Seemingly unrelated regressions: Difference between revisions

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en>Jonesey95
Undid revision 589455137 by 111.68.96.57 (talk). Vandalism or inadvertent edit.
en>Iuri gavronski
I create a section for estimation of SUR in statistical packages, and provided information for R. I invite other researchers to contribute with information for other packages as well.
 
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'''Effective atomic number''' has two different meanings: one that is the effective nuclear charge of an atom, and one that calculates the average [[atomic number]] for a compound or mixture of materials. Both are abbreviated '''Z<sub>eff</sub>'''.
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==For an atom==
The '''effective atomic number''' Z<sub>eff</sub>, (sometimes referred to as the '''effective nuclear charge''') of an [[atom]] is the number of [[protons]] an [[electron]] in the element effectively 'sees' due to screening by [[inner-shell electrons]]. It is a measure of the electrostatic interaction between the negatively charged electrons and positively charged protons in the atom. One can view the electrons in an atom as being 'stacked' by energy outside the nucleus; the lowest energy electrons (such as the 1s and 2s electrons) occupy the space closest to the nucleus, and electrons of higher energy are located further from the nucleus.
 
The [[binding energy]] of an electron, or the energy needed to remove the electron from the atom, is a function of the [[electrostatic]] interaction between the negatively charged electrons and the positively charged nucleus. In [[Iron]], atomic number 26, for instance, the nucleus contains 26 protons. The electrons that are closest to the nucleus will 'see' nearly all of them. However, electrons further away are screened from the nucleus by other electrons in between, and feel less electrostatic interaction as a result. The [[1s electron]] of Iron (the closest one to the nucleus) sees an effective atomic number (number of protons) of 25. The reason why it is not 26 is because some of the electrons in the atom end up repelling the others, giving a net lower electrostatic interaction with the nucleus. One way of envisioning this effect is to imagine the 1s electron sitting on one side of the 26 protons in the nucleus, with another electron sitting on the other side; each electron will feel less than the attractive force of 26 protons because the other electron contributes a repelling force. The 4s electrons in Iron, which are furthest from the nucleus, feel an effective atomic number of only 5.43 because of the 25 electrons in between it and the nucleus screening the charge.
 
Effective atomic numbers are useful not only in understanding why electrons further from the nucleus are so much more weakly bound than those closer to the nucleus, but also because they can tell us when to use simplified methods of calculating other properties and interactions. For instance, [[Lithium]], atomic number 3, has two electrons in the 1s shell and one in the 2s shell. Because the two 1s electrons screen the protons to give an effective atomic number for the 2s electron close to 1, we can treat this 2s valence electron with a hydrogenic model.
 
Mathematically, the effective atomic number Z<sub>eff</sub> can be calculated using methods known as "[[self-consistent field]]" calculations, but in simplified situations is just taken as the atomic number minus the number of electrons between the nucleus and the electron being considered.
 
==For a compound or mixture==
An alternative definition of the effective atomic number is one quite different from that described above. The atomic number of a material exhibits a strong and fundamental relationship with the nature of radiation interactions within that medium. There are numerous mathematical descriptions of different interaction processes that are dependent on the atomic number, Z. When dealing with composite media (i.e. a bulk material composed of more than one element), one therefore encounters the difficulty of defining Z. An '''effective atomic number''' in this context is equivalent to the atomic number but is used for [[chemical compound|compounds]] (e.g. water) and mixtures of different materials (such as tissue and bone). This is of most interest in terms of radiation interaction with composite materials. For bulk interaction properties, it can be useful to define an effective atomic number for a composite medium and, depending on the context, this may be done in different ways. Such methods include (i) a simple mass-weighted average, (ii) a power-law type method with some (very approximate) relationship to radiation interaction properties or (iii) methods involving calculation based on interaction cross sections. The latter is the most accurate approach (Taylor 2012), and the other more simplified approaches are often inaccurate even when used in a relative fashion for comparing materials.
 
In many textbooks and scientific publications, the following - simplistic and often dubious - sort of method is employed. One such proposed formula for the effective atomic number, Z<sub>eff</sub>, is as follows{{Citation needed|date=November 2012}}:
:<math>Z_{\text{eff}} = \sqrt[2.94]{f_{1} \times (Z_{1})^{2.94} + f_{2} \times (Z_{2})^{2.94} + f_{3} \times (Z_{3})^{2.94} + ...}
</math>
:::where
:::: <math>f_n</math> is the fraction of the total number of electrons associated with each element, and
:::: <math>Z_n</math> is the atomic number of each element.
 
