer 1979).
The detailed procedure for making the template of the Fe II emission can be found in BG92, but, briefly,
the template is a two-dimensional function of FWHM and intensity of the Fe II blends.
The template can be broadened to the FWHM of the broad component of H
by convolving with a Gaussian profile
and scaled to match the Fe II strength.
In NGC 4051, the FWHM of the template
is taken to be
which approximates the value of FWHM
of H
(
)
derived by Peterson et al. (2000). For each spectrum,
the scaling factor is estimated at rest wavelength 4570 Å; then the convolved and scaled templates are
subtracted from the observed spectra. A successful Fe II subtraction requires a smooth
continuum at blueward of H
and between 5100 Å and 5500 Å.
The Fe II subtraction is sketched in Fig. 2 for the case observed at JD = 2 450 250.7.
In the figure, the bottom curve is the best estimated Fe II multiplets; and the Fe II subtracted
spectrum is shown in the middle; while the observed spectrum is plotted at the top.
Note that the observed
spectrum is offset upwards arbitrarily for visibility. The errorbar of Fe II strength,
however, is very hard to obtained accurately because the subtraction is done by eye.
Therefore, the uncertainties of Fe II intensities, which generally should be round about 30-50 percent, are superseded by the upper and lower limits. These limits are carefully obtained by
iterative experimentations with a series of values for the flux of the template.
Outside of the limits, the Fe II subtracted continuum is absolutely unacceptable.
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Figure 2: The scheme of the Fe II complex subtraction of spectrum taken at JD = 2 450 250.7. The top and middle curves are Fe II emission blended and subtracted spectra, respectively. The observed spectrum is shifted upward by an arbitrary amount. The bottom spectrum is the best adopted template of the Fe II complex. |
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A new Fe II template was recently published by Véron-Cetty et al. (2004). We perform the Fe II subtraction described above for 7 typical spectra in the terms of this new template. The inferred Fe II intensities
are compared to the intensities provided by BG92's template. The two Fe II flux measurements are highly
correlated and consistent with a nearly linear relation. This relation indicates that both templates can achieve the
same result when we focus attention on the variability behavior of the optical Fe II complex.
In addition to this relationship, the Fe II flux obtained
by the template of Véron is systematically lower than the flux obtained by employing the BG92 template.
For instance, in the spectrum observed at JD = 2 450 250.7, the calibrated Fe II flux (see Sect. 3) is
for the Véron's template,
but
for the BG92 template.
This discrepancy is quite rational because the two templates differ in their
narrow permitted and forbidden Fe II lines. These lines being of not negligible fluxes
are excluded from the Véron's template.
The Fe II multiplets contamination-removed spectra are characterized not only by the prominent
H
and [O III]
4959, 5007 lines, but also by their broad and strong He II
4686
emission. The next step in processing the spectra is to remove the continuum from each spectrum.
Generally, the continuum is carefully modelled by a power law based upon two selected wavelength regions 4400 Å-4450 Å and 5100 Å-5500 Å in most situations.
Both regions are free of any strong emission lines. The IRAF-SPECFIT task, a multi-component profile
modelling procedure described by Kriss (1994), was utilized to model the isolated emission lines.
Véron-Cetty et al. (2001) claimed that it is better to
model H
emission line by a Lorentzian profile than by a Gaussian profile in NLS1 galaxies.
The choice of
profile to represent the observed emission line, however, may have no physical significance (e.g. Evans 1988; Xu et al. 2003),
especially when we focus on an integrated line flux.
The following Gaussian
components and specific relationships are involved when
modelling each of the spectra. For the first step, the profile of each of the forbidden
[O III]
4959, 5007 lines
is synthesized from a narrow core, as well as from a broad and blueshifted base
(e.g. Heckman et al. 1981; Véron-Cetty et al. 2001; Zamanov et al. 2002; Christopoulou et al. 1997).
The atomic physical relationships
(Storey & Zeippen 2001) and
are employed to decrease the number of free parameters in the modelling of both narrow and broad components.
