REVIEW 3 major objections 6 minor 48 references
Designing grid-forming DC-link control around the primary energy source's real dynamics keeps converters online after power shocks.
Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →
T0 review · grok-4.5
2026-07-31 12:41 UTC pith:UNZKT2NP
load-bearing objection Solid device-level GFM DC-link paper: dual PES/converter actuation with non-ideal PES in the design model, clean ablation, and EMT match—incremental vs [16] but usable and honest about scope. the 3 major comments →
Grid-Forming Converter DC-link Control Considering the Primary Energy Source
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
When primary-energy-source dynamics and power limits are included in DC-link controller design, a coordinated pair of loops—one restoring DC voltage through the energy source, one protecting the capacitor by temporarily cutting converter output power—keeps squared DC-link voltage inside the admissible band under sudden AC load imbalances and thereby reduces the chance that a grid-forming converter disconnects, whereas acting on only one side fails the same constraints.
What carries the argument
The dual-loop supervisory architecture (PI restoration on the primary-energy-source setpoint plus PD transient protection on the converter output-power reference), with gains obtained by a genetic algorithm that minimizes integral absolute errors on power tracking and DC voltage subject to hard saturation and voltage-limit penalties.
Load-bearing premise
That a first-order lag for the primary energy source and a first-order lag for the whole converter cascade are faithful enough that gains tuned on the simplified model still keep a real converter inside voltage limits under the disturbances that matter.
What would settle it
Run the same load-step tests (and more severe ones such as faults) on a laboratory grid-forming converter whose primary source has a measured, non-first-order response: if the dual-loop gains from the reduced model still keep DC voltage inside the 0.7–1.15 p.u. band while single-sided designs trip, the claim holds; otherwise it fails.
If this is right
- Grid-forming specifications and type tests should require explicit modeling of primary-source response time and power limits, not only AC-side inertia settings.
- Operators can keep more converter-based resources online after imbalances by coordinating DC-side restoration with temporary AC power cutbacks rather than relying on capacitor energy alone.
- Controller retuning is required when operating point, reserve, DC capacitance, or source time constant change materially; a single fixed gain set is not universal.
- Larger credible imbalances force slower AC-side power recovery if source energy is limited, so connectivity-first tuning trades response speed for ride-through.
Where Pith is reading between the lines
- The same dual-loop idea could be re-cast as a constrained model-predictive layer if online computation becomes cheap enough for the millisecond time scale.
- Multi-machine grids with heterogeneous source time constants may need coordinated or hierarchical versions of this supervisor so that slow units do not force neighboring fast units into unnecessary power cutbacks.
- If primary sources routinely cannot ramp inside roughly one second, grid codes may have to pair grid-forming mandates with minimum DC energy or storage requirements rather than treating inertia as a pure software setting.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proposes a dual supervisory DC-link control for grid-forming VSCs that coordinates a PI restoration loop on the primary energy source (PES) setpoint with a PD transient-protection loop on the converter active-power setpoint, explicitly modeling PES dynamics as a first-order lag rather than an ideal source. Controller gains are obtained by a Genetic Algorithm that minimizes a weighted IAE objective with hard penalties on DC-link voltage and power limits, first on a reduced-order plant (first-order converter and PES lags, DC inertia from the capacitor energy balance) and then checked on a detailed EMT VSM model for a 0.1 p.u. load step. An ablation in §3.4.2 argues that PES-only or converter-only PID designs violate the same constraints, while nine operating-point/step cases on the simplified model keep the squared DC voltage inside the design window when gains are re-optimized per case.
