Pith. sign in

Researcher Evidence Record

Marcello Canova

This bounded record lists 18 Pith paper rows and 0 imported work rows attributed to this corpus identity. The enumerated, non-disputed paper rows include eess.SY, cs.LG, math.OC work dated 2020 to 2025. The record describes sources and coverage; it makes no judgment about the person.

Compiled coverage vector

Measured lane counts only. Not a trust score or person verdict.

Enumerated paper scope: 4 fields (eess.SY, cs.LG, math.OC, +1 more) · 2020-2025 sources: authors, author_identifiers · paper_authors · author_works · current_verdicts · cited_works

A sourced case file for attributed work. It is neither a profile score nor a verdict about this researcher.

Attributed works

A bounded ledger from the Pith paper and imported-work queries. Counts and source confidence stay with each work.

  1. 2025 Pith paper

    Augmented Physics-Based Li-ion Battery Model via Adaptive Ensemble Sparse Learning and Conformal Prediction

    eess.SY provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  2. 2025 Pith paper

    Optimal Design of Experiment for Electrochemical Parameter Identification of Li-ion Battery via Deep Reinforcement Learning

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  3. 2025 Pith paper

    Real-Time Optimal Design of Experiment for Parameter Identification of Li-Ion Cell Electrochemical Model

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    6
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  4. 2025 Pith paper

    Modeling Driver Behavior in Speed Advisory Systems: Koopman-based Approach with Online Update

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  5. 2024 Pith paper

    Improving Low-Fidelity Models of Li-ion Batteries via Hybrid Sparse Identification of Nonlinear Dynamics

    eess.SY provisional current review present

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: a current Pith review exists.
    Citation counts
    • 1 pith inbound references from cited_work_pith_inbound_counts
  6. 2024 Pith paper

    Data-Driven Personalized Energy Consumption Range Estimation for Plug-in Hybrid Electric Vehicles in Urban Traffic

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    7
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  7. 2024 Pith paper

    Diagnosing and Decoupling the Degradation Mechanisms in Lithium Ion Cells: An Estimation Approach

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  8. 2024 Pith paper

    Parameter Identification for Electrochemical Models of Lithium-Ion Batteries Using Bayesian Optimization

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  9. 2023 Pith paper

    Eco-Driving Control of Connected and Automated Vehicles using Neural Network based Rollout

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  10. 2022 Pith paper

    Data-driven Driver Model for Speed Advisory Systems in Partially Automated Vehicles

    cs.RO provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  11. 2021 Pith paper

    Model Predictive Control for Automotive Climate Control Systems via Value Function Approximation

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  12. 2021 Pith paper

    Real-time Eco-Driving Control in Electrified Connected and Autonomous Vehicles using Approximate Dynamic Programming

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  13. 2021 Pith paper

    Eco-Driving of Connected and Autonomous Vehicles with Sequence-to-Sequence Prediction of Target Vehicle Velocity

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    2
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  14. 2021 Pith paper

    Safe Model-based Off-policy Reinforcement Learning for Eco-Driving in Connected and Automated Hybrid Electric Vehicles

    cs.LG provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  15. 2021 Pith paper

    A GPU Implementation of a Look-Ahead Optimal Controller for Eco-Driving Based on Dynamic Programming

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    5
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  16. 2021 Pith paper

    An Algorithm to Warm Start Perturbed (WASP) Constrained Dynamic Programs

    math.OC provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  17. 2021 Pith paper

    A Deep Reinforcement Learning Framework for Eco-driving in Connected and Automated Hybrid Electric Vehicles

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    4
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.
  18. 2020 Pith paper

    Integrated Approximate Dynamic Programming and Equivalent Consumption Minimization Strategy for Eco-Driving in a Connected and Automated Vehicle

    eess.SY provisional measured, no current review

    Sources and evidence
    Authorship source
    arxiv_oai
    Printed name
    Marcello Canova
    Author position
    3
    Identity state
    provisional
    Source confidence
    0.7
    Review coverage
    Measured: no current Pith review exists.
    Citation counts
    No source count is attached to this work row.

Evidence apparatus

The machinery behind this record. Every lane states whether Pith measured it, did not query it, could not reach it, or withheld it.

LaneStateObservedBoundary and source
identity Measured 2 Canonical identity row plus public typed identifiers.
source=authors, author_identifiers
papers Measured 18 of 18 bounded rows Rows attributed to this author UUID in the Pith corpus.
source=paper_authors
works Measured zero 0 of 0 bounded rows Imported works not duplicated by the paper ledger.
source=author_works
reviews Measured 2 of 18 bounded rows Coverage count only. No review outcome is projected onto the person.
source=current_verdicts
citations Measured 3 of 18 bounded rows Counts remain itemized by work and source.
source=cited_works
coauthors Measured 26 of 18 bounded rows Shared-work edges from admitted paper rows.
source=paper_authors
account Unavailable No public count of 1 bounded rows Account metadata is separate from corpus evidence.
source=users.author_id
Public identity sources
  • name variant
    Marcello Canova
    backfill
    confidence 0.6
Enumerated research scope

Fields and dates come only from enumerated, non-disputed Pith paper rows. They do not claim career completeness.

  • eess.SY13 rows
  • cs.LG2 rows
  • math.OC2 rows
  • cs.RO1 rows
  • 20201 rows
  • 20217 rows
  • 20221 rows
  • 20231 rows
  • 20244 rows
  • 20254 rows
Shared-work index
Record scope

The work queries are bounded. Missing rows may mean measured zero, an unavailable source, a query that did not run, or private data that Pith withheld. The lane table keeps those cases separate.

Paper findings remain attached to papers. They do not become findings about this researcher.