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  • 1.
    Aye, Tin Nwe
    et al.
    Kyaukse Univ, Dept Math, Kyaukse 05151, Myanmar..
    Brännström, Åke
    Umeå Univ, Dept Math & Math Stat, Linneaus Vag 49, S-90187 Umeå, Sweden.;Int Inst Appl Syst Anal IIASA, Adv Syst Anal Program, Schlosspl 1, A-2361 Laxenburg, Austria..
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Prediction of tree sapwood and heartwood profiles using pipe model and branch thinning theory2022In: Tree Physiology, ISSN 0829-318X, E-ISSN 1758-4469, Vol. 42, no 11, p. 2174-2185Article in journal (Refereed)
    Abstract [en]

    Estimates of tree heartwood and sapwood profiles are important in the pulp industry and for dynamic vegetation models, in which they determine tree biomechanical stability and hydraulic conductivity. Several phenomenological models of stem profiles have been developed for this purpose, based on assumptions on how tree crown and foliage distributions change over time. Here, we derive estimates of tree profiles by synthesizing a simple pipe model theory of plant form with a recently developed theory of branch thinning that from simple assumptions quantifies discarded branches and leaves. This allows us to develop a new trunk model of tree profiles from breast height up to the top of the tree. We postulate that leaves that are currently on the tree are connected by sapwood pipes, while pipes that previously connected discarded leaves or branches form the heartwood. By assuming that a fixed fraction of all pipes remain on the trunk after a branching event, as the trunk is traversed from the root system to the tips, this allows us to quantify trunk heartwood and sapwood profiles. We test the trunk model performance on empirical data from five tree species across three continents. We find that the trunk model accurately describes heartwood and sapwood profiles of all tested tree species (calibration; R-2: 84-99%). Furthermore, once calibrated to a tree species, the trunk model predicts heartwood and sapwood profiles of conspecific trees in similar growing environments based only on the age and height of a tree (cross-validation/prediction; R-2: 68-98%). The fewer and often contrasting parameters needed for the trunk model make it a potentially useful complementary tool for biologists and foresters.

  • 2.
    Aye, Tin Nwe
    et al.
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. University of Mandalay, Myanmar.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Increasing effciency in the EBT algorithm2019In: Proceedings of 18th Applied Stochastic Models and Data Analysis International Conference with the Demographics 2019 Workshop, Florence, Italy: 11-14 June, 2019 / [ed] Christos H. Skiadas, ISAST: International Society for the Advancement of Science and Technology , 2019, p. 179-205Conference paper (Refereed)
    Abstract [en]

    The Escalator Boxcar Train (EBT) is a commonly used method for solving physiologically structured population models. The main goal of this paper is to overcome computational disadvantages of the EBT method. We prove convergence, for a general class of EBT models in which we modify the original EBT formulation, allowing merging of cohorts. We show that this modified EBT method induces a bounded number of cohorts, independent of the number of time steps. This in turn, improve the numerical algorithm from polynomial to linear time. An EBT simulation of the Daphnia model is used as an illustration of these findings.

  • 3.
    Aye, Tin Nwe
    et al.
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Increasing Efficiency in the EBT Algorithm2020In: Demography of Population Health, Aging and Health Expenditures / [ed] Christos H Skiadas, Springer, 2020, p. 289-317Chapter in book (Refereed)
    Abstract [en]

    The Escalator Boxcar Train (EBT) is a commonly used method for solving physiologically structured population models. The main goal of this paper is to overcome computational disadvantages of the EBT method. We prove convergence, for a general class of EBT models in which we modify the original EBT formulation, allowing merging of cohorts. We show that this modified EBT method induces a bounded number of cohorts, independent of the number of time steps. This in turn, improves the numerical algorithm from polynomial to linear time. An EBT simulation of the Daphnia model is used as an illustration of these findings.

