Skip to main content

Disturbed by Flashbacks: A Controlled Adaptive Network Model Addressing Mental Models for Flashbacks from PTSD

  • Chapter
  • First Online:
Mental Models and Their Dynamics, Adaptation, and Control

Part of the book series: Studies in Systems, Decision and Control ((SSDC,volume 394))

Abstract

In this chapter, a second-order adaptive network model is introduced for a number of phenomena that occur in the context of PTSD. First of all the model covers simulation of the formation of a mental model of a traumatic course of events and its emotional responses that make replay of flashback movies happen. Secondly, it addresses learning processes of how a stimulus can become a trigger to activate this acquired mental model. Furthermore, the influence of therapy on the ability of an individual to learn to control the emotional responses to the traumatic mental model was modeled. Finally, a form of second-order adaptation was covered to unblock and activate this learning ability.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  • Abraham, W.C., Bear, M.F.: Metaplasticity: the plasticity of synaptic plasticity. Trends Neurosci. 19(4), 126–130 (1996)

    Article  Google Scholar 

  • Admon, R., Milad, M.R., Hendler, T.: A causal model of post-traumatic stress disorder: disentangling predisposed from acquired neural abnormalities. Trends Cogn. Sci. 17(7), 337–347 (2013)

    Article  Google Scholar 

  • Akiki, T.J., Averill, C.L., Abdallah, C.G.: A Network-based neurobiological model of PTSD: evidence from structural and functional neuroimaging studies. Curr. Psychiatry. Rep. 19, 81 (2017). https://doi.org/10.1007/s11920-017-0840-4

    Article  Google Scholar 

  • Benbassat, J.: Role modeling in medical education: the importance of a reflective imitation. Acad. Med. 89(4), 550–554 (2014)

    Article  Google Scholar 

  • Brogden, W.J.: Sensory preconditioning of human subjects. J. Exp. Psychol. 37, 527–539 (1947)

    Article  Google Scholar 

  • Chandra, N., Barkai, E.: A non-synaptic mechanism of complex learning: modulation of intrinsic neuronal excitability. Neurobiol. Learn. Mem. 154, 30–36 (2018)

    Article  Google Scholar 

  • Duvarci, S., Pare, D.: Amygdala microcircuits controlling learned fear. Neuron 82, 966–980 (2014)

    Article  Google Scholar 

  • Formolo, D., Van Ments, L., Treur, J.: A computational model to simulate development and recovery of traumatised patients. Biol. Inspired Cognitive Architect. 21, 26–36 (2017)

    Article  Google Scholar 

  • Fitzgerald, J.M., DiGangi, J.A., Phan, K.L.: Functional neuroanatomy of emotion and its regulation in PTSD. Harv Rev Psychiatry 26(3), 116–128 (2018)

    Article  Google Scholar 

  • Garcia, R.: Stress, metaplasticity, and antidepressants. Curr. Mol. Med. 2, 629–638 (2002)

    Article  Google Scholar 

  • Hall, G.: Learning about associatively activated stimulus representations: Implications for acquired equivalence and perceptual learning. Anim. Learn. Behav. 24, 233–255 (1996)

    Article  Google Scholar 

  • Hebb, D.O.: The organization of behavior: A neuropsychological theory. Wiley (1949)

    Google Scholar 

  • Holmes, S.E., Scheinost, D., DellaGioia, N., Davis, M.T., Matuskey, D., Pietrzak, R.H., Hampson, M., Krystal, J.H., Esterlis, I.: Cerebellar and prefrontal cortical alterations in PTSD: structural and functional evidence. Chronic Stress 2, 1–11 (2018). https://doi.org/10.1177/2470547018786390

    Article  Google Scholar 

  • Keysers, C., Gazzola, V.: Hebbian learning and predictive mirror neurons for actions, sensations and emotions. Philos Trans. R Soc. Lond B Biol. Sci. 369, 20130175 (2014)

