Irreversibility and heat generation in the computing process
Abstract
It is argued that computing machines inevitably involve devices which perform logical functions that do not have a single-valued inverse. This logical irreversibility is associated with physical irreversibility and requires a minimal heat generation, per machine cycle, typically of the order of kT for each irreversible function. This dissipation serves the purpose of standardizing signals and making them independent of their exact logical history. Two simple, but representative, models of bistable devices are subjected to a more detailed analysis of switching kinetics to yield the relationship between speed and energy dissipation, and to estimate the effects of errors induced by thermal fluctuations.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Landauer's bound gives the minimal energy required to perform an abstract computation and many string writing operations, including copies and transformations.
“Landauer’s bound [132] gives us the minimal energy required to perform an abstract computation and many string writing operations, including copies and transformations of it [133].”
From Fundamental constraints to the logic of living systems (2024) · cites this paper as [132]
The ordering Simp(t1)<Simp(t2) is frame-invariant and defines the QMM arrow of time.
“Hence, Simp supplies an intrinsic clock; the ordering Simp(t1)<Simp(t2) is frame-invariant and defines the QMM arrow of time [28,29].”
From Counting Cosmic Cycles: Past Big Crunches, Future Recurrence Limits, and the Age of the Quantum Memory Matrix Universe (2025) · cites this paper as [28]
Classically one may delete one copy against the others, uncopying it in a perfectly reversible manner.
“Classically we may delete one copy against the others, uncopying it in a perfectly reversible manner 7 .”
From Impossibility of deleting an unknown quantum state (2000) · cites this paper as [7]
Erasing a single copy of some classical information is an irreversible operation.
“As is now well understood, erasing a single copy of some classical information is an irreversible operation.”
From Impossibility of deleting an unknown quantum state (2000) · cites this paper as [7]
Erasing a single copy of classical information may only be done with some energy cost, known as the Landauer erasure principle.
“It may only be done with some energy cost; a result known as the Landauer erasure principle 7 .”
From Impossibility of deleting an unknown quantum state (2000) · cites this paper as [7]
Landauer established that erasing a single bit of information has a minimum energetic cost given by the dissipated heat Q = k_B T ln 2.
“In particular, Landauer established that in order to erase a single bit of information there is an associated minimum energetic cost, given by the dissipated heat [270,271] Q = k B T ln 2.”
From Quantum speed limits: from Heisenberg’s uncertainty principle to optimal quantum control (2017) · cites this paper as [270]
Landauer showed that reversible, one-to-one logical operations such as NOT can be performed without dissipation in principle, but irreversible, many-to-one operations such as AND or ERASE require dissipation at least kB ln 2 for each bit of information lost.
“The precise, correct statement of the role of entropy in computation was due to Landauer 5 , who showed that reversible, i.e. one-to-one, logical operations such as NOT can be performed without dissipation in principle, but that irreversible, many-to-one operations such as AND or ERASE require dissipation at least k B ln 2 for each bit of information lost.”
From Ultimate physical limits to computation (2000) · cites this paper as [5]
Cited by
Sorted by citations
Elementary gates for quantum computation
Barenco, A., Bennett, C. H., Cleve, R., DiVincenzo, D. P., Margolus, N., Shor, P., Sleator, T., Smolin, J. A., & Weinfurter, H. (1995) · Physical Review A · doi:10.1103/physreva.52.3457 · Cited by 4,311 · see citing works
The thermodynamics of computation—a review
Bennett, C. H. (1982) · International Journal of Theoretical Physics · doi:10.1007/bf02084158 · Cited by 2,006 · see citing works
Fredkin, E., & Toffoli, T. (1982) · International Journal of Theoretical Physics · doi:10.1007/bf01857727 · Cited by 1,896 · see citing works
DiVincenzo, D. P. (1995) · Science · doi:10.1126/science.270.5234.255 · Cited by 1,651 · see citing works
Quantum computation and Shor's factoring algorithm
Ekert, A., & Jozsa, R. (1996) · Reviews of Modern Physics · doi:10.1103/revmodphys.68.733 · Cited by 1,354 · see citing works
Experimental verification of Landauer’s principle linking information and thermodynamics
