Technical Papers
Aug 15, 2023

Improved Velocity Profile in Open Channels Using Incomplete Information–Based Entropy Theory

Publication: Journal of Hydrologic Engineering
Volume 28, Issue 10

Abstract

A new measure of entropy based on incomplete information theory has been proposed in the literature for deriving velocity profiles in open-channel flow. This entropy is a one-parameter generalization of the Shannon entropy, which can be recovered through the entropy index value as unity. The approach considered a specific range for the entropy index and determined its value close to 1 by carrying out a data analysis procedure. However, this choice for the index may not justify the applicability of this entropy over the Shannon entropy as it is a particular case for this entropy. The present study extended this approach to both one- and two-dimensional cases for wide and narrow open channels, by considering the index as a varying parameter and calculating it using the second-order moment constraint, which physically represents the hydrodynamic transport of momentum. The derived velocity profile was validated using laboratory and field data and compared with the existing equation. The proposed velocity profile showed a slight improvement over the existing one in the case of wide channels, while for narrow channels, it shows superiority to the other entropy-based equations. The slight improvement for the one-dimensional case can be attributed to the available formulae for the momentum distribution coefficient that are used. Indeed, the proposed approach conceptually justifies the applicability of the modified entropy over the Shannon entropy, as the index takes on non-unity values. The effects of the entropy index on the wide and narrow channel velocity profiles are discussed, which reveals the possible physical explanation of the index through its relationship with shear stress values. Also, for practical purposes, regression equations are proposed, which relate the index with the momentum distribution coefficient. Moreover, the analytical derivation of the velocity profile is based on the series approximation of the Lambert function, which is verified for the considered data sets.

Get full access to this article

View all available purchase options and get full access to this article.

Data Availability Statement

All the turbulence flow data used in this study are available upon request.

Acknowledgments

The first two authors thank the National Science and Technology Council of Taiwan for financially supporting this research under Contract Nos. MOST 108-2221-E-002-011-MY3 and MOST 111-2221-E-002-057-MY3. We express our sincere thanks to the reviewers for their technical comments, which helped improve the quality of the paper.