As a second step the H
line profile is synthesized from both a narrow Gaussian component and
a broader one. Although this representation can fit the H
line core well and agree with a generally
accepted unified model for AGN, it could not fit the far blue wing of H
adequately. Therefore, an
additional blueshifted Gaussian component with
should be
acquired to fit the far blue wing of H
(e.g. Sulentic et al. 2000c; Marziani et al. 2003b;
Korista & Goad 2004).
In summary, a set of the following three Gaussian components are adopted to model the H
profile:
a narrow core, a classical broad
component with
,
and a very broad and blueshifted base.
The FWHM of narrow H
is taken to be
equal to that of the [O III] core, because both components are emitted from the same region, i.e. from
the narrow line region (NLR). The He II
4684 line profile is easily fitted by a set of
two Gaussian profiles because of its substantial reflection in profile.
As an illustration, the profile modelling of the spectrum observed
at JD = 2 450 250.7 is shown schematically in Fig. 3.
The observed profile is represented by a thin line, and the modelled profile by a solid line.
Each Gaussian component is shown by either a long- or short-dashed line.
The residuals between the observed and modelled profile are presented in the bottom panel underneath the spectrum.
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Figure 3: An illustration of line-profile modelling of a continuum-removed spectrum taken on June 16, 1996 (JD = 2 450 250.7). The observed profile is shown by the thin solid line, and the modelled profile, by the thick solid line. The narrow and broad components of each emission feature are represented by long and short dashed lines, respectively. The residuals of profile modelling are displayed in the lower panel. |
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The modelled flux of each component is calibrated by a constant total flux of [O III]
5007,
where
(Peterson
et al. 2000). The small systematical flux difference between the two sets (set A and B)
are corrected by Formulas 5 and 6 in Peterson et al. (2000).
The final results of profile modelling, along with the continuum and total H
fluxes adopted from
Peterson et al. (2000), are given in Table 1. Column (1) lists the file name, and Col. (2) the
corresponding Julian Date of observation. The continuum and H
fluxes, both measured
by Peterson et al. (2000), are listed in Cols. (4) and (5), respectively. Column (6) is the flux of the subtracted
optical Fe II complex between rest wavelength 4434 Å and 4684 Å, along with the determined
upper and lower limits. The modelled total flux of H
is given in Col. (7), and the total flux
of He II
4686 in Col. (8). All the errors given in Cols. (7) and (8) are caused
by profile modelling.
The correlation between the modelled flux of H
and the flux provided by Peterson et al. (2000) is illustrated in Fig. 4. The modelled H
flux
containing all three components is represented by solid square symbols (Correlation I, for short),
and the modelled H
flux in which the very broad component
are excluded, by open triangles (Correlation
II, for short). Statistical analysis yields
a Spearman rank-order correlation coefficient
(P<10-4, where P is the probability that there is
null relation between two variables) for Correlation I and
(P<10-4) for Correlation II.
Because of the lower inferred correlation coefficient for Correlation II with respect to that for Correlation I,
we clarify that the very broad component should not be ignored in accounting for the total flux of H
.
Systematically, the modelled flux is slightly larger in this way than the flux provided by Peterson et
al. (2000). This systematical enhancement can be explained easily by emission at the high velocity wing of the very broad base.
In the study by Peterson et al. (2000), the H
high velocity wing is truncated by integration ranging
from 4820 Å to 4910 Å in the observed frame.
Comparing the flux modelled independently in this paper to the one obtained in Peterson et al. (2000), we find a highly
significant, nearly linear correlation between them.
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Figure 4:
The correlation between two independent H |
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The derived light curves of H
,
He II
4686, and Fe II are displayed in the bottom three
panels in Fig. 5. Moreover, the light curves of H
and continuum both derived by Peterson et al. (2000)
are shown in the top two panels. The two independent H
light curves are quite similar.
The second panel, from bottom to top, shows the light curve of the He II line. Here, it should be emphasized that
the flux of He II is obtained from the Fe II contamination-removed spectrum.
Because of the significant blending between He II and the Fe II complex, the Fe II emission is
a complicating factor when measuring the strength of He II line. In Fig. 5, the error bars overlaid
on the He II light curve include only those uncertainties caused by profile modelling and do not reflect
the errors caused by the Fe II subtraction. The Fe II variations are shown in the bottom panel of Fig. 5.
