On a switching control problem with c\`adl\`ag costs
Pith reviewed 2026-05-25 01:30 UTC · model grok-4.3
The pith
Switching control problems with càdlàg costs admit multiple characterizations of the optimal cost function together with ε-optimal policies.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The optimal cost function for a switching control problem with càdlàg costs can be characterized through solutions to systems of BSDEs with càdlàg obstacles that depend on the solution itself, and ε-optimal control policies exist. When an underlying diffusion is present, the optimal payoff becomes a weak solution of the associated HJB system of PDEs with obstacles of quasi-variational type.
What carries the argument
A system of backward stochastic differential equations whose barriers are càdlàg and depend on the unknown solution.
If this is right
- The optimal cost can be obtained by solving the system of BSDEs with càdlàg obstacles.
- ε-optimal policies can be constructed from the solution of that BSDE system.
- Dynamic programming principles continue to hold for the value function despite jumps in the costs.
- When a diffusion drives the state, the value function satisfies the quasi-variational HJB system in the weak sense.
Where Pith is reading between the lines
- The same BSDE approach could be tested on impulse control problems where discontinuities arise from lump-sum payments.
- Numerical approximation schemes for càdlàg-obstacle BSDEs might be developed by discretizing the jumps while preserving the dependence on the solution.
- The weak-solution result for the PDE system suggests that viscosity-solution techniques could be compared directly with the probabilistic characterization.
Load-bearing premise
The cost processes are càdlàg and the filtration satisfies the standard conditions needed to apply BSDE theory and dynamic programming to switching problems.
What would settle it
An explicit switching control problem with càdlàg costs for which the associated BSDE system has no solution, or for which no ε-optimal policy exists, would falsify the central claims.
read the original abstract
This work addresses a switching control problem under which the cost associated with the changes of regimes is allowed to have discontinuities in time. Our main contribution is to show several characterizations of the optimal cost function as well as the existence of "-optimal control policies. As a by-product, we also study the existence and uniqueness of solutions of a system of backward stochastic differential equations whose barriers (or obstacles) are discontinuous (in fact of c\`adl\`ag type) and depend itself on the unknown solution. At the last part of the paper, we study the case when an underlying diffusion is part of the dynamic of the system. In this special case, the optimal payoff becomes a weak solution of the HJB system of PDEs with obstacles which is of quasi-variational type. This paper is somehow a continuation of the papers [8, 17] that consider continuous costs.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript addresses a switching control problem in which regime-switching costs are allowed to be càdlàg processes. It establishes several characterizations of the optimal cost function together with the existence of ε-optimal control policies. As a by-product it proves existence and uniqueness for a system of BSDEs whose càdlàg barriers depend on the unknown solution. In the special case with an underlying diffusion the value function is shown to be a weak solution of a quasi-variational HJB system with obstacles. The work is presented as a continuation of the continuous-cost results in references [8,17].
Significance. If the derivations hold, the extension of switching-control theory to càdlàg costs is a meaningful advance for applications that involve jumps or discontinuities. The BSDE result with solution-dependent càdlàg obstacles constitutes an independent technical contribution. The diffusion-case link to quasi-variational inequalities supplies a concrete bridge to deterministic PDE theory. The manuscript appropriately positions itself as building on the cited continuous-cost papers.
minor comments (3)
- [Abstract] Abstract: the phrase “existence of “-optimal control policies” contains a typographical error; replace with ε-optimal.
- [Abstract] Abstract: the clause “whose barriers … depend itself on the unknown solution” is grammatically awkward; rephrase to “whose barriers depend on the unknown solution itself”.
- [Introduction] The manuscript should state explicitly in the introduction which of the characterizations in the continuous-cost papers [8,17] carry over verbatim and which require new arguments because of the càdlàg assumption.
Simulated Author's Rebuttal
We thank the referee for the positive summary, significance assessment, and recommendation of minor revision for our manuscript extending switching control to càdlàg costs, including the BSDE and weak HJB results. No specific major comments appear in the report.
Circularity Check
No significant circularity; derivation extends prior results via standard methods
full rationale
The paper positions itself as a continuation of [8,17] for the continuous-cost case but derives new characterizations of the optimal cost function, existence of ε-optimal policies, and BSDE solutions with càdlàg obstacles directly from the discontinuous setting using BSDE theory, dynamic programming, and (in the diffusion case) HJB quasi-variational inequalities. No steps reduce by construction to fitted inputs, self-definitions, or load-bearing self-citations; the central claims rest on external stochastic control techniques and the càdlàg extension rather than tautological renaming or imported uniqueness from the authors' prior work alone.