References

Ahamed, N., and S. Kundu. 2022. “Application of the fractional entropy for one-dimensional velocity distribution with dip-phenomenon in open-channel turbulent flows.” Stochastic Environ. Res. Risk Assess. 36 (5): 1289–1312. https://doi.org/10.1007/s00477-022-02210-5.
Chiu, C. L., and S. M. Hsu. 2006. “Probabilistic approach to modeling of velocity distributions in fluid flows.” J. Hydrol. 316 (1–4): 28–42. https://doi.org/10.1016/j.jhydrol.2005.04.011.
Chiu, C.-L. 1987. “Entropy and probability concepts in hydraulics.” J. Hydraul. Eng. 113 (5): 583–599. https://doi.org/10.1061/(ASCE)0733-9429(1987)113:5(583).
Chiu, C.-L. 1989. “Velocity distribution in open channel flow.” J. Hydraul. Eng. 115 (5): 576–594. https://doi.org/10.1061/(ASCE)0733-9429(1989)115:5(576).
Chow, V. T. 1959. Vol. 1 of Open-channel hydraulics. New York: McGraw-Hill.
Coleman, N. L. 1981. “Velocity profiles with suspended sediment.” J. Hydraul. Res. 19 (3): 211–229. https://doi.org/10.1080/00221688109499516.
Coleman, T. F., and Y. Li. 1996. “An interior trust region approach for nonlinear minimization subject to bounds.” SIAM J. Optim. 6 (2): 418–445. https://doi.org/10.1137/0806023.
Coles, D. 1956. “The law of the wake in the turbulent boundary layer.” J. Fluid Mech. 1 (2): 191–226. https://doi.org/10.1017/S0022112056000135.
Corless, R. M., G. H. Gonnet, D. E. Hare, D. J. Jeffrey, and D. E. Knuth. 1996. “On the Lambert W function.” Adv. Comput. Math. 5 (1): 329–359. https://doi.org/10.1007/BF02124750.
Davoren, A. 1985. Local scour around a cylindrical bridge pier. Christchurch, New Zealand: Hydrology Centre, Ministry of Works and Development for the National Water and Soil Conservation Authority.
Einstein, H. A., and N. Chien. 1955. Effects of heavy sediment concentration near the bed on velocity and sediment distribution. Washington, DC: Missouri River Division, USACE.
Guy, H. 1966. “Summary of alluvial-channel data from Rio Grande experiments, 1956–61.” In US Geological Survey Professional Paper 462–1. Washington, DC: USGS.
Jaynes, E. T. 1957a. “Information theory and statistical mechanics.” Phys. Rev. 106 (4): 620. https://doi.org/10.1103/PhysRev.106.620.
Jaynes, E. T. 1957b. “Information theory and statistical mechanics. II.” Phys. Rev. 108 (2): 171. https://doi.org/10.1103/PhysRev.108.171.
Kumbhakar, M. 2020. “Streamwise velocity profile in open-channel flow based on Tsallis relative entropy.” Chaos 30 (7): 073136. https://doi.org/10.1063/1.5144867.
Kumbhakar, M., and K. Ghoshal. 2016. “Two dimensional velocity distribution in open channels using Renyi entropy.” Physica A. 450 (May): 546–559. https://doi.org/10.1016/j.physa.2016.01.046.
Kumbhakar, M., and K. Ghoshal. 2017. “One-dimensional velocity distribution in open channels using Renyi entropy.” Stochastic Environ. Res. Risk Assess 31 (May): 949–959. https://doi.org/10.1007/s00477-016-1221-y.
Kumbhakar, M., K. Ghoshal, and V. P. Singh. 2019. “Application of relative entropy theory to streamwise velocity profile in open-channel flow: Effect of prior probability distributions.” Z. Angew. Math. Phys. 70 (3): 1–21. https://doi.org/10.1007/s00033-019-1124-0.
Kumbhakar, M., K. Ghoshal, and V. P. Singh. 2020a. “Two-dimensional distribution of streamwise velocity in open channel flow using maximum entropy principle: Incorporation of additional constraints based on conservation laws.” Comput. Methods Appl. Mech. Eng. 361 (Apr): 112738. https://doi.org/10.1016/j.cma.2019.112738.
Kumbhakar, M., S. Kundu, and K. Ghoshal. 2018. “An explicit analytical expression for bed-load layer thickness based on maximum entropy principle.” Phys. Lett. A 382 (34): 2297–2304. https://doi.org/10.1016/j.physleta.2018.05.045.
Kumbhakar, M., R. K. Ray, S. K. Chakraborty, K. Ghoshal, and V. P. Singh. 2021. “Mathematical modelling of streamwise velocity profile in open channels using Tsallis entropy.” Commun. Nonlinear Sci. Numer. Simul. 94 (Mar): 105581. https://doi.org/10.1016/j.cnsns.2020.105581.
Kumbhakar, M., R. K. Ray, K. Ghoshal, and V. P. Singh. 2020b. “On the role of Tsallis entropy index for velocity modelling in open channels.” Physica A 557 (Nov): 124901. https://doi.org/10.1016/j.physa.2020.124901.
Kumbhakar, M., and C. W. Tsai. 2022. “A probabilistic model on streamwise velocity profile in open channels using Tsallis relative entropy theory.” Chaos, Solitons Fractals 165 (Dec): 112825. https://doi.org/10.1016/j.chaos.2022.112825.
