Repository navigation
Expand file tree
/
Copy pathpublications.html
More file actions
437 lines (386 loc) · 18.2 KB
/
Copy pathpublications.html
File metadata and controls
437 lines (386 loc) · 18.2 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
<!DOCTYPE HTML>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
<!-- Google tag (gtag.js) -->
<script async src="https://www.googletagmanager.com/gtag/js?id=G-KFDW0RJJ85"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'G-KFDW0RJJ85');
</script>
<title>Publications | Hassan Almubarak and CORTx Lab</title>
<meta name="description" content="Publications by Hassan Almubarak and the CORTx Lab on safety-critical control, barrier states, model predictive control, adaptive control, robotics, and autonomous systems.">
<meta name="author" content="Hassan Almubarak">
<meta name="viewport" content="width=device-width, initial-scale=1">
<link rel="preconnect" href="https://fonts.gstatic.com">
<link href="https://fonts.googleapis.com/css2?family=Open+Sans:ital,wght@0,300;0,400;0,500;0,600;0,700;1,300;1,400;1,500;1,600;1,700&display=swap" rel="stylesheet">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">
<link rel="stylesheet" type="text/css" href="stylesheet.css">
<link rel="icon" type="image/png" href="images/squared.png">
<link rel="canonical" href="https://cortx-lab.github.io/publications.html">
<style>
.page-title {
font-size: 34px;
font-weight: 700;
color: #0B3041;
margin-bottom: 12px;
}
.page-intro {
font-size: 17px;
line-height: 1.8;
margin-bottom: 18px;
}
.top-links {
margin-top: 8px;
margin-bottom: 28px;
}
.top-btn {
display: inline-block;
padding: 10px 14px;
margin: 0 10px 10px 0;
border-radius: 8px;
border: 1px solid #0B3041;
background: white;
color: #0B3041;
font-size: 15px;
font-weight: 600;
text-decoration: none;
transition: all 0.2s ease;
}
.top-btn:hover {
background: #0B3041;
color: white;
}
.year-heading {
font-size: 28px;
font-weight: 700;
color: #0B3041;
margin-top: 28px;
margin-bottom: 14px;
border-bottom: 1px solid #d9d9d9;
padding-bottom: 8px;
}
.pub-item {
border-left: 3px solid #275317;
padding: 6px 0 16px 18px;
margin-bottom: 18px;
}
.pub-title {
font-size: 21px;
font-weight: 700;
color: #111111;
line-height: 1.5;
margin-bottom: 6px;
}
.pub-authors {
font-size: 16px;
line-height: 1.7;
margin-bottom: 4px;
}
.pub-venue {
font-size: 16px;
color: #333333;
line-height: 1.7;
margin-bottom: 8px;
}
.pub-note {
font-size: 15px;
line-height: 1.7;
color: #444444;
margin-bottom: 10px;
}
.pub-links a {
display: inline-block;
padding: 7px 12px;
margin: 0 8px 8px 0;
border-radius: 999px;
border: 1px solid #cfd8dc;
background: #f7fafb;
color: #0B3041;
font-size: 14px;
font-weight: 600;
text-decoration: none;
transition: all 0.2s ease;
}
.pub-links a:hover {
border-color: #0B3041;
background: #eef4f7;
}
.pub-links .placeholder-link {
color: #777777;
border-style: dashed;
}
.pub-links .placeholder-link:hover {
color: #777777;
border-color: #cfd8dc;
background: #f7fafb;
cursor: default;
}
.small-note {
font-size: 15px;
line-height: 1.8;
color: #555555;
margin-top: 24px;
padding: 14px 16px;
background: #f8fbf7;
border-left: 4px solid #275317;
}
@media screen and (max-width: 900px) {
.page-title {
font-size: 30px;
}
.year-heading {
font-size: 24px;
}
.pub-title {
font-size: 19px;
}
}
</style>
</head>
<!-- NAVIGATION -->
<div class="header" style="width:100%;max-width:900px;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;padding-bottom:0px">
<a href="index.html" class="logo" style="color:black;font-size:18px; padding-top:30px">
<img src="images/blue_green_ver.png" height="120" data-keep-image="true" alt="CORTx logo">
</a>
<div class="header-right" style="padding-top:50px;">
<a href="index.html" style="font-size: 23px; color:#0B3041">Home</a>