Bérut, A., Arakelyan, A., Petrosyan, A., Ciliberto, S., Dillenschneider, R., & Lutz, E. (2012) · Nature · doi:10.1038/nature10872 · Cited by 1,248 · see citing works
Benioff, P. (1980) · Journal of Statistical Physics · doi:10.1007/bf01011339 · Cited by 1,244 · see citing works
Ultimate physical limits to computation
Lloyd, S. (2000) · Nature · doi:10.1038/35023282 · Cited by 1,120 · see citing works
Quantum speed limits: from Heisenberg’s uncertainty principle to optimal quantum control
Deffner, S., & Campbell, S. (2017) · Journal of Physics A: Mathematical and Theoretical · doi:10.1088/1751-8121/aa86c6 · Cited by 585 · see citing works
Limits on fundamental limits to computation
Markov, I. L. (2014) · Nature · doi:10.1038/nature13570 · Cited by 494 · see citing works
How Small Can Thermal Machines Be? The Smallest Possible Refrigerator
Linden, N., Popescu, S., & Skrzypczyk, P. (2010) · Physical Review Letters · doi:10.1103/physrevlett.105.130401 · Cited by 453 · see citing works
Milburn, G. J. (1989) · Physical Review Letters · doi:10.1103/physrevlett.62.2124 · Cited by 440 · see citing works
High-precision test of Landauer’s principle in a feedback trap
Jun, Y., Gavrilov, M., & Bechhoefer, J. (2014) · Physical Review Letters · doi:10.1103/physrevlett.113.190601 · Cited by 428 · see citing works
Quantum mechanical Hamiltonian models of Turing machines
Benioff, P. (1982) · Journal of Statistical Physics · doi:10.1007/bf01342185 · Cited by 402 · see citing works
Time/Space Trade-Offs for Reversible Computation
Bennett, C. H. (1989) · SIAM Journal on Computing · doi:10.1137/0218053 · Cited by 405 · see citing works
Impossibility of deleting an unknown quantum state
Kumar Pati, A., & Braunstein, S. L. (2000) · Nature · doi:10.1038/404130b0 · Cited by 369 · see citing works
Temporal and spectral fingerprints of ultrafast all-coherent spin switching
Schlauderer, S., Lange, C., Baierl, S., Ebnet, T., Schmid, C. P., Valovcin, D. C., Zvezdin, A. K., Kimel, A. V., Mikhaylovskiy, R. V., & Huber, R. (2019) · Nature · doi:10.1038/s41586-019-1174-7 · Cited by 248 · see citing works
Information processing and the second law of thermodynamics: an inclusive, Hamiltonian approach
Deffner, S., & Jarzynski, C. (2013) · Physical Review X · doi:10.1103/physrevx.3.041003 · Cited by 231 · see citing works
Harnessing the Power of the Second Quantum Revolution
Deutsch, I. H. (2020) · PRX Quantum · doi:10.1103/prxquantum.1.020101 · Cited by 207 · see citing works
Braunstein, S. L., & Pati, A. K. (2007) · Physical Review Letters · doi:10.1103/physrevlett.98.080502 · Cited by 187 · see citing works
Jones, J. A. (2001) · Progress in Nuclear Magnetic Resonance Spectroscopy · doi:10.1016/s0079-6565(00)00033-9 · Cited by 177 · see citing works
The free energy principle made simpler but not too simple
Friston, K., Da Costa, L., Sajid, N., Heins, C., Ueltzhöffer, K., Pavliotis, G. A., & Parr, T. (2023) · Physics Reports · doi:10.1016/j.physrep.2023.07.001 · Cited by 163 · see citing works
Optimal resource allocation in cellular sensing systems
Govern, C. C., & ten Wolde, P. R. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1411524111 · Cited by 141 · see citing works
Neuronal message passing using mean-field, bethe, and marginal approximations
Parr, T., Markovic, D., Kiebel, S. J., & Friston, K. J. (2019) · Scientific Reports · doi:10.1038/s41598-018-38246-3 · Cited by 128 · see citing works
Peterson, J. P. S., Sarthour, R. S., Souza, A. M., Oliveira, I. S., Goold, J., Modi, K., Soares-Pinto, D. O., & Céleri, L. C. (2016) · Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rspa.2015.0813 · Cited by 132 · see citing works
On the physical properties of memristive, memcapacitive and meminductive systems
Di Ventra, M., & Pershin, Y. V. (2013) · Nanotechnology · doi:10.1088/0957-4484/24/25/255201 · Cited by 130 · see citing works
On markov blankets and hierarchical self-organisation
Palacios, E. R., Razi, A., Parr, T., Kirchhoff, M., & Friston, K. (2020) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2019.110089 · Cited by 115 · see citing works
Balasubramanian, V. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2107022118 · Cited by 113 · see citing works
Defining Lyfe in the Universe: From Three Privileged Functions to Four Pillars
Bartlett, S., & Wong, M. L. (2020) · Life · doi:10.3390/life10040042 · Cited by 77 · see citing works
Koonin, E. V., Wolf, Y. I., & Katsnelson, M. I. (2017) · Biology Direct · doi:10.1186/s13062-017-0202-5 · Cited by 74 · see citing works
Minimum Energy Requirements for Quantum Computation
Gea-Banacloche, J. (2002) · Physical Review Letters · doi:10.1103/physrevlett.89.217901 · Cited by 74 · see citing works