Significance. The work addresses a genuine gap: most GFM DC-link studies assume an unconstrained or instantaneous PES, which can misrepresent available DC-side power in transients and the risk of DC undervoltage trips. The dual-loop role separation (integral restoration on the PES, non-integral PD protection on the AC setpoint), the constraint-aware GA formulation, the structural ablation showing both sides are needed, and the simplified-vs-EMT match for the base case are concrete contributions. A public EMT case repository is provided, which supports reproducibility. Within the stated simulation scope the result is useful for device-level GFM design; broader system-level impact (faults, SCR variation, multi-machine interaction) is left to future work and should be read as such.
major comments (3)
- [§3.4.3, Table 5, Eqs. (18)–(19)] §3.4.3 and Table 5 conflict with the formal limits in Eqs. (18)–(19) and §2.2. The optimization enforces (0.7)² < u²_dc < (1.15)², yet the text states that “u²_dc must be greater than or equal to 0.72 p.u.” and Table 5 reports minima of 0.6834, 0.6971 and 0.7090 while still claiming robustness. Either the table is u_dc (not u²_dc), the 0.72 threshold is a typo for 0.49, or some large-step cases violate the authors’ own narrative criterion. Please align notation, axis labels (Fig. 5), table header, and the pass/fail statement so constraint satisfaction is unambiguous.
- [§3.3, §3.4.3, Abstract] The nine-case study assigns a distinct (Kp,PES, Ki,PES, Kp,out, Kd,out) set to each (pload-ini, Δpload) pair rather than testing one gain set across conditions (§3.4.3; also §3.3: gains “must be re-optimized” if the operating point changes). The abstract and resilience wording can be read as claiming a controller that remains safe under sudden imbalances in general. Please either (i) demonstrate a single conservative tuning (e.g., largest credible step) on the milder steps and other initial setpoints, or (ii) explicitly reframe the contribution as per-operating-point GA design and qualify the resilience claim accordingly.
- [§4, Fig. 8; §3.4.2–3.4.3] EMT validation in §4 and Fig. 8 covers only the base 0.1 p.u. step at pload-ini = 0.5. The multi-point minima and settling times in Tables 5–6, and the PES-only / out-only failures in §3.4.2, are reported solely on the reduced model built under the three hypotheses of §2.1.2 and TPES ≈ 1 s. Given that the strongest claim is connectivity under power imbalances with a non-ideal PES, at least the more stressed simplified cases (e.g., Δpload = 0.2) and one single-sided failure case should be repeated on the EMT model, or the validation scope should be stated more narrowly in the abstract and conclusions.
minor comments (6)
- [Table 1] Table 1 marks this article with GA under Design method and ticks PESd/PESc, but several comparison columns for prior work are blank or only footnoted; a short legend pass would make the claimed novelty versus [16] and the NMPC/backstepping line easier to audit.
- [§2.1.2] Hypotheses 1–3 in §2.1.2 justify Tc ≈ 100 ms from [29], but the reduced plant never reintroduces inner-loop or Q–V dynamics even as a sensitivity check. A brief remark on when the dominant-pole reduction would break (weak grids, aggressive voltage droop) would help readers bound applicability.
- [§3.2, Eqs. (14)–(20)] Penalty weight 1000 and bounds in (20) are stated without tuning rationale; one sentence on how sensitive the GA solution is to the penalty coefficient would strengthen §3.2.
- [Figure 2, §2.2] Figure 2 is readable but the feedforward path and the sign inversion into PD-out are easy to miss; labeling Δu²_dc and the [−1,0] range of Δpout-sp on the diagram would match the text in §2.2.
- [§2] Minor wording/typos: “theinteractionsbetweenthePES” and similar spacing artifacts in §2; “casestudy” in the same section; ensure consistent u_dc vs u²_dc notation everywhere.
- [§1, §5] Future-work items (lab validation, short-circuit faults, SCR, multi-machine) are appropriate; consider citing them once in the introduction when scoping the present claim so readers do not over-interpret the abstract.
Circularity Check
No significant circularity: GA-tuned dual-loop DC-link control is ordinary constrained optimization plus independent EMT/ablation checks, not a by-construction prediction.
full rationale
The paper’s load-bearing chain is: (i) reduce GFM cascade and PES to first-order lags under stated hypotheses (§2.1.2–2.1.3); (ii) coordinate PI-PES restoration with PD-out transient protection on Δu²dc (Fig. 2); (iii) tune four gains by minimizing IAE of pout and u²dc plus hard penalties on voltage/power bounds (Eqs. 13–22); (iv) show single-sided PID-out or PID-PES fail the same constraints (§3.4.2); (v) re-simulate the base gains on a full-order EMT VSM not used inside the GA (§4, Fig. 8). None of these steps equates a claimed prediction to its defining input. The fitness J is an explicit design objective, not a physical constant fitted then re-presented as discovery; success against penalties and the ablation are independent of renaming the objective. Self-citations ([29], [47], [48]) supply a previously lab-checked GFM plant model, a parameter repo, and a simulation tool—they do not import a uniqueness theorem or ansatz that forces the dual-loop result. Scope limits (TPES≈1 s, load-step-only tests) are assumptions about generality, not circular reductions. Score 0; steps empty.