    Article  Google Scholar 

  • Levin, R., Nielsen, T.A.: Disturbed dreaming, posttraumatic stress disorder, and affect distress: a review and neurocognitive model. Psychol. Bull. 133, 482–528 (2007)

    Article  Google Scholar 

  • Naze, S., Treur, J.: A computational agent model for post-traumatic stress disorders. In: Samsonovich, A.V., Johannsdottir, K.R. (eds.), Proceedings of the Second International Conference on Biologically Inspired Cognitive Architectures, BICA’11, pp. 249–261. IOS Press (2011)

    Google Scholar 

  • Naze, S., Treur, J.: A computational agent model for development of posttraumatic stress disorders by Hebbian learning. In: T. Huang et al. (eds.), Proceedings of the 19th International Conference on Neural Information Processing, ICONIP’12, Part II. Lecture Notes in Computer Science, vol. 7664, pp. 141–151. Berlin Heidelberg, Springer (2012)

    Google Scholar 

  • Ochsner, K.N., Gross, J.J.: The neural bases of emotion and emotion regulation: A valuation perspective. Handbook of emotional regulation (2nd ed.), pp. 23–41. Guilford, New York (2014)

    Google Scholar 

  • Panksepp, J., Biven, L.: The archaeology of mind: Neuroevolutionary origins of human emotions. New York, W.W. Norton (Ch 1). (2012)

    Google Scholar 

  • Parsons, R.G., Ressler, K.J.: Implications of memory modulation for post-traumatic stress and fear disorders. Nat. Neurosci. 16(2), 146–153 (2013)

    Article  Google Scholar 

  • Shatz, C.J.: The developing brain. Sci. Am. 267, 60–67 (1992). https://doi.org/10.1038/scientificamerican0992-60

  • Treur, J.: Network-Oriented Modeling: Addressing Complexity of Cognitive, Affective and Social Interactions. Springer Publishers, Cham Switzerland (2016).

    Google Scholar 

  • Treur, J.: Modeling higher-order adaptivity of a network by multilevel network reification. Netw. Sci. 8, S110–S144 (2020)

    Article  Google Scholar 

  • Treur, J.: Network-oriented modeling for adaptive networks: Designing Higher-order Adaptive Biological, Mental and Social Network Models. Springer Nature, Cham Switzerland (2020b)

    Google Scholar 

  • Van Gog, T., Paas, F., Marcus, N., Ayres, P., Sweller, J.: The mirror neuron system and observational learning: implications for the effectiveness of dynamic visualizations. Educ. Psychol. Rev. 21(1), 21–30 (2009)

    Article  Google Scholar 

  • Van Ments, L., Treur, J.: A Higher-order adaptive network model to simulate development of and recovery from PTSD. In: Proc. of the 21th International Conference on Computational Science, ICCS'21, pp. 154–166. Lecture Notes in Computer Science, vol. 12743. Springer Nature Switzerland (2021)

    Google Scholar 

  • Webb, T.L., Miles, E., Sheeran, P.: Dealing with feeling: a meta-analysis of the effectiveness of strategies derived from the process model of emotion regulation. Psychol. Bull. 138(4), 775 (2012)

    Article  Google Scholar 

  • Zandvakili, A., Barredo, J., Swearingen, H.R., Aiken, E.M., Berlow, Y.A., Greenberg, B.D., Carpenter, L.L., Philip, N.S.: Mapping PTSD symptoms to brain networks: a machine learning study. Transl Psychiatry 10, e195 (2020)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Laila van Ments .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2022 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

van Ments, L., Treur, J. (2022). Disturbed by Flashbacks: A Controlled Adaptive Network Model Addressing Mental Models for Flashbacks from PTSD. In: Treur, J., Van Ments, L. (eds) Mental Models and Their Dynamics, Adaptation, and Control. Studies in Systems, Decision and Control, vol 394. Springer, Cham. https://doi.org/10.1007/978-3-030-85821-6_5

Download citation

Publish with us

Policies and ethics