Axiom & Free-Parameter Ledger
Lean theorems connected to this paper
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IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
existence and uniqueness of solutions of a system of backward stochastic differential equations whose barriers (or obstacles) are discontinuous (in fact of càdlàg type) and depend itself on the unknown solution
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IndisputableMonolith/Foundation/RealityFromDistinction.leanreality_from_one_distinction unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
Y^i_t = ess sup ... Snell envelope ... càdlàg processes
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Reference graph
Works this paper leans on
-
[1]
Barles, G., Perthame, B: (1987) Discontinuous solutions o f deterministic optimal stopping time prob- lems. Model. Math. Anal. Num. 21, pp. 557-579
work page 1987
-
[2]
Bouchard, B.: (2009) A stochastic target formulation for o ptimal switching problems in finite horizon. Stochastics. 81, pp. 171-197
work page 2009
-
[3]
Brekke, K. A., Oksendal, B.: The high contact principle as a sufficiency condition for optimal stopping, in Stochastic models and Option Values , North-Holland, Amsterdam, 1991, pp. 187-208
work page 1991
-
[4]
A., Oksendal, B.: (1994) Optimal switching in an economic activity under uncertainty
Brekke, K. A., Oksendal, B.: (1994) Optimal switching in an economic activity under uncertainty. SIAM J. Control Optim . 32, pp. 1021-1036
work page 1994
-
[5]
Carmona, R., Ludkovski, M.: (2008) Pricing asset schedu ling flexibility using optimal switching. Appl. Math. Finance. 15, pp. 405-47
work page 2008
- [6]
-
[7]
A: Probabilités et Potentiel , V-VIII, Hermann, Paris, 1980
Dellacherie, C., Meyer, P. A: Probabilités et Potentiel , V-VIII, Hermann, Paris, 1980
work page 1980
-
[8]
Djehiche, B., Hamadène, S., Popier, A.: (2009) A Finite ho rizon optimal multiple switching problem. SIAM J. Control Optim. 48, pp. 2751-2770
work page 2009
-
[9]
Doucet, A., Ristic, B.: (2002) Recursive state estimatio n for multiple switching models with unknown transition probabilities. IEEE Trans. Aerosp. Electron. systems 38, pp. 1098-1104
work page 2002
-
[10]
Duckworth, K., Zervos, M.: A problem of stochastic impu lse control with discretionary stopping, in Proceedings of the 39th IEEE Conference on Decision and Cont rol, IEEE Control Systems Society, Piscataway, NJ, 2000, pp. 222-227
work page 2000
-
[11]
Dumitrescu, R., Quenez M.C., Sulem A.: (2016) A Weak Dyn amic Programming Principle for Com- bined Optimal Stopping/Stochastic Control with E f -Expectations, SIAM J. Control Optim. . 54, pp. 2090-2115. 29
work page 2016
-
[12]
In École d’été de Probabilités de Saint-Flour IX-1979
El Karoui, N.: (1981) Les aspects probabilistes du cont rôle stochastique. In École d’été de Probabilités de Saint-Flour IX-1979 . Springer, Berlin, Heidelberg, 1979, pp. 73-238
work page 1981
-
[13]
Stochastic Processes and their Applica- tions
El-Karoui, N., Hamadène, S.: (2003) BSDEs and risk-sens itive control, zero-sum and nonzero-sum game problems of stochastic functional differential equati ons. Stochastic Processes and their Applica- tions. 107, pp. 145-169
work page 2003
-
[14]
El Karoui, N., Peng,S., Quenez, M.-C.: (1997) Backward S DEs in finance. Math. Finance . 7, pp. 1-71
work page 1997
-
[15]
Hamadène, S.: (2002) Reflected BSDE’s with discontinuou s barrier and application. Stochastics. 74, pp. 571-596
work page 2002
-
[16]
Hamadène, S., Jeanblanc, M.: (2007) On starting and sto pping problem: Application in reversible investments. Math. Oper. Res. 32, pp. 182-192
work page 2007
-
[17]
Hamadène, S., Morlais,M.-A.: (2013) Viscosity Soluti ons of Systems of PDEs with Interconnected Obstacle and Switching Problem. Appl. Math. Optim. 67, pp. 163-196
work page 2013
-
[18]
Stochastic Processes and their Applications , 120, pp
Hamadène, S., Zhang, J.: (2010) Switching problem and r elated system of reflected backward SDEs. Stochastic Processes and their Applications , 120, pp. 403-426
work page 2010
-
[19]
Probability Theory and Related Fields
Hu, Y., Tang, S.: (2010) Multi-dimensional bsde with ob lique reflection and optimal switching. Probability Theory and Related Fields . 147, pp. 89-121
work page 2010
-
[20]
Ishii, H.: (1985) Hamilton-Jacobi equations with disc ontinuous Hamiltonians on arbitrary open sub- sets, Bull. Fac. Sci. Eng. Chuo Univ. 28, pp. 33-77
work page 1985
- [21]
-
[22]
Second Edition Springer-Verlag, New York 2000
Karatzas, Ioannis and Shreve, Steven: Brownian motion a nd stochastic calculus. Second Edition Springer-Verlag, New York 2000
work page 2000
-
[23]
Pardoux, E., Peng, S.: (1990) Adapted solution of a back ward stochastic differential equation. Syst. Control Lett. 14, 55-61
work page 1990
-
[24]
Peng, S.: (1999) Monotonic limit theorem of BSDE and nonl inear decomposition theorem of Doob- Meyer’s type. Probab. Theory Relat. Fields . 113, pp. 473-499
work page 1999
-
[25]
Peng, S., Xu, M.: The smallest g-supermartingale and re flected BSDE with single and double L2- obstacles. Ann. Inst. H. Poincaré Probab. Statist . 41, pp. 605-630
-
[26]
Revuz, D., Yor, M.: Continuous martingales and Brownian motion. Third Edition. Springer-Verlag, Berlin-Heidelberg, 1999
work page 1999
-
[27]
Stochastics: An International Journal of Probability and S tochastic Processes
Tang, S., Yong, J.: (1993) Finite horizon stochastic op timal switching and impulse controls with a viscosity solution approach. Stochastics: An International Journal of Probability and S tochastic Processes. 45, pp. 145-176
work page 1993
-
[28]
Trigeorgis, L.: (1993) Real options and interactions w ith financial flexibility. Financial Management . 22, pp. 202-224
work page 1993
-
[29]
Trigeorgis, L.: Real Options: Managerial Flexibility and Strategy in Resou rce Allocation, MIT Press, Cambridge, MA, 1996. 30
work page 1996
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