Ranulfo Bezerra
Research

01

Collective Observability & Adaptive Sensing

No single agent sees enough. Observability is something a system arranges, not something a sensor has.

A robot team and the sensors around it can only reason about what they can collectively observe. This pillar treats coverage, occlusion, and sensor placement as decisions the system makes and revises at run time — deploying sensors, moving to see, and choosing what is worth measuring next.

Open questions

  1. 01

    Where should a sensor be placed when the environment, not the map, decides what matters?

  2. 02

    When is it cheaper for a robot to move than for the network to add a sensor?

  3. 03

    How does a team know what it currently cannot see?

01/Methods and topics

02/Research funding

03/Related projects

04/Representative publications

11

2025

Universal HueCode: Embedding Additional Markers into Monochrome Markers Using Optimal Color Scheme and Recognition Robust to Illumination Changes

Masaki Yokota, Yoshito Okada, Ranulfo Bezerra, Kazunori Ohno, Kenjiro Tadakuma, Satoshi Tadokoro

Robotics Symposia 2025·Domestic conference

2020

Attachable Sensor Boxes to Visualize Backhoe Motion

Kento Yamada, Kazunori Ohno, Naoto Miyamoto, Taro Suzuki, Shotaro Kojima, Ranulfo Bezerra, Takahiro Suzuki, Keiji Nagatani, Yukinori Shibata, Kimitaka Asano, Tomohiro Komatsu, Satoshi Tadokoro

IEEE/SICE SII 2020·Conference

Abstract +

Sensing position and orientation of construction vehicle is an important issue for automation of construction process. We aim to develop sensing and visualization technologies for construction vehicles. Our target construction vehicle is backhoes. Construction vehicles are usually rented in construction fields. However, construction vehicles that can be rented do not have the sensing function. It is too hard to obtain backhoe position and manipulator pose without sensing information. This paper proposes an attachable sensor box that can measure backhoe position and orientation and the manipulator pose. The sensor boxes can be attached on backhoe metal surface by magnetic force without any additional manufacturing on the construction vehicle surface. By using WiFi communication and mobile battery the sensor box can be easily attached on large-size backhoe without wiring. After the work is done, it is easily detached by changing magnetic force power. At loading and scooping motion, backhoe arm and boom have large force exceeding 16 G. To attach the sensor boxes to the arm and boom, we designed an additional magnetic frame that can generate force of 1960 N. The sensor boxes were firmly attached to each joint and prevented to drop by any force from backhoes movement. We also measured the behavior of the backhoe in loading works in hot conditions over 30 °C and visualized backhoe pose and tip manipulator position.

DOI