  • 4.
    Aye, Tin Nwe
    et al.
    Mälardalen University, School of Education, Culture and Communication.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Method development for emergent properties in stage-structured population models with stochastic resource growth.2022In: Springer Proceedings in Mathematics and Statistics, 2022, Vol. 8, p. 33-58Conference paper (Refereed)
    Abstract [en]

    Modelling population dynamics in ecological systems reveals properties that are difficult to find by empirical means, such as the probability that a population will go extinct when it is exposed to harvesting. In this article, we use an aquatic ecological system containing one fish species and an underlying resource as our model. In particular, we study a class of stage-structured population systems, in both the deterministic and the stochastic settings, including stochasticity in such a way such that we allow the underlying resource to have a random growth rate. In these models, we study how properties connected to the fish species depend on different harvesting rates. To investigate models in the stochastic setting, we use Monte Carlo simulations to capture several of the emergent properties of the population. These properties have previously been studied in the deterministic case. In the stochastic setting, we get estimates for the expected outcome of population properties in our model, but we also get measures of dispersion. There are properties that emerge when introducing randomness in the model that cannot be studied in the deterministic cases, such as the probability of extinction. In this paper, we develop a method to derive this property. We also construct a method to determine the recovery potential of a species by introducing it in a virgin environment.

  • 5.
    Aye, Tin Nwe
    et al.
    Mälardalen University, School of Education, Culture and Communication.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Numerical stability of the escalator boxcar train under reducing system of ordinary differential equations.2017In: / [ed] Christos H Skiadas, 2017Conference paper (Refereed)
    Abstract [en]

    The Escalator Boxcar Train (EBT) is one of the most popular numerical

    methods used to study the dynamics of physiologically structured population models.

    The original EBT model accumulates an increasing system of ODEs to solve for each

    time step. In this project, we propose a merging procedure to overcome computational

    disadvantageous of the EBT method, the merging is done as an automatic feature.

    In particular we apply the model including merging to a colony of Daphnia Pulex.

  • 6.
    Aye, Tin Nwe
    et al.
    Mälardalen University, School of Education, Culture and Communication.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Pipe Model Theory for Prediction Tree Sapwood and Heartwood ProfilesManuscript (preprint) (Other academic)
    Abstract [en]

    The classical pipe model theory introduced by Shinozaki, Yoda, Hozumi,

    and Kira (1964a,b) is used to estimate tree sapwood area. It rests on the

    conceptual idea that leaves are supported by pipes, serving as vascular

    passages. The simple pipe model of plant form does not predict the heart

    wood area and is thus not suitable for stem diameter estimates below the

    tree crown. For this reason, Shinozaki, Yoda, Hozumi, and Kira (1964a)

    verbally described an extended pipe model theory of tree form that in

    principle accounts for the accumulation of disused pipes from discarded

    branches and leaves. However, this pipe model theory of tree form is difficult

    to apply in practice as lost branches and leaves are rarely known.

     Here, we synthesize the pipe model theory of plant form with a recently

    developed theory of branch thinning that quantify discarded branches and

    leaves. This allows us to develop a new stem model of tree profiles from

    breast height up to the top of the tree. We test the stem model perfor

    mance on empirical data from four tree species across three continents.

    We find that the stem model accurately describes heartwood and sapwood

    profiles of all tested tree species (calibration; R2: 84-99 %). Furthermore,

    once calibrated to a tree species, the stem model predicts heartwood and

    sapwood profiles of conspecific trees in similar growing environments based

    only on the age and height of a tree (cross-validation / prediction; R2:

    62-98 %).

