2208.01822
Asymptotic Tracking Control of Uncertain MIMO Nonlinear Systems with Less Conservative Controllability Conditions
Bing Zhou, Xiucai Huang, Yongduan Song
correcthigh confidence
- Category
- Not specified
- Journal tier
- Strong Field
- Processed
- Sep 28, 2025, 12:56 AM
- arXiv Links
- Abstract ↗PDF ↗
Audit review
The paper proves global boundedness and asymptotic tracking for the uncertain MIMO canonical system by (i) introducing the filtered error s, (ii) using the auxiliary matrix α to form A=αg+g^Tα and a quadratic Lyapunov term, (iii) embedding a BL-type Nussbaum gain, and crucially (iv) augmenting the Lyapunov function with a parameter-error term V2=0.5 s^Tαs + (1/(2σ2))\tilde θ^2 so that the non-control terms are absorbed via the adaptation law; Lemma 1 (BL-type Nussbaum) is then applied through inequalities (28)–(29) to bound V2 and ζ, yielding s∈L2∩L∞, ṡ∈L∞, and thus s→0 and e→0 (controller (13)–(15); Assumptions 1–3; Theorem 1; see the control law and inequalities in (11)–(15) and (18)–(29) ). For faults, the same architecture is repeated with ua=ρu+ε and A*=αgρ+ρg^Tα under Assumptions 4–5 (eqs. (30)–(35), Theorem 2) . In contrast, the candidate solution omits the augmented parameter term in the Lyapunov function and never proves θ̂ is bounded. Its Step 4 then argues that ζ bounded implies η and u_a are bounded, but η contains θ̂ and s, which at that point are not yet shown bounded—this is circular. The paper resolves exactly this issue via V2 and the cancellation using ˙̂θ in (27)–(29) . A minor wording issue in the paper is that Assumption 4 states sign-definiteness but implicitly needs uniform bounds to invoke Lemma 1; this is easily fixed. Overall, the paper’s argument is complete and correct; the model’s proof is incomplete at the key parameter-boundedness step.
Referee report (LaTeX)
\textbf{Recommendation:} minor revisions \textbf{Journal Tier:} strong field \textbf{Justification:} A careful, well-structured design achieves asymptotic tracking for uncertain MIMO systems with unknown control directions and extends to multiplicative actuator faults. The proof uses a sound Lyapunov/Nussbaum framework with an auxiliary-matrix-based controllability relaxation. A minor textual clarification regarding uniform definiteness under faults would fully align assumptions with the proof’s needs. Overall, the paper is solid and contributes to robust/adaptive control under unknown control directions.