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lhc_inverse [2008/04/24 18:58]
jthaler
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-====== The LHC Inverse Problem ====== 
  
-We eagerly await data from the Large Hadron Collider (LHC) and we anticipate that LHC data will provide hints for what physics lies beyond the Standard Model (BSM). ​ In studies that explore how accurately the LHC can determine the parameters of a specific BSM scenario, it is found that the LHC can often achieve a remarkable level of precision.  ​ 
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-However, this seems to contradict the well-known fact that there are only a limited number of observables that the LHC can measure. ​ In particular, if a BSM scenario predicts the production of dark matter candidates at the LHC, then these dark matter particles pass invisibly through the detector, resulting in a fundamental loss of information. 
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-How it is then that we can measure the parameters of a given theory very accurately even though there are relatively few measurements we can make?  The answer seems to be that the loss of information at the LHC results in //​discrete//​ ambiguities in mapping LHC data back to theoretical models. ​ That is, even if one model fits the data very well with small error bars, there will be a (possibly large) number of other models that also fit the data equally well.  Moreover, precisely because the error bars are small, these other "​degenerate"​ models are hard to find through brute force scanning. 
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-The presence of discrete ambiguities in interpreting LHC data is known as the LHC Inverse Problem. ​ It is an "​inverse problem"​ because it is well-known how to solve the forward problem of determining the potential LHC signatures for a particular model, while in real life were are trying to invert this process and determine the underlying model from a set of measured LHC signatures. ​ Because these ambiguities are discrete, it seems likely that simple observables might be able to resolve at least some of these degeneracies. ​ This inspires us to search for new methods to analyze LHC data. 
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-===== MARMOSET ===== 
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-//Fall 2006 - Spring 2007// 
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-  * **MARMOSET: The Path from LHC Data to the New Standard Model via On-Shell Effective Theories**.\\ ​ Nima Arkani-Hamed,​ Bruce Knuteson, Stephen Mrenna, Philip Schuster, Jesse Thaler, Natalia Toro, and Lian-Tao Wang. \\ [[http://​www.arxiv.org/​abs/​hep-ph/​0703088|hep-ph/​0703088]] 
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-===== SUSY and the LHC Inverse Problem ​ ===== 
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-//​Summer/​Fall 2005// 
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-The Minimal Supersymmetric Standard Model (MSSM) is one of the leading candidates for a theory beyond the standard model. ​ The MSSM predicts a new supersymmetric partner particle for every standard model particle, effectively doubling the known number of fundamental states.  ​ 
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-In principle, the spectrum of these partner states can yield information about the ultraviolet structure of the standard model. ​ However, we found that given a generic strategy for analyzing LHC data, there are often discrete ambiguities in trying to determine the pattern of supersymmetric states. ​ Moreover, these ambiguities are difficult to identify, because they correspond to drastically rearranging the MSSM spectrum. 
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-This study offered an explicit confirmation of the LHC Inverse Problem.  ​ 
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-  * **Supersymmetry and the LHC Inverse Problem**.\\ Nima Arkani-Hamed,​ Gordon L. Kane, Jesse Thaler, and Lian-Tao Wang.\\ ​ [[http://​www.iop.org/​EJ/​abstract/​1126-6708/​2006/​08/​070|JHEP 0608:070 (2006)]] [[http://​www.arXiv.org/​abs/​hep-ph/​0512190|hep-ph/​0512190]]. 
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-===== LHC Olympics ===== 
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-//Summer 2005 - Summer 2007// 
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-The LHC Olympics were a series of four workshops where theorists attempted to determine the underlying theoretical structure from pseudo-LHC "​blackbox"​ data.  Using crude but semi-realistic data analysis methods, we learned firsthand the challenges of interpreting ambiguous data. 
lhc_inverse.1209063510.txt.gz ยท Last modified: 2008/04/24 18:58 by jthaler