The length of each overlaid solid line corresponds to the range between upper and lower limits, which are
determined by the iterative experiments of the Fe II subtraction. The pattern of the Fe II variations
closely follows the continuum (and H
)
light curve. Despite all our efforts,
any significant lag of the Fe II complex with respect to the continuum could not be determined
because of the large uncertainties of the Fe II flux.
In the lower panel of Fig. 6, the flux of the Fe II complex
is plotted as a function of continuum flux as an additional test of line variability.
The diagram shows a positive correlation between Fe II intensity and
continuum flux (
,
P<10-4). The relationship of the H
line
with respect to continuum is displayed in the upper panel (
,
P<10-4).
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Figure 5:
Light curves of continuum and emission lines for NGC 4051 with 120 points taken between Jan. 15, 1996 and
Jul. 28, 1998. The first panel shows the light curve of continuum in units of
|
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![]() |
Figure 6:
Lower panel: line intensity of the optical Fe II blends plotted against
continuum at rest wavelength 5100 Å (
|
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The Baldwin Effect (BE) defined as an anti-correlation between the equivalent width (EW) of C IV
1549 and continuum luminosity at
1450 was first reported by Baldwin (1977).
Subsequent observational studies indicated that the BE can be detected in almost all measurable high ionization
emission lines (Espey et al. 1993; Lanzetta et al. 1993; Zheng & Malkan 1993) except N V
1240
(Hamann & Ferland 1999). Gilbert & Peterson (2003) recently found a convincing intrinsic BE in the
broad H
line of the active galaxy NGC 5548 by analyzing spectra from International AGN
Watch collaboration (see also in Goad et al. 2004).
In Fig. 7, the EW of the Fe II complex is plotted against continuum flux. There is a moderate correlation
between these data (
,
P<10-4), which confirms previous claims that no convincing BE
has been detected in the optical Fe II blends (Yee & Oke 1981; Elston et al. 1994).
The relationship is influenced slightly by a few points with excessive Fe II contributions. These points clearly
deviate from the other points. Detailed inspection of the light curves indicates that
these specific points are mainly deduced from spectra observed from JD = 2 450 193.6 to 2 450 465.0.
Subsequently, the corresponding original spectra, Fe II subtraction, and profile modelling
are carefully inspected. We find that the deduced excessive Fe II emission is perhaps
caused by the lower S/N ratio at blueward of the spectra. The bad quality of the spectra makes measurement of
the Fe II blends difficult and ultimately leads to an over-removal of the Fe II complex
because of blending between Fe II and other faint emission lines, such as He I
4471.
![]() |
Figure 7:
A plot of equivalent width for the optical Fe II complex against the flux of continuum
(
|
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![]() |
Figure 8:
|
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The intrinsic variations of
as a function of continuum flux are plotted in Fig. 8.
is one of the most important quantities describing the E1 parameter space, and it is defined as the flux ratio of
optical Fe II complex to H
.
Although the flux of H
includes the contributions of narrow,
broad, and very broad components, it should be noted that the flux of the narrow component of H
is, of course,
expected to be constant. This plot shows a positive correlation between
and continuum flux logarithm.
The correlation coefficient derived by Spearman analysis is
.
An unweighted linear fit to this relation gives
and is over-plotted in Fig. 8 as a solid line. By analyzing the reverberation mapping (e.g. Blandford & Mckee 1982; Peterson et al. 1998b) results of spectrophotometrical monitoring of a well-defined sample
of 17 Palomar Green quasars and 17 Seyfert galaxies, Kaspi et al. (2000) found that the relation between the Eddington ratio and
the continuum luminosity at
5100 can be expressed as
.
Consequently, by combining the above relationships, we find that
can be inferred
to scale with the Eddington ratio as
.
Our relationship does not agree with that
found by Marziani et al. (2001, and references therein). To predict a grid of theoretical values in E1 parameter space,
these authors obtained a global semi-theoretical relation between
and the Eddington ratio:
.
The discrepancy between the two relations is highly significant.
In this paper, we detect a positive correlation between
and the continuum flux in NGC 4051.
However, it should be emphasized that the real situation is hard to handle when taking other results about
variations of Fe II emission into account.