Axiom & Free-Parameter Ledger
free parameters (6)
- Kp,PES, Ki,PES, Kp,out, Kd,out =
base: 3.15, 3.06, 0.57, 0.066 p.u.
- TPES =
1 s
- Tc =
0.1 s
- C (HDC / Cs) =
0.02 s
- w1, w2 and penalty coefficient 1000 =
w1=w2=1.0; penalty add 1000×violation
- u_dc trip window [0.7, 1.15] p.u. =
[0.7, 1.15] p.u.
axioms (7)
- domain assumption Predominantly inductive grid (X≫R) yields P≈(V1V2/X)δ and P–θ / Q–V decoupling for active-power design.
- domain assumption Inner current/voltage loops are fast enough that Gc(0)≈Gv(0)≈1 relative to the VSM outer loop (singular perturbation / time-scale separation).
- domain assumption Critically/over-damped VSM power loop may be replaced by first-order lag 1/(Tcs+1) with Tc≈100 ms.
- domain assumption PES power delivery is adequately represented by a first-order lag with time constant TPES for DC-link stability design.
- standard math DC-link energy balance Estored=∫(PDC−PAC)dt=½C Vdc² and HDC=CF Vdc,nom²/(2 SN) characterize the buffer.
- domain assumption Load-generation mismatch at the grid appears to the converter as a step change in pload suitable as the design disturbance.
- ad hoc to paper Excluding Ki,out and Kd,PES (set to 0) is required so AC-side droop/steady-state power tracking and PES limits are respected.
invented entities (1)
-
Dual supervisory DC-link layer (PI-PES restoration + PD-out transient protection) with role/time-scale separation
no independent evidence
read the original abstract
The gradual substitution of conventional synchronous generators by converter-interfaced renewable energy sources raises concerns about the reduction of conventional inertia in electric power systems and the ensuing threat to their stability. In this regard, grid-forming voltage source converters have been proposed as a key solution to address this challenge. Although a growing body of literature addresses DC-link voltage regulation in grid-forming converters, most existing approaches implicitly assume an ideal and unconstrained DC power source. As a result, the dynamic response and operational limits of the primary energy source, which can critically shape the available DC-side power during transients, are rarely modeled or explicitly accounted for in the design of the DC-link control. This paper demonstrates that incorporating these aspects at the design stage reduces the risk of converter disconnection from the power grid under sudden power imbalances, while enhancing system resilience. A systematic methodology based on a Genetic Algorithm is proposed to tune the control parameters. The performance of the proposed control is validated by simulation using a detailed electromagnetic transient model.