<a href="people.html" style="font-size: 23px; color:#0B3041">People</a>
<a href="research.html" style="font-size: 23px; color:#0B3041">Research</a>
<a href="publications.html" style="font-size: 23px; color:#0B3041">Publications</a>
<a href="join.html" style="font-size: 23px; color:#0B3041">Join</a>
<br>
<div class="header-right" style="padding-top:0px;">
<a href="https://github.com/CORTx-Lab"><i class="fa fa-github" style="font-size:28px;color:#275317;"></i></a>
</div>
</div>
</div>
<body>
<table style="width:100%;max-width:900px;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;">
<tbody>
<tr>
<td style="padding:20px">
<div class="page-title">Publications</div>
<!-- <p class="page-intro">-->
<!-- Our publications span safety-critical control, model predictive control, robust and adaptive control, trajectory optimization, and autonomy for robotics and mobility systems.-->
<!-- </p>-->
<p class="page-intro">
For the most up-to-date list, check out <a href="https://scholar.google.com/citations?hl=en&user=QGsFCTsAAAAJ">Google Scholar</a>.
</p>
<!-- <div class="top-links">-->
<!-- <a class="top-btn" href="https://scholar.google.com/citations?hl=en&user=QGsFCTsAAAAJ">-->
<!-- <i class="fa fa-graduation-cap" aria-hidden="true"></i> Google Scholar-->
<!-- </a>-->
<!-- <a class="top-btn" href="https://cie.kfupm.edu.sa/people/faculty/dr-hassan-al-mubarak/">-->
<!-- <i class="fa fa-university" aria-hidden="true"></i> KFUPM Profile-->
<!-- </a>-->
<!-- </div>-->
<!-- 2026 -->
<div class="year-heading">2026</div>
<div class="pub-item">
<div class="pub-title">Barrier-Riccati Synthesis for Nonlinear Safe Control with Expanded Region of Attraction</div>
<div class="pub-authors">Hassan Almubarak, Maitham F. AL-Sunni, Justin T. Dubbin, Nader Sadegh, John M. Dolan, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>American Control Conference (ACC)</i>, 2026</div>
<div class="pub-note">
<!-- Riccati-based framework for nonlinear safety-critical control integrating barrier states with SDRE synthesis.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2504.15453">arXiv</a>
<a class="https://doi.org/10.23919/ACC--------">DOI</a>
</div>
</div>
<!-- 2025 -->
<div class="year-heading">2025</div>
<div class="pub-item">
<div class="pub-title">LLA-MPC: Fast Adaptive Control for Autonomous Racing</div>
<div class="pub-authors">Maitham F. AL-Sunni, Hassan Almubarak, Katherine Horng, John M. Dolan</div>
<div class="pub-venue"><i>IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)</i>, 2025</div>
<div class="pub-note">
<!-- Adaptive MPC for autonomous racing with rapid adaptation to changing tire-surface interactions and friction conditions.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2505.19512">arXiv</a>
<a href="https://ieeexplore.ieee.org/abstract/document/11246261/">IEEE Xplore</a>
<a href="https://github.com/DRIVE-LAB-CMU/LLA-MPC">Code</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">Barrier States Theory for Safety-Critical Multi-Objective Control</div>
<div class="pub-authors">Hassan Almubarak, Nader Sadegh, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>IEEE Transactions on Automatic Control</i>, 2025, pp. 8149-8164</div>
<div class="pub-note">
<!-- General barrier state theory for safety-critical multi-objective control, including robust safety notions and broad controller integrations.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2310.07022">arXiv</a>
<a href="https://doi.org/10.1109/TAC.2025.3584908">DOI</a>
<a href="https://github.com/CORTx-Lab/barrier-states-matlab">Code (MATLAB Toolbox)</a>
<a href="https://github.com/CORTx-Lab/barrier-states-python">Code (Python Package)</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">Safety Embedded Adaptive Control Using Barrier States</div>