  • 7.
    Aye, Tin Nwe
    et al.
    Kyaukse University, Myanmar.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Properties in Stage-Structured Population Models with Deterministic and Stochastic Resource Growth2022In: Journal of Applied Mathematics, ISSN 1110-757X, E-ISSN 1687-0042, Vol. 2022, article id 3535375Article in journal (Refereed)
    Abstract [en]

    Modelling population dynamics in ecological systems reveals properties that are difficult to find by empirical means, such as the probability that a population will go extinct when it is exposed to harvesting. To study these properties, we use an aquatic ecological system containing one fish species and an underlying resource as our models. In particular, we study a class of stage-structured population systems with and without starvation. In these models, we study the resilience, the recovery potential, and the probability of extinction and show how these properties are affected by different harvesting rates, both in a deterministic and stochastic setting. In the stochastic setting, we develop methods for deriving estimates of these properties. We estimate the expected outcome of emergent population properties in our models, as well as measures of dispersion. In particular, two different approaches for estimating the probability of extinction are developed. We also construct a method to determine the recovery potential of a species that is introduced in a virgin environment.

  • 8.
    Backlund, U.
    et al.
    Danderyds Gymnasium, Danderyd, Sweden.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Fällström, A.
    Umeå University, Umeå, Sweden.
    Persson, H.
    Uppsala University, Uppsala, Sweden.
    Semi-Bloch Functions in Several Complex Variables2016In: Journal of Geometric Analysis, ISSN 1050-6926, E-ISSN 1559-002X, Vol. 26, no 1, p. 463-473Article in journal (Refereed)
    Abstract [en]

    Let M be an n-dimensional complex manifold. A holomorphic function f:M→C is said to be semi-Bloch if for every λ∈C the function (Formula presented.) is normal on M. We characterize semi-Bloch functions on infinitesimally Kobayashi non-degenerate M in geometric as well as analytic terms. Moreover, we show that on such manifolds, semi-Bloch functions are normal.

  • 9.
    Backlund, Ulf
    et al.
    Danderyd gymnasium.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication.
    Fällström, Anders
    Umeå University.
    Persson, Håkan
    Uppsala University.
    Semi-Bloch functions in several complex variables2013Report (Other academic)
    Abstract [en]

    Let $M$ be an $n$-dimensional complex manifold. A holomorphic function $f:M\to \mathbb C$ is said to be semi-Bloch if for every $\lambda\in \mathbb C$ the function $g_\lambda=\exp(\lambda f(z))$ is normal on $M$. We characterise Semi-Bloch functions on infinitesimally Kobayashi non-degenerate $M$ in geometric as well as analytic terms. Moreover, we show that on such manifolds, semi-Bloch functions are normal.

  • 10. Brännström, Åke
    et al.
    Carlsson, Linus
    Umeå universitet.
    Rossberg, Axel
    Rigorous conditions for food-web intervality in high-dimensional trophic niche spaces2011In: Journal of Mathematical Biology, ISSN 0303-6812, E-ISSN 1432-1416, Vol. 63, no 3, p. 575-592Article in journal (Refereed)
  • 11.
    Brännström, Åke
    et al.
    Umeå University.
    Carlsson, Linus
    Umeå University.
    Simpson, Daniel
    Umeå University.
    On the convergence of the Escalator Boxcar Train2013In: SIAM Journal on Numerical Analysis, ISSN 0036-1429, E-ISSN 1095-7170, Vol. 51, no 6, p. 3213-3231Article in journal (Refereed)
    Abstract [en]

    The Escalator Boxcar Train (EBT) is a numerical method that is widely used in theoretical biology to investigate the dynamics of physiologically structured population models, i.e., models in which individuals differ by size or other physiological characteristics. The method was developed more than two decades ago, but has so far resisted attempts to give a formal proof of convergence. Using a modern framework of measure-valued solutions, we investigate the EBT method and show that the sequence of approximating solution measures generated by the EBT method converges weakly to the true solution measure under weak conditions on the growth rate, birth rate, and mortality rate. In rigorously establishing the convergence of the EBT method, our results pave the way for wider acceptance of the EBT method beyond theoretical biology and constitutes an important step towards integration with established numerical schemes.