For instance, by calculating the flux ratio of Fe II to H
,
we find that in NGC 7603,
apparently decreases with increasing continuum (Kollatschny
et al. 2000). This relation is displayed in Fig. 9. The point observed
at JD = 24 044 168 is omitted because it clearly deviates from the other points. The difference in variability
behavior of
implies that the Seyfert galaxies NGC 4051 and NGC 7603 differ in those physical
conditions that govern the variability behavior of Fe II emission.
![]() |
Figure 9:
A plot of
|
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In order to statistically investigate the behavior of Fe II variations, we collected some
results about Fe II variations from earlier publications. The comparison is summarized
in Table 2. Column (1) lists the object name, and Col. (2) the averaged FWHM of H
.
Column (3) summarizes
the relation between
and continuum flux. In fact, whether a positive
or a negative correlation can be obtained is determined by the fact that the variations of the Fe II blends
are stronger or weaker in comparison to the H
line. In Mark 359, Mark 1044, and Akn 564,
the percentage variations
in line fluxes of H
and Fe II
4550 were given by Giannuzzo & Stirpe (1996). The variability
behavior of
could be easily obtained in terms of the ratio between the percentage variation of Fe II
and that of H
.
If the ratio is larger than unity, then
is expected
to increase with continuum. Instead,
decreases with continuum when the ratio is less than 1.
In NLS1 galaxy Mark 110,
is expected to decrease with continuum flux both because the H
line varied
by a factor of about 2 and because the Fe II lines remained constant over the 10 years.
Table 2: Variations of the Fe II complex in six selected Seyfert galaxies.
By comparing the variability behaviors of different objects, we find
that all objects with positive
correlations have narrow H
profiles and can be classified as NLS1s. In contrast, the remaining two
sources with negative correlations
have relatively broad H
profiles (i.e.
).
The dichotomy
in variability behavior of
suggests
that the variability amplitude of the Fe II complex in Seyfert galaxies might be
correlated with the width of the H
line. Because the standard photoionization models cannot
interpret the strong Fe II emission, we attempt to interpret the dichotomy in variability
behavior of
in the framework of collisional models, in which the bulk excitation of the
optical Fe II lines is due to collisional excitation in a high density optically thick cloud
illuminated and heated mainly by X-rays photons (Wills et al. 1985; Kwan et al. 1995; Sigut & Pradhan
2003; Verner et al. 1999; Collin-Souffrin et al. 1986, 1988).
The Fe II emission region is typical of
,
,
and
K.
We discuss the observed Fe II variability in terms of the extensively used line responsivity
,
where
is the emissivity of a given line and
the incident ionizing continuum flux. The time dependent responsivity means that the gas requires
some time to equilibrate to a new continuum level. We clarify that this delay, in minutes,
is so short that it can be neglected on the basis of the following discussions.
Relaxation to thermal balance takes place on the timescale
(Krolik 1999), where the fact that the cooling function
is usually
when the temperature is around 104 K is used.
This formula provides a cooling timescale of about 0.1-1000 s when typical values of density
in BLR are taken (e.g. in NGC 4051
,
Hyung et al. 2000;
,
Komossa & Mathur 2001). These calculations indicate that, relative to the timescales on which
the intrinsic continuum changes (weeks to years), the cooling timescale can be entirely ignored.
Now we focus attention on the
line responsivity
,
and consider the two
possible explanations:
We perform new analysis of the archival spectra of NGC 4051 extracted from the AGN Watch project in order to investigate the variability of optical Fe II emission. The template of BG92 is used to remove and to measure the Fe II complex. The other emission lines are profiled by multi-component profile modelling. This analysis allows us to make the following conclusions:
Acknowledgements
We are grateful to the anonymous referee for many useful suggestions. The authors acknowledge many valuable discussions with Dr. Xu, D. W., Hao, C. N., S. Komossa, and Mao, Y. F. This work has made use of the archival spectroscopic data of the AGN Watch campaign. We thank Prof. Bradley M. Peterson for providing a grant for using the spectra of NGC 4051. Our thanks also go to Dr. Todd A. Boroson and Richard F. Green for providing the Fe II template. This work was financially supported by the Ministry of Science and Technology of China, under grant NKBRSF G19990754, and by the NSF of China, No. 10473013.