<div class="pub-authors">Maitham F. AL-Sunni, Hassan Almubarak, John M. Dolan</div>
<div class="pub-venue"><i>American Control Conference (ACC)</i>, 2025, pp. 303-308</div>
<div class="pub-note">
<!-- Safe adaptive nonlinear control using barrier states for systems with parametric uncertainty.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2504.15423">arXiv</a>
<a href="https://doi.org/10.23919/ACC63710.2025.11107832">DOI</a>
</div>
</div>
<!-- 2024 -->
<div class="year-heading">2024</div>
<div class="pub-item">
<div class="pub-title">Differentiable Robust Model Predictive Control</div>
<div class="pub-authors">Alex Oshin, Hassan Almubarak, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>Robotics: Science and Systems (RSS)</i>, 2024</div>
<div class="pub-note">
<!-- Differentiable tube-based MPC framework for robust, safe control and online adaptation of controller and safety parameters.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2308.08426">arXiv</a>
<a href="https://roboticsconference.org/2024/program/papers/3/">RSS</a>
</div>
</div>
<!-- 2023 -->
<div class="year-heading">2023</div>
<div class="pub-item">
<div class="pub-title">Safe Importance Sampling in Model Predictive Path Integral Control</div>
<div class="pub-authors">Manan Gandhi, Hassan Almubarak, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>Preprint</i>, 2023</div>
<div class="pub-note">
<!-- Safety-controlled MPPI using embedded barrier state feedback to improve sample efficiency and safe exploration.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2303.03441">arXiv</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">Improved Exploration for Safety-Embedded Differential Dynamic Programming Using Tolerant Barrier States</div>
<div class="pub-authors">Joshua E. Kuperman, Hassan Almubarak, Augustinos D. Saravanos, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>21st International Conference on Advanced Robotics (ICAR)</i>, 2023, pp. 183-190</div>
<div class="pub-note">
<!-- Tolerant barrier state trajectory optimization for improved exploration while retaining strong safety structure.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2303.03360">arXiv</a>
<a href="https://doi.org/10.1109/ICAR58858.2023.10406518">DOI</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">L1 Adaptive Control of Constrained Systems Using Barrier States</div>
<div class="pub-authors">Christoph Aoun, Pan Zhao, Hassan Almubarak, Naira Hovakimyan, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>AIAA SciTech Forum</i>, 2023</div>
<div class="pub-note">
<!-- Integrated barrier state and L1 adaptive control architecture for constrained systems with uncertainties.-->
</div>
<div class="pub-links">
<a href="https://doi.org/10.2514/6.2023-1051">DOI</a>
</div>
</div>
<!-- 2022 -->
<div class="year-heading">2022</div>
<div class="pub-item">
<div class="pub-title">Gaussian Process Barrier States for Safe Trajectory Optimization and Control</div>
<div class="pub-authors">Hassan Almubarak, Manan Gandhi, Yuichiro Aoyama, Nader Sadegh, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>Preprint</i>, 2022</div>
<div class="pub-note">
<!-- Data-driven safe control and trajectory optimization using Gaussian processes integrated with barrier states.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2212.00268">arXiv</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">Barrier States Embedded Iterative Dynamic Game for Robust and Safe Trajectory Optimization</div>
<div class="pub-authors">Hassan Almubarak, Evangelos A. Theodorou, Nader Sadegh</div>
<div class="pub-venue"><i>American Control Conference (ACC)</i>, 2022, pp. 5166-5172</div>
<div class="pub-note">