Scherer, A., Valiron, B., Mau, S.-C., Alexander, S., van den Berg, E., & Chapuran, T. E. (2017) · Quantum Information Processing · doi:10.1007/s11128-016-1495-5 · Cited by 73 · see citing works
The thermodynamic efficiency of computations made in cells across the range of life
Kempes, C. P., Wolpert, D., Cohen, Z., & Pérez-Mercader, J. (2017) · Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rsta.2016.0343 · Cited by 68 · see citing works
Minimum energy requirements of information transfer and computing
Bremermann, H. J. (1982) · International Journal of Theoretical Physics · doi:10.1007/bf01857726 · Cited by 63 · see citing works
Danchin, A., Ouzounis, C., Tokuyasu, T., & Zucker, J. (2018) · Microbial Biotechnology · doi:10.1111/1751-7915.13284 · Cited by 56 · see citing works
Experimental extractable work-based multipartite separability criteria
Ciampini, M. A., Mancino, L., Orieux, A., Vigliar, C., Mataloni, P., Paternostro, M., & Barbieri, M. (2017) · npj Quantum Information · doi:10.1038/s41534-017-0011-9 · Cited by 49 · see citing works
Experimental Test of the Quantum No-Hiding Theorem
Samal, J. R., Pati, A. K., & Kumar, A. (2011) · Physical Review Letters · doi:10.1103/physrevlett.106.080401 · Cited by 43 · see citing works
Bush, M., Alhanshali, B. M., Qian, S., Stanley, C. B., Heller, W. T., Matsui, T., Weiss, T. M., Nicholl, I. D., Walz, T., Callaway, D. J. E., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1911489116 · Cited by 42 · see citing works
Neural dynamics under active inference: plausibility and efficiency of information processing
Da Costa, L., Parr, T., Sengupta, B., & Friston, K. (2021) · Entropy · doi:10.3390/e23040454 · Cited by 38 · see citing works
The Physical Meaning of the Holographic Principle
Fields, C., Glazebrook, J. F., & Marcianò, A. (2022) · Quanta · doi:10.12743/quanta.v11i1.206 · Cited by 37 · see citing works
Fundamental constraints to the logic of living systems
Solé, R., Kempes, C. P., Corominas-Murtra, B., De Domenico, M., Kolchinsky, A., Lachmann, M., Libby, E., Saavedra, S., Smith, E., & Wolpert, D. (2024) · Interface Focus · doi:10.1098/rsfs.2024.0010 · Cited by 34 · see citing works
Genomic Encryption of Digital Data Stored in Synthetic DNA
Grass, R. N., Heckel, R., Dessimoz, C., & Stark, W. J. (2020) · Angewandte Chemie International Edition · doi:10.1002/anie.202001162 · Cited by 34 · see citing works
From chemical metabolism to life: the origin of the genetic coding process
Danchin, A. (2017) · Beilstein Journal of Organic Chemistry · doi:10.3762/bjoc.13.111 · Cited by 21 · see citing works
Necessary and Sufficient Conditions for Quantum Computation
Lloyd, S. (1994) · Journal of Modern Optics · doi:10.1080/09500349414552341 · Cited by 19 · see citing works
Basis for a neuronal version of Grover's quantum algorithm
Clark, K. B. (2014) · Frontiers in Molecular Neuroscience · doi:10.3389/fnmol.2014.00029 · Cited by 16 · see citing works
The role of quantum mechanics in cognition-based evolution
Marshall, P. (2023) · Progress in Biophysics and Molecular Biology · doi:10.1016/j.pbiomolbio.2023.04.007 · Cited by 11 · see citing works
Geometrical optimization of spin clusters for the preservation of quantum coherence
Gassab, L., Pusuluk, O., & Müstecaplıoğlu, Ö. E. (2024) · Physical Review A · doi:10.1103/physreva.109.012424 · Cited by 8 · see citing works
Neukart, F., Marx, E., & Vinokur, V. (2025) · Entropy · doi:10.3390/e27101043 · Cited by 4 · see citing works
- Authors
- Landauer, R.
- Corresponding author
- Landauer, R.
- Venue
- IBM Journal of Research and Development
- Publisher
- IBM
- Published
- 1961-07
- Volume
- 5
- Issue
- 3
- Pages
- 183-191
- ISSN
- 0018-8646 (ISSN-L)
- OpenAlex
- W4233798822
- Cited by
- 4,980
- References
- 0
- Citations by year
- 2026: 367 · 2025: 314 · 2024: 278 · 2023: 327 · 2022: 262 · 2021: 298 · 2020: 272 · 2019: 243 · 2018: 267 · 2017: 274 · 2016: 241 · 2015: 219 · 2014: 235 · 2013: 188 · 2012: 157
- FWCI
- 4.91
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IBM Journal of Research and Development (publishedVersion)
- Topics
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Advanced Thermodynamics and Statistical Mechanics
- Physical Sciences › Computer Science › Computational Theory and Mathematics › Quantum-Dot Cellular Automata
- Physical Sciences › Computer Science › Computational Theory and Mathematics › Cellular Automata and Applications
- Keywords
- heat generation, energy dissipation, computing machines, bistable devices, switching kinetics, thermal fluctuations
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review