Your Scholar profile lists 68 rows. Stripping duplicate listings, preprints, trade columns and items you didn't author leaves 47 genuinely peer-reviewed publications — a substantial record whose citation impact and venue prestige point in noticeably different directions.
Ranked using the standards that actually get applied in evaluation: ABS Academic Journal Guide ratings for management and operations journals, SJR quartiles for the engineering and environmental titles, and CORE ranks for the computer-science conferences.
All 47 peer-reviewed outputs by tier
Segment width is proportional to count.
The short answer: 10 outputs (21%) sit in genuinely good-to-great venues, 21 (45%) in solid respectable ones, and 16 (34%) in venues that carry little evaluative weight — mostly MDPI and IEEE Access megajournals, plus workshop papers and one non-indexed journal.
This is the finding worth acting on. Your Tier 1 and Tier 2 venues hold 21% of your output but only 8% of your citations. The mid and low tiers carry almost everything.
Share of outputs vs. share of citations, by tier
Both bars are percentages on the same 0–55% scale.
Two papers drive most of it. Additive manufacturing in the spare parts supply chain (Computers in Industry, 2014) has 1,111 citations on its own — 30% of your entire peer-reviewed total — and Digital Twin: Vision, Benefits, Boundaries (IEEE Access, 2019) adds another 877. The second of those sits in a venue most committees discount, which is the awkward part: your single most visible recent paper lives in a megajournal.
The eight MDPI and IEEE Access articles together account for 1,320 citations — more than a third of your record. They are doing real work for your visibility while contributing almost nothing to your venue profile.
Split the record into three eras and the pattern is unmistakable.
2014–2018: 16 peer-reviewed outputs, 1 in Tier 1–2. 2019–2022: 15 outputs, 2 in Tier 1–2. 2023–2026: 16 outputs, 7 in Tier 1–2 — a seven-fold jump in top-venue rate.
The pivot into AI and machine learning is what did it. AAAI 2026 and NeurIPS 2025 are both CORE A* with acceptance rates around 20–25%, and they are the two strongest conference placements in your entire record. Meanwhile the operations side landed Journal of Operations Management (2023) — ABS 4*, and the single best venue on your CV — plus new 2026 papers in IJPR and IJPE. If the last three years were assessed alone, the profile would read very differently from the full record.
The counