Skip to main content
Top
Published in: Progress in Artificial Intelligence 2/2015

01-03-2015 | Regular Paper

Can artificial intelligence benefit from quantum computing?

Author: Vicente Moret-Bonillo

Published in: Progress in Artificial Intelligence | Issue 2/2015

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this article, we will try to present from an academic point of view some of the relevant characteristics of both artificial intelligence (AI) and quantum computing (QC) in order to explore the possibility of a meaningful cooperation between both areas of computer science (CS). The quantum part of this paper is based on “The Quantum Circuit Model” which, in the opinion of the author, could be easier understood by computer scientists and/or artificial intelligence researchers, rather than other approaches such as, for example, “Adiabatic Quantum Computation”. Many fundamental questions will arise along this paper for which we will need to give an answer in order to analyze the basic principles that allow researchers and engineers to put AI and QC working together. With this in mind, we will briefly describe the behavior of the biological brain focusing on the identification of the singularities that allow them to perform in such an efficient manner. Energy consumption and parallelism are in the core of the above-mentioned efficiency. Then we will present some of the well-established artificial intelligence approaches that are potentially related to the operation of biological brains. After identifying common characteristics we will introduce basic concepts and issues related to the so-called reversible computing and QC that may eventually help to increase the efficiency of our current intelligent systems. In this respect, we will pay special attention to ‘speed’ and ‘energy consumption’. Some examples, as well as an outline of algorithms from both quantum computing and artificial intelligence, will be used to illustrate the ideas presented in the paper. We conclude with a discussion about what can we expect from the cooperation between both, apparently unconnected fields of computer science, artificial intelligence and quantum computing.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Barenco, A., Benett, C.H., Cleve, R., Divincenzo, D.P., Margolus, N., Shor, P.W., Sleator, T., Smolin, J., Weinfurter, H.: Elementary gates for quantum computation. Phys. Rev. A 52, 3457–3467 (1995)CrossRef Barenco, A., Benett, C.H., Cleve, R., Divincenzo, D.P., Margolus, N., Shor, P.W., Sleator, T., Smolin, J., Weinfurter, H.: Elementary gates for quantum computation. Phys. Rev. A 52, 3457–3467 (1995)CrossRef
2.
3.
go back to reference Bennett, C.H.: The thermodynamics of computation: a review. Intern. J. Theor. Phys. 21, 905–940 (1982)CrossRef Bennett, C.H.: The thermodynamics of computation: a review. Intern. J. Theor. Phys. 21, 905–940 (1982)CrossRef
4.
go back to reference Bennett, C.H., Landauer, R.: Fundamental physical limits of computation. Sci. Am. 253, 48–56 (1985)CrossRef Bennett, C.H., Landauer, R.: Fundamental physical limits of computation. Sci. Am. 253, 48–56 (1985)CrossRef
6.
go back to reference Bennett, C.H., Divincenzo, D.P.: Quantum information and computation. Nature 404, 247–255 (2000)CrossRef Bennett, C.H., Divincenzo, D.P.: Quantum information and computation. Nature 404, 247–255 (2000)CrossRef
9.
go back to reference Desurvire, E.: Classical and quantum information theory. Cambridge University Press, Cambridge (2009) Desurvire, E.: Classical and quantum information theory. Cambridge University Press, Cambridge (2009)
10.
go back to reference Deutsch, D.: Quantum theory, the Church–Turing principle and the universal quantum computer. Proc. Royal Soc. Lond. A400, 97–117 (1985)CrossRefMathSciNet Deutsch, D.: Quantum theory, the Church–Turing principle and the universal quantum computer. Proc. Royal Soc. Lond. A400, 97–117 (1985)CrossRefMathSciNet
11.
14.
go back to reference Feynman, R.P., Pines, D., Hey, A., Hey, J.G., Allen, W.: Feynman Lectures On Computation. Westview Press (1996) Feynman, R.P., Pines, D., Hey, A., Hey, J.G., Allen, W.: Feynman Lectures On Computation. Westview Press (1996)
15.
go back to reference Fredkin, E., Toffoli, T.: Conservative logic. Int. J. Theor. Phys. 21, 219–253 (1982) Fredkin, E., Toffoli, T.: Conservative logic. Int. J. Theor. Phys. 21, 219–253 (1982)
16.
go back to reference Gardner, H.: Multiple intelligences: the theory in practice. Basic Books, New York (1993) Gardner, H.: Multiple intelligences: the theory in practice. Basic Books, New York (1993)
18.
go back to reference Grupo De Computación Cuántica, Departamento De Matemática Aplicada, E.U. Informática, U. Politécnica Madrid, “Introducción Al Modelo Cuántico De Computación”, Technical report N\(^{\rm o}\) 19 (2003) Grupo De Computación Cuántica, Departamento De Matemática Aplicada, E.U. Informática, U. Politécnica Madrid, “Introducción Al Modelo Cuántico De Computación”, Technical report N\(^{\rm o}\) 19 (2003)
19.
go back to reference Landauer, R.: Irreversibility and heat generation in the computing process. IBM J. Res. Dev. 5, 183–191 (1961) Landauer, R.: Irreversibility and heat generation in the computing process. IBM J. Res. Dev. 5, 183–191 (1961)
20.
go back to reference Levine, I.N.: Quantum Chemistry, 7th edn. Pearson Education (2013) Levine, I.N.: Quantum Chemistry, 7th edn. Pearson Education (2013)
22.
go back to reference Nielsen, M.A., Chuang, I.L.: Quantum computation and quantum information. Cambridge University Press, Cambridge (2000) Nielsen, M.A., Chuang, I.L.: Quantum computation and quantum information. Cambridge University Press, Cambridge (2000)
27.
go back to reference Sicart, A., Elkin, M.: Algunos Elementos Introductorios Acerca De La Computación Cuántica. Departamento De Ciencias Básicas. Universidad EAFIT. Medellín, Colombia. Junio de 1999 Sicart, A., Elkin, M.: Algunos Elementos Introductorios Acerca De La Computación Cuántica. Departamento De Ciencias Básicas. Universidad EAFIT. Medellín, Colombia. Junio de 1999
29.
go back to reference Toffoli, T.: Reversible computing. MIT Technical Report MIT/LCS/TM-151 (1980) Toffoli, T.: Reversible computing. MIT Technical Report MIT/LCS/TM-151 (1980)
31.
go back to reference Wichert, A.: Principles of quantum artificial intelligence. World Scientific, New York (2013) Wichert, A.: Principles of quantum artificial intelligence. World Scientific, New York (2013)
32.
go back to reference Yanofsky, N.S., Mannucci, M.A.: Quantum computing for computer scientists. Cambridge University Press, Cambridge (2008) Yanofsky, N.S., Mannucci, M.A.: Quantum computing for computer scientists. Cambridge University Press, Cambridge (2008)
33.
go back to reference Ying, M.: Quantum computation, quantum theory and AI. Artif. Intel. 174, 162–176 (2010)CrossRef Ying, M.: Quantum computation, quantum theory and AI. Artif. Intel. 174, 162–176 (2010)CrossRef
Metadata
Title
Can artificial intelligence benefit from quantum computing?
Author
Vicente Moret-Bonillo
Publication date
01-03-2015
Publisher
Springer Berlin Heidelberg
Published in
Progress in Artificial Intelligence / Issue 2/2015
Print ISSN: 2192-6352
Electronic ISSN: 2192-6360
DOI
https://doi.org/10.1007/s13748-014-0059-0

Premium Partner