Kumbhakar, M., and C. W. Tsai. 2023. “Analytical modeling of vertical distribution of streamwise velocity in open channels using fractional entropy.” Chaos, Solitons Fractals 169 (Apr): 113285. https://doi.org/10.1016/j.chaos.2023.113285.
Luo, H. 2010. “Tsallis entropy based velocity distribution in open channel flows.” Master’s dissertation, Dept. of Biological and Agricultural Engineering, Texas A&M Univ.
Luo, H., and V. P. Singh. 2011. “Entropy theory for two-dimensional velocity distribution.” J. Hydraul. Eng. 16 (4): 303–315. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000319.
Marini, G., and N. Fontana. 2020. “Mean velocity and entropy in wide channel flows.” J. Hydrol. Eng. 25 (1): 06019009. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001870.
MathWorks. n.d. “Nonlinear system of equations with constraints, problem-based.” Accessed January 12, 2023. https://www.mathworks.com/help/optim/ug/systems-of-equations-with-constraints-problem-based.html.
Moramarco, T., and V. P. Singh. 2001. “Simple method for relating local stage and remote discharge.” J. Hydraul. Eng. 6 (1): 78–81. https://doi.org/10.1061/(ASCE)1084-0699(2001)6:1(78).
Pathak, K., K. K. Pandey, and V. P. Singh. 2020. “Entropy-based velocity and shear stress distributions for trapezoidal channel.” J. Hydrol. Eng. 25 (11): 04020047. https://doi.org/10.1061/(ASCE)HE.1943-5584.0002001.
Powell, M. J. 1978. “A fast algorithm for nonlinearly constrained optimization calculations.” In Numerical analysis, 144–157. Berlin: Springer.
Prandtl, L. 1925. “Bericht über Untersuchungen zur ausgebildeten Turbulenz.” Z. Angew. Math. Mech. 5 (2): 136–139. https://doi.org/10.1002/zamm.19250050212.
Shafee, F. 2007. “Lambert function and a new non-extensive form of entropy.” IMA J. Appl. Math. 72 (6): 785–800. https://doi.org/10.1093/imamat/hxm039.
Shannon, C. E. 1948. “A mathematical theory of communication.” Bell Syst. Tech. J. 27 (3): 379–423. https://doi.org/10.1002/j.1538-7305.1948.tb01338.x.
Sharma, A., M. Roy, V. Jha, B. Kumar, and V. P. Singh. 2022. “Velocity distribution in seepage-affected alluvial channels using Renyi entropy.” J. Hydrol. Eng. 27 (6): 04022008. https://doi.org/10.1061/(ASCE)HE.1943-5584.0002180.
Singh, V. P. 2014. Entropy theory in hydraulic engineering: An introduction. Reston, VA: ASCE.
Singh, V. P. 2016. Introduction to Tsallis entropy theory in water engineering. Boca Raton, FL: CRC Press.
Singh, V. P., and H. Luo. 2011. “Entropy theory for distribution of one-dimensional velocity in open channels.” J. Hydraul. Eng. 16 (9): 725–735. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000363.
Vanoni, V. A. 1946. “Transportation of suspended sediment by water.” Trans. Am. Soc. Civ. Eng. 111 (1): 67–102. https://doi.org/10.1061/TACEAT.0005975.
Wang, Q. A. 2001. “Incomplete statistics: Nonextensive generalizations of statistical mechanics.” Chaos, Solitons Fractals 12 (8): 1431–1437. https://doi.org/10.1016/S0960-0779(00)00113-2.
Wang, Q. A. 2002. “Nonextensive statistics and incomplete information.” Eur. Phys. J. B 26 (3): 357–368. https://doi.org/10.1140/epjb/e20020100.
Wang, Q. A. 2003. “Extensive generalization of statistical mechanics based on incomplete information theory.” Entropy 5 (2): 220–232. https://doi.org/10.3390/e5020220.
Wang, X., and N. Qian. 1989. “Turbulence characteristics of sediment-laden flow.” J. Hydraul. Eng. 115 (6): 781–800. https://doi.org/10.1061/(ASCE)0733-9429(1989)115:6(781).

Information & Authors

Information

Published In

Go to Journal of Hydrologic Engineering
Journal of Hydrologic Engineering
Volume 28Issue 10October 2023

History

Received: Dec 16, 2022
Accepted: May 15, 2023
Published online: Aug 15, 2023
Published in print: Oct 1, 2023
Discussion open until: Jan 15, 2024

Permissions

Request permissions for this article.

Authors

Affiliations

Manotosh Kumbhakar
Postdoctoral Researcher, Dept. of Civil Engineering, National Taiwan Univ., Taipei 10617, Taiwan.
Distinguished Professor, Dept. of Civil Engineering, National Taiwan Univ., Taipei 10617, Taiwan (corresponding author) ORCID: https://orcid.org/0000-0003-2309-6335. Email: [email protected]
Vijay P. Singh, Dist.M.ASCE https://orcid.org/0000-0003-1299-1457
Distinguished Professor, Regents Professor, and Caroline and William N. Lehrer Distinguished Chair in Water Engineering, Dept. of Biological and Agricultural Engineering, and Zachry Dept. of Civil and Environmental Engineering, Texas A&M Univ., College Station, TX 77843. ORCID: https://orcid.org/0000-0003-1299-1457

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share