    Read More: http://epubs.siam.org/doi/abs/10.1137/120893215

  • 12.
    Canpwonyi, S.
    et al.
    Department of Mathematics, Gulu University, Gulu, Uganda.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    On the Approximation of Physiologically Structured Population Model with a Three Stage-Structured Population Model in a Grazing System2022In: Springer Proc. Math. Stat., Springer , 2022, p. 753-771Conference paper (Refereed)
    Abstract [en]

    A great deal of ecological theory is based on simple Lotka-Volterra-type of unstructured population models in the study of complex population dynamics and communities. The main reason is to obtain important information for predicting their future evolution. In these unstructured models, it is assumed that all individuals in the population are identical, with the same birth and death rates, and consume equally from shared resources in a homogeneous environment. In reality, these assumptions are not biologically true but still forms a basis for modeling population ecology. We apply this paradigm on the grazing system consisting of coupled ordinary differential equations describing the dynamics of forage resource and livestock population in a grassland ecosystem. We do this by investigating the dynamics of the individuals at different life-history stages of juvenile and adult livestock. The mathematical derivation of the model is carried out to show how the physiologically structured population model can be approximated using a three stage-structured population model. Thus the resulting system of ordinary differential equations can be solved to predict density-dependent properties of the population since it provides a somewhat close-to-reality description of the natural and traditional grazing system. This model therefore certainly contains the needed information in the modeling methodology and accommodates the necessary amount of biological details about the population.

  • 13.
    Carlsson, Linus
    Umeå University.
    An equivalence to the Gleason problem2010In: Journal of Mathematical Analysis and Applications, ISSN 0022-247X, E-ISSN 1096-0813, Vol. 370, no 2, p. 373-378Article in journal (Refereed)
    Abstract [en]

    In this article we study the Gleason problem locally. A new method for solving the Gleason A problem is presented. This is done by showing an equivalent statement to the Gleason A problem. In order to prove this statement, necessary and a sufficient conditions for a bounded domain to have the Gleason A property are found. Also an example of a bounded but not smoothly-bounded domain in Cn is given, which satisfies the sufficient condition at the origin, and hence has the Gleason A property there.

  • 14.
    Carlsson, Linus
    Umeå universitet.
    Analytic properties in the spectrum of certain Banach algebras2009In: Mathematische Zeitschrift, ISSN 0025-5874, E-ISSN 1432-1823, Vol. 261, no 1, p. 189-200Article in journal (Refereed)
  • 15.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication.
    Ideals and boundaries in Algebras of Holomorphic functions2006Doctoral thesis, monograph (Other academic)
  • 16.
    Carlsson, Linus
    Umeå universistet.
    Nebenhülle and the Gleason problem2010In: Proceedings of the American Mathematical Society, ISSN 0002-9939, E-ISSN 1088-6826, Vol. 138, no 1, p. 267-273Article in journal (Refereed)
    Abstract [en]

    This article concerns the Gleason property as a local phenomenon. We prove that there always exists an open set where the domain D (sic) C(2) has the Gleason beta property whenever the boundary of the Nebenhulle of D coincides with a C(2) smooth part of the boundary bD; here beta is either one of the Banach algebras, H(infinity) or A. As an easy consequence of this, we see that if the extremal boundary points are C(2)-smooth, then D has the Gleason beta property close to those points. Also a partial derivative-problem for locally supported forms is solved.

  • 17.
    Carlsson, Linus
    Umeå universitet.
    Trivial generators for nontrivial fibres2008In: MATHEMATICA BOHEMICA, ISSN 0862-7959, Vol. 133, no 2, p. 121-131Article in journal (Refereed)
  • 18.
    Carlsson, Linus
    et al.
    Umeå University.
    Cegrell, Urban
    Umeå University.
    Fällström, Anders
    Umeå University.
    Spectrum of certain Banach algebras and DBAR-problems2007In: Annales Polonici Mathematici, ISSN 0066-2216, Vol. 90, no 1, p. 51-58Article in journal (Refereed)
    Abstract [en]

    We study the spectrum of certain Banach algebras of holomorphic functions defined on a domain Ω where ∂−-problems with certain estimates can be solved. We show that the projection of the spectrum onto Cn equals Ω−− and that the fibers over Ω are trivial. This is used to solve a corona problem in the special case where all but one generator are continuous up to the boundary. 