An example is that of water (H<sub>2</sub>O), made up of two hydrogen atoms (Z=1) and one oxygen atom (Z=8), the total number of electrons is 1+1+8 = 10, so the fraction of electrons for the two hydrogens is (2/10) and for the one oxygen is (8/10). So the Z<sub>eff</sub> for water is:
 
:<math>Z_{\text{eff}} = \sqrt[2.94]{0.2 \times 1^{2.94} + 0.8 \times 8^{2.94}} = 7.42
</math>
 
The effective atomic number is important for predicting how [[photon]]s interact with a substance, as certain types of photon interactions depend on the atomic number.  The exact formula, as well as the exponent 2.94, can depend on the energy range being used. As such, readers are reminded that this approach is of very limited applicability and may be quite misleading.
 
This 'power law' method, while commonly employed, is of questionable appropriateness in contemporary scientific applications within the context of radiation interactions in heterogeneous media. This approach dates back to the late 1930s when photon sources were restricted to low-energy x-ray units (Mayneord 1937). The exponent of 2.94 relates to an empirical formula for the photoelectric process which incorporates a ‘constant’ of 2.64 x 10<sup>-26</sup>, which is in fact not a constant but rather a function of the photon energy. A linear relationship between Z<sup>2.94</sup> has been shown for a limited number of compounds for low-energy x-rays, but within the same publication it is shown that many compounds do not lie on the same trendline (Spiers ''et al.'' 1946). As such, for polyenergetic photon sources (in particular, for applications such as radiotherapy), the effective atomic number varies significantly with energy (Taylor ''et al.'' 2008). As shown by Taylor ''et al.'' (2008), it is possible to obtain a much more accurate single-valued Z<sub>eff</sub> by weighting against the spectrum of the source. The effective atomic number for electron interactions may be calculated with a similar approach; see for instance Taylor ''et al.'' 2009 and Taylor 2011. The cross-section based approach for determining Z<sub>eff</sub> is obviously much more complicated than the simple power-law approach described above, and this is why freely-available software has been developed for such calculations (Taylor ''et al.'' 2012).
 
==References==
* [http://www.webelements.com/webelements/properties/text/definitions/eff-nucl-charge-clem.html Webelements]
* Eisberg and Resnick, Quantum Physics of Atoms, Molecules, Solids, Nuclei, and Particles.
* R. C. Murty, [http://www.nature.com/nature/journal/v207/n4995/abs/207398a0.html "Effective atomic numbers of heterogeneous materials"], [[Nature (journal)|Nature]] 207, 398-399 (24 July 1965)
* W. Mayneord, “The significance of the Röntgen”, Unio Internationalis Contra Cancrum, 2, 271-282 (1937)
* W. Spiers, “Effective atomic number and energy absorption in tissues”, British Journal of Radiology, 19, 52-63 (1946)
* M. L. Taylor ''et al'', [http://www.springerlink.com/content/d298585x486v8720/ "The effective atomic number of dosimetric gels"], Australasian Physical & Engineering Sciences in Medicine, 31, 131-138 (2008)
* M. L. Taylor ''et al'', [http://www.rrjournal.org/doi/abs/10.1667/RR1438.1 "Electron Interaction with Gel Dosimeters: Effective Atomic Numbers for Collisional, Radiative and Total Interaction Processes"], Radiation Research, 171, 123-126 (2009)
* M. L. Taylor, [http://dx.doi.org/10.1016/j.nimb.2011.02.010 "Robust determination of effective atomic numbers for electron interactions with TLD-100 and TLD-100H thermoluminescent detectors"], Nuclear Instruments and Methods B, 269 (2011) 770-773
* M. L. Taylor ''et al'', [http://dx.doi.org/10.1118/1.3689810 "Robust calculation of effective atomic numbers: The Auto-Zeff software"], Medical Physics 39 (2012) 1769-1778
 
[[Category:Atomic physics]]

Latest revision as of 15:24, 28 October 2014

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