Figures
Reference graph
Works this paper leans on
-
[1]
Frequencycontrolchallengesandpotentialcountermeasures in future low-inertia power systems: A review,
M.N.H.Shazon, A.Jawadet al., “Frequencycontrolchallengesandpotentialcountermeasures in future low-inertia power systems: A review,”Energy Reports, vol. 8, pp. 6191–6219, 2022
2022
-
[2]
Impact of high penetration of renewable energy sources on grid frequency behaviour,
S. Saha, M. Saleem, and T. Roy, “Impact of high penetration of renewable energy sources on grid frequency behaviour,”International Journal of Electrical Power & Energy Systems, vol. 145, p. 108701, 2023
2023
-
[3]
Control of low-inertia power systems,
F. Dörfler and D. Groß, “Control of low-inertia power systems,”Annual Review of Control, Robotics, and Autonomous Systems, vol. 6, no. 1, pp. 415–445, 2023
2023
-
[4]
Project Inertia - Phase II: Updated Frequency Stability Analysis in Long Term Scenarios, Relevant Solutions and Mitigation Measures,
ENTSO-E, “Project Inertia - Phase II: Updated Frequency Stability Analysis in Long Term Scenarios, Relevant Solutions and Mitigation Measures,” ENTSO-E, Rue de Spa, 8, 1000 Brussels, Belgium, Tech. Rep., 2023
2023
-
[5]
Revisiting grid-forming and grid-following inverters: A duality theory,
Y. Li, Y. Gu, and T. C. Green, “Revisiting grid-forming and grid-following inverters: A duality theory,”IEEE Transactions on Power Systems, vol. 37, no. 6, pp. 4541–4554, 2022
2022
-
[6]
Grid forming converters in renewable energy sources dominated power grid: Control strategy, stability, application, and challenges,
H. Zhang, W. Xiang, W. Lin, and J. Wen, “Grid forming converters in renewable energy sources dominated power grid: Control strategy, stability, application, and challenges,”Jour- nal of modern power systems and clean energy, vol. 9, no. 6, pp. 1239–1256, 2021
2021
-
[7]
Evaluating the equivalent inertia of grid- following and grid-forming inverter-based resources,
Z. I. Mahmood, H. Cui, B. She, and F. F. Li, “Evaluating the equivalent inertia of grid- following and grid-forming inverter-based resources,”IEEE Transactions on Energy Conver- sion, 2024
2024
-
[8]
Analytical design of contributions of grid-forming and grid-following inverters to frequency stability,
E. A. Ducoin, Y. Gu, B. Chaudhuri, and T. C. Green, “Analytical design of contributions of grid-forming and grid-following inverters to frequency stability,”IEEE Transactions on Power Systems, vol. 39, no. 5, pp. 6345–6358, 2024
2024
-
[9]
Interactive power to frequency dynamics between grid-forming inverters and synchronous generators in power electronics-dominated power systems,
R. W. Kenyon, A. Sajadi, M. Bossart, A. Hoke, and B.-M. Hodge, “Interactive power to frequency dynamics between grid-forming inverters and synchronous generators in power electronics-dominated power systems,”IEEE Systems Journal, vol. 17, no. 3, pp. 3456–3467, 2023
2023
-
[10]
Stability analysis of grid-forming converters under dc- side current limitation in primary frequency response regime,
S. Samanta and N. R. Chaudhuri, “Stability analysis of grid-forming converters under dc- side current limitation in primary frequency response regime,”IEEE Transactions on Power Systems, vol. 37, no. 4, pp. 3077–3091, 2021
2021
-
[11]
Frequency stability of synchronous machines and grid-forming power converters,
A. Tayyebi, D. Groß, A. Anta, F. Kupzog, and F. Dörfler, “Frequency stability of synchronous machines and grid-forming power converters,”IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 8, no. 2, pp. 1004–1018, 2020
2020
-
[12]
Fast frequency support from grid-forming converters under dc-and ac-side current limits,
S. Samanta, N. R. Chaudhuri, and C. M. Lagoa, “Fast frequency support from grid-forming converters under dc-and ac-side current limits,”IEEE Transactions on Power Systems, vol. 38, no. 4, pp. 3528–3542, 2022. 31
2022
-
[13]
Nonlinear model predictive control for droop-based grid forming converters providing fast frequency support,