  • 19.
    Carlsson, Linus
    et al.
    Umeå university.
    Fällström, Anders
    Umeå university.
    A note on B-envelope of holomorphy and B-extendable domains2008In: Complex Variables and Elliptic Equations, ISSN 1747-6933, Vol. 53, no 4, p. 307-309Article in journal (Refereed)
  • 20.
    Hellström, Lars
    et al.
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. Umea Univ, Dept Math & Math Stat, SE-90187 Umeå, Sweden.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics. Umea Univ, Dept Math & Math Stat, SE-90187 Umea, Sweden.
    Falster, Daniel S.
    Univ New South Wales, Evolut & Ecol Res Ctr, Sydney, NSW 2052, Australia.;Univ New South Wales, Sch Biol Earth & Environm Sci, Sydney, NSW 2052, Australia.;Macquarie Univ, Dept Biol Sci, Sydney, NSW 2109, Australia..
    Westoby, Mark
    Macquarie Univ, Dept Biol Sci, Sydney, NSW 2109, Australia..
    Brannstrom, Ake
    Umea Univ, Dept Math & Math Stat, SE-90187 Umea, Sweden.;Int Inst Appl Syst Anal, Evolut & Ecol Program, A-2361 Laxenburg, Austria..
    Branch Thinning and the Large-Scale, Self-Similar Structure of Trees2018In: American Naturalist, ISSN 0003-0147, E-ISSN 1537-5323, Vol. 192, no 1, p. E37-E47Article in journal (Refereed)
    Abstract [en]

    Branch formation in trees has an inherent tendency toward exponential growth, but exponential growth in the number of branches cannot continue indefinitely. It has been suggested that trees balance this tendency toward expansion by also losing branches grown in previous growth cycles. Here, we present a model for branch formation and branch loss during ontogeny that builds on the phenomenological assumption of a branch carrying capacity. The model allows us to derive approximate analytical expressions for the number of tips on a branch, the distribution of growth modules within a branch, and the rate and size distribution of tree wood litter produced. Although limited availability of data makes empirical corroboration challenging, we show that our model can fit field observations of red maple (Acer rubrum) and note that the age distribution of discarded branches predicted by our model is qualitatively similar to an empirically observed distribution of dead and abscised branches of balsam poplar (Populus balsamifera). By showing how a simple phenomenological assumptionthat the number of branches a tree can maintain is limitedleads directly to predictions on branching structure and the rate and size distribution of branch loss, these results potentially enable more explicit modeling of woody tissues in ecosystems worldwide, with implications for the buildup of flammable fuel, nutrient cycling, and understanding of plant growth.

  • 21.
    Monsefi, Farid
    et al.
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Rancic, Milica
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Otterskog, Magnus
    Mälardalen University, School of Innovation, Design and Engineering, Embedded Systems.
    Silvestrov, Sergei
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Solution of Two-Dimensional Electromagnetic Scattering Problem by FDTD with Optimal Step Size, Based on a Semi-Norm Analysis2014In: 10TH INTERNATIONAL CONFERENCE ON MATHEMATICAL PROBLEMS IN ENGINEERING, AEROSPACE AND SCIENCES: ICNPAA 2014 Conference date: 15–18 July 2014 Location: Narvik, Norway ISBN: 978-0-7354-1276-7 Editor: Seenith Sivasundaram Volume number: 1637 Published: 10 december 2014 / [ed] Seenith Sivasundaram, American Institute of Physics (AIP), 2014, p. 683-690Conference paper (Refereed)
    Abstract [en]