<!-- Game-theoritic min-max differential dynamic programming with barrier states for robust and safe trajectory optimization.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2111.02979">arXiv</a>
<a href="https://doi.org/10.23919/ACC53348.2022.9867501">DOI</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">Safety Embedded Differential Dynamic Programming Using Discrete Barrier States</div>
<div class="pub-authors">Hassan Almubarak, Kyle Stachowicz, Nader Sadegh, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>IEEE Robotics and Automation Letters (RA-L)</i>, 2022</div>
<div class="pub-venue"><i>39th IEEE International Conference on Robotics and Automation (ICRA)</i>, 2022</div>
<div class="pub-note">
<!-- Discrete barrier state trajectory optimization for safe nonlinear control and planning.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2105.14608">arXiv</a>
<a href="https://doi.org/10.1109/LRA.2022.3143301">DOI</a>
<a href="https://github.com/CORTx-Lab/barrier-states-matlab">Code (MATLAB Toolbox)</a>
<a href="https://github.com/CORTx-Lab/barrier-states-python">Code (Python Package)</a>
</div>
</div>
<!-- 2021 -->
<div class="year-heading">2021</div>
<div class="pub-item">
<div class="pub-title">HJB Based Optimal Safe Control Using Control Barrier Functions</div>
<div class="pub-authors">Hassan Almubarak, Evangelos A. Theodorou, Nader Sadegh</div>
<div class="pub-venue"><i>60th IEEE Conference on Decision and Control (CDC)</i>, 2021, pp. 6829-6834</div>
<div class="pub-note">
<!-- Constrained HJB-based formulation for optimal safe control using control barrier functions.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2106.15560">arXiv</a>
<a href="https://doi.org/10.1109/CDC45484.2021.9683655">DOI</a>
</div>
</div>
<div class="pub-item">
<div class="pub-title">Safety Embedded Control of Nonlinear Systems via Barrier States</div>
<div class="pub-authors">Hassan Almubarak, Nader Sadegh, Evangelos A. Theodorou</div>
<div class="pub-venue"><i>IEEE Control Systems Letters</i>, vol. 6, pp. 1328-1333, 2022</div>
<div class="pub-venue"><i>60th IEEE Conference on Decision and Control (CDC)</i>, 2021</div>
<div class="pub-note">
<!-- Foundational barrier state framework for embedding safety into stabilization and nonlinear control design.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2102.10253">arXiv</a>
<a href="https://doi.org/10.1109/LCSYS.2021.3093255">DOI</a>
<a href="https://github.com/CORTx-Lab/barrier-states-matlab">Code (MATLAB Toolbox)</a>
<a href="https://github.com/CORTx-Lab/barrier-states-python">Code (Python Package)</a>
</div>
</div>
<!-- 2020 -->
<div class="year-heading">2020</div>
<div class="pub-item">
<div class="pub-title">Recursive Analytic Solution of Nonlinear Optimal Regulators</div>
<div class="pub-authors">Nader Sadegh, Hassan Almubarak</div>
<div class="pub-venue"><i>arXiv preprint</i>, 2020</div>
<div class="pub-note">
<!-- Analytic recursive solution framework for nonlinear (high order) optimal regulation.-->
</div>
<div class="pub-links">
<a href="https://arxiv.org/abs/2006.15685">arXiv</a>
</div>
</div>
<!-- 2019 -->
<div class="year-heading">2019</div>
<div class="pub-item">
<div class="pub-title">Infinite Horizon Nonlinear Quadratic Cost Regulator (NLQR)</div>
<div class="pub-authors">Hassan Almubarak, Nader Sadegh, D. G. Taylor</div>
<div class="pub-venue"><i>American Control Conference (ACC)</i>, 2019, pp. 5570–5575</div>
<div class="pub-note">
<!-- Developing infinite horizon nonlinear quadratic cost regulator (NLQR) formulation (closed form) and analysis.-->
</div>
<div class="pub-links">
<a href="https://doi.org/10.23919/ACC.2019.8814783">DOI</a>
</div>
</div>
</td>
</tr>
</tbody>
</table>
<script src="placeholder.js"></script>
</body>
</html>