S. Samanta, C. M. Lagoa, and N. R. Chaudhuri, “Nonlinear model predictive control for droop-based grid forming converters providing fast frequency support,”IEEE Transactions on Power Delivery, vol. 39, no. 2, pp. 790–800, 2023
2023
-
[14]
Nonlinear backstepping control of grid-forming converters in presence of grid-following converters and synchronous generators,
L. Karunaratne, N. R. Chaudhuri, A. Yogarathnam, and M. Yue, “Nonlinear backstepping control of grid-forming converters in presence of grid-following converters and synchronous generators,”IEEE Transactions on Power Systems, vol. 39, no. 1, pp. 1948–1964, 2023
1948
-
[15]
Transient stability analysis and design of vsgs with different dc-link voltage controllers,
C. Shen, W. Gu, W. Sheng, and K. Liu, “Transient stability analysis and design of vsgs with different dc-link voltage controllers,”CSEE Journal of Power and Energy Systems, vol. 10, no. 2, pp. 593–604, 2023
2023
-
[16]
Resource-aware grid-forming synchronization control: Design, analysis and validation,
J. Girona-Badia, V. A. Lacerda, D. W. Spier, E. Prieto-Araujo, and O. Gomis-Bellmunt, “Resource-aware grid-forming synchronization control: Design, analysis and validation,”IEEE Transactions on Energy Conversion, 2024
2024
-
[17]
Stabilityanalysisandcontroldesign of grid-forming converters with dc-link effect,
C.Xu, Z.Zou, X.Liu, M.Huang, W.Chen, andZ.Wang, “Stabilityanalysisandcontroldesign of grid-forming converters with dc-link effect,”IEEE Transactions on Power Electronics, 2025
2025
-
[18]
Design-oriented analysis of dc-link voltage control for transient stability of grid-forming inverters,
C. Luo, T. Liu, X. Wang, and X. Ma, “Design-oriented analysis of dc-link voltage control for transient stability of grid-forming inverters,”IEEE Transactions on Industrial Electronics, vol. 71, no. 4, pp. 3698–3707, 2023
2023
-
[19]
Small-signal synchronization stability of grid-forming convert- ers with regulated dc-link dynamics,
L. Zhao, Z. Jin, and X. Wang, “Small-signal synchronization stability of grid-forming convert- ers with regulated dc-link dynamics,”IEEE Transactions on Industrial Electronics, vol. 70, no. 12, pp. 12399–12409, 2023
2023
-
[20]
A novel dc-link voltage syn- chronous control with enhanced inertial capability for full-scale power conversion wind turbine generators,
Y. Qin, H. Wang, D. Zhou, Z. Deng, J. Zhang, and X. Cai, “A novel dc-link voltage syn- chronous control with enhanced inertial capability for full-scale power conversion wind turbine generators,”IET Renewable Power Generation, vol. 18, no. 4, pp. 690–705, 2024
2024
-
[21]
Two-stage pv grid-connected control strategy based on adaptive virtual inertia and damping control for dc-link capacitor dynamics self-synchronization,
A. Tian, Y. Wu, Z. Hu, Z. Wang, T. Wu, J. Jiang, and Z. Peng, “Two-stage pv grid-connected control strategy based on adaptive virtual inertia and damping control for dc-link capacitor dynamics self-synchronization,”Journal of Energy Storage, vol. 72, p. 108659, 2023
2023
-
[22]
Transient stabilization control of electric synchronous machine for preventing the collapse of dc-link voltage,
Y. Peng, Z. Shuai, C. Shen, X. Hou, and Z. J. Shen, “Transient stabilization control of electric synchronous machine for preventing the collapse of dc-link voltage,”IEEE Transactions on Smart Grid, vol. 14, no. 1, pp. 82–93, 2022
2022
-
[23]
Energy management in converter-interfaced renewable energy sources through ultracapacitors for provision of an- cillary services,
A. M. Gross, K.-N. Malamaki, M. Barragán-Villarejo, G. C. Kryonidis, F. J. Matas-Díaz, S. I. Gkavanoudis, J. M. Mauricio, J. M. Maza-Ortega, and C. S. Demoulias, “Energy management in converter-interfaced renewable energy sources through ultracapacitors for provision of an- cillary services,”Sustainable Energy, Grids and Networks, vol. 32, p. 100911, 2022
2022
-
[24]