    To solve the electromagnetic scattering problem in two dimensions, the Finite Difference Time Domain (FDTD)method is used. The order of convergence of the FDTD algorithm, solving the two-dimensional Maxwell’s curl equations,is estimated in two different computer implementations: with and without an obstacle in the numerical domain of the FDTDscheme. This constitutes an electromagnetic scattering problem where a lumped sinusoidal current source, as a source ofelectromagnetic radiation, is included inside the boundary. Confined within the boundary, a specific kind of AbsorbingBoundary Condition (ABC) is chosen and the outside of the boundary is in form of a Perfect Electric Conducting (PEC)surface. Inserted in the computer implementation, a semi-norm has been applied to compare different step sizes in the FDTDscheme. First, the domain of the problem is chosen to be the free-space without any obstacles. In the second part of thecomputer implementations, a PEC surface is included as the obstacle. The numerical instability of the algorithms can berather easily avoided with respect to the Courant stability condition, which is frequently used in applying the general FDTDalgorithm.

  • 22.
    Monsefi, Farid
    et al.
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Elgland, Simon
    Mälardalen University, School of Innovation, Design and Engineering, Embedded Systems.
    Otterskog, Magnus
    Mälardalen University, School of Innovation, Design and Engineering, Embedded Systems.
    Rancic, Milica
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    Silvestrov, Sergei
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    GPU Implementation of a Biological Electromagnetic Scattering Problem by FDTD2015In: 16th ASMDA 2015 Conference and Demographics 2015 Proceedings, 2015Conference paper (Refereed)
  • 23.
    Nankinga, L.
    et al.
    Department of Mathematics and Statistics, Kyambogo University, Kampala, Uganda.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    A Mathematical Model for Harvesting in a Stage-Structured Cannibalistic System2022In: Springer Proc. Math. Stat., Springer , 2022, p. 735-751Conference paper (Refereed)
    Abstract [en]

    To increase the production of proteins in East Africa, aquaculture gained increased attention recently. In this paper, we study the interactions of a consumer-resource system with harvesting, in which African Catfish (Gl ar i as gar i epi nus) consume a food resource. The cannibalistic behavior of African Catfish is captured by using a four stage-structured system. The dynamics of food resource and African Catfish result in a system of ordinary differential equations called a stage-structured fish population model. Existence and stability of steady states are analyzed quantitatively. We have investigated eight different harvesting scenarios which account for yield of the fish stock. Results from the simulations revealed that harvesting large juveniles and small adults under equal harvesting rates gives the highest maximum sustainable yield compared to other harvesting scenarios. In contrast to non-cannibalistic models, we find an increase of the proportion of the adult individuals under harvesting.

  • 24.
    Nankinga, L.
    et al.
    Department of Mathematics, Kyambogo University, Kyambogo, Uganda.
    Luboobi, L. S.
    Department of Mathematics, Makerere University, Kampala, Uganda.
    Mugisha, J. Y. T.
    Department of Mathematics, Makerere University, Kampala, Uganda.
    Nannyonga, B.
    Department of Mathematics, Makerere University, Kampala, Uganda.
    Carlsson, Linus
    Mälardalen University, School of Education, Culture and Communication, Educational Sciences and Mathematics.
    A Stage-Structured Fishery Model for African Catfish and Nile Tilapia Feeding on Two Food Resources with Harvesting2022In: Journal of Applied Mathematics, ISSN 1110-757X, E-ISSN 1687-0042, ISSN - 1110757XArticle in journal (Refereed)
    Abstract [en]

    In this paper, a fishery model for African catfish and Nile tilapia is formulated. This model is used to compare financial profit and biomass outtakes in a two-species system versus single species systems. We consider a stage-structured fish population model consisting of the aforementioned fish species together with two food resources. The model dynamics include cannibalism, predator-prey, feeding, reproduction, maturation, development, mortality, and harvesting. We prove consistency of the model in the sense that the solutions will stay bounded and nonnegative over time. Conditions for local stability of fish-free equilibrium point are established. The simulation results reveal asymptotically stable solutions with coexistence of African catfish, Nile tilapia, and two food resources. The major conclusion from our findings is that fisheries should culture both species to maximize the biomass outtake and financial profit.

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