Use of ultra- capacitor for provision of inertial response in virtual synchronous generator: Design and experimental validation,
G. C. Kryonidis, J. M. Mauricio, K.-N. D. Malamaki, M. Barragán-Villarejo, F. de Paula García-López, F. J. Matas-Diaz, J. M. Maza-Ortega, and C. S. Demoulias, “Use of ultra- capacitor for provision of inertial response in virtual synchronous generator: Design and experimental validation,”Electric Power Systems Research, vol. 223, p. 109607, 2023
2023
-
[25]
Entso-e publishes phase ii technical report on grid forming requirements,
ENTSO-E, “Entso-e publishes phase ii technical report on grid forming requirements,” ENTSO-E News, Nov. 2025, last ac- cessed: 2025-12-18. [Online]. Available: https://www.entsoe.eu/news/2025/11/04/ entso-e-publishes-phase-ii-technical-report-on-grid-forming-requirements/
2025
-
[26]
Immunity of grid-forming control without energy storage to transient changes of grid frequency and phase,
N. R. Klaes and J. Fortmann, “Immunity of grid-forming control without energy storage to transient changes of grid frequency and phase,”IEEE Open Journal of the Industrial Electronics Society, vol. 6, pp. 265–276, 2025. 32
2025
-
[27]
Impact on transient stability of self-synchronisation control strategies in grid-forming power converters,
R. E. Ávila-Martínez, X. Guillaud, J. Renedo, L. Rouco, A. Garcia-Cerrada, and L. Sigrist, “Impact on transient stability of self-synchronisation control strategies in grid-forming power converters,”International Journal of Electrical Power & Energy Systems, vol. 174, p. 111540, 2026
2026
-
[28]
Selective modal analysis,
L. Rouco, F. Pagola, G. C. Verghese, and I. J. Pérez-Arriaga, “Selective modal analysis,” in Power system coherency and model reduction. Springer, 2013, pp. 199–258
2013
-
[29]
Improvements of a multi-agent secondary controller for reconnecting a microgrid to the main grid,
A. Tomás-Martín, J. Roldán-Pérez, N. Jankovic, S. Yagüe, L. Sigrist, and A. García-Cerrada, “Improvements of a multi-agent secondary controller for reconnecting a microgrid to the main grid,”International Journal of Electrical Power & Energy Systems, vol. 177, p. 111797, 2026
2026
-
[30]
Internal energy based grid-forming control for mmc-hvdc systems with wind farm integration,
R. Yang, G. Shi, C. Zhang, G. Li, and X. Cai, “Internal energy based grid-forming control for mmc-hvdc systems with wind farm integration,”IEEE Transactions on Industry Applications, vol. 59, no. 1, pp. 503–512, 2022
2022
-
[31]
Dc voltage control with grid-forming capability for enhancing stability of hvdc system,
G. Shafique, J. Boukhenfouf, F. Gruson, F. Colas, and X. Guillaud, “Dc voltage control with grid-forming capability for enhancing stability of hvdc system,”Journal of Modern Power Systems and Clean Energy, vol. 13, no. 1, pp. 66–78, 2025
2025
-
[32]
Outline for a logical theory of adaptive systems,
J. H. Holland, “Outline for a logical theory of adaptive systems,”Journal of the ACM (JACM), vol. 9, no. 3, pp. 297–314, 1962
1962
-
[33]
Genetic Algorithm,
“Genetic Algorithm,” https://www.mathworks.com/discovery/genetic-algorithm.html
-
[34]
Metaheuristic algorithms for pid controller parameters tuning: Review, approaches and open problems,
S. B. Joseph, E. G. Dada, A. Abidemi, D. O. Oyewola, and B. M. Khammas, “Metaheuristic algorithms for pid controller parameters tuning: Review, approaches and open problems,” Heliyon, vol. 8, no. 5, 2022
2022
-
[35]
Design and robustness analysis of fuzzy pid controller for au- tomatic voltage regulator system using genetic algorithm,
T. Dogruer and M. S. Can, “Design and robustness analysis of fuzzy pid controller for au- tomatic voltage regulator system using genetic algorithm,”Transactions of the Institute of Measurement and Control, vol. 44, no. 9, pp. 1862–1873, 2022
2022
-
[36]
An improved genetic algorithm based fractional open circuit voltage mppt for solar pv systems,
A. Hassan, O. Bass, and M. A. Masoum, “An improved genetic algorithm based fractional open circuit voltage mppt for solar pv systems,”Energy Reports, vol. 9, pp. 1535–1548, 2023
2023
-
[37]
Parameter tuning of pss and statcom controllers using genetic algorithm for improvement of small-signal and transient stability of power systems with wind power,
J. Bhukya and V. Mahajan, “Parameter tuning of pss and statcom controllers using genetic algorithm for improvement of small-signal and transient stability of power systems with wind power,”International Transactions on Electrical Energy Systems, vol. 31, no. 7, p. e12912, 2021
2021
-
[38]
How the Genetic Algorithm Works,
The MathWorks, Inc., “How the Genetic Algorithm Works,” 2026, accessed: May 5, 2026. [Online]. Available: https://es.mathworks.com/help/gads/how-the-genetic-algorithm-works. html
2026
-
[39]
Genetic algorithms: Theory, genetic operators, solutions, and applications,
B. Alhijawi and A. Awajan, “Genetic algorithms: Theory, genetic operators, solutions, and applications,”Evolutionary Intelligence, vol. 17, no. 3, pp. 1245–1256, 2024
2024
-
[40]
Grid-forming control for solar pv systems with power reserves,
B. Pawar, E. I. Batzelis, S. Chakrabarti, and B. C. Pal, “Grid-forming control for solar pv systems with power reserves,”IEEE Transactions on Sustainable Energy, vol. 12, no. 4, pp. 1947–1959, 2021
1947
-
[41]
M. Guan, “Scheduled power control and autonomous energy control of grid-connected energy storage system (ess) with virtual synchronous generator and primary frequency regulation capabilities,”IEEE transactions on power systems, vol. 37, no. 2, pp. 942–954, 2021
2021
-
[42]
Analysis of primary frequency reg- ulation characteristics of pv power plant considering communication delay,
W. Zhou, C. Li, L. Yang, Z. Li, C. Zhang, and T. Zheng, “Analysis of primary frequency reg- ulation characteristics of pv power plant considering communication delay,”Energy Reports, vol. 9, pp. 1315–1325, 2023. 33
2023
-
[43]
Coordinated frequency modulation control strategy of wind power and energy storage considering mechanical load optimization,
C. Zhang, J. Li, S. Liu, P. Hu, J. Feng, H. Ren, R. Zhang, and J. Jia, “Coordinated frequency modulation control strategy of wind power and energy storage considering mechanical load optimization,”Energies, vol. 17, no. 13, p. 3198, 2024
2024
-
[44]
Grid forming fast frequency response for pmsg-based wind turbines,
X. Lyu and D. Groß, “Grid forming fast frequency response for pmsg-based wind turbines,” IEEE Transactions on Sustainable Energy, vol. 15, no. 1, pp. 23–38, 2023
2023
-
[45]
Iterative optimization method for frequency stability constraints in renewable energy-integrated power systems,
R. Gao and H. Wang, “Iterative optimization method for frequency stability constraints in renewable energy-integrated power systems,”IET Generation, Transmission & Distribution, vol. 19, no. 1, p. e70165, 2025
2025
-
[46]
Harmonic virtual impedancedesignforoptimalmanagementofpowerqualityinmicrogrids,
F. Göthner, J. Roldán-Pérez, R. E. Torres-Olguin, and O.-M. Midtgård, “Harmonic virtual impedancedesignforoptimalmanagementofpowerqualityinmicrogrids,”IEEE Transactions on Power Electronics, vol. 36, no. 9, pp. 10114–10126, 2021
2021
-
[47]
Grid-Forming Voltage-Source Con- verter vFlexP Case with PES and DC-link Control,
C. De Paolis Robles and A. Tomás-Martín, “Grid-Forming Voltage-Source Con- verter vFlexP Case with PES and DC-link Control,” https://github.com/carlodpr/ GFM-VSC-DC-link-control---PES.git, 2026, GitHub repository
2026
-
[48]
A vector-based flexible-complexity tool for sim- ulation and small-signal analysis of hybrid ac/dc power systems,
A. Tomás-Martín, C. D. Zuluaga-Ríos, J. Suárez-Porras, J. García-Aguilar, L. Sigrist, A. García-Cerrada, and B. Kazemtabrizi, “A vector-based flexible-complexity tool for sim- ulation and small-signal analysis of hybrid ac/dc power systems,”Sustainable Energy, Grids and Networks, p. 101817, 2025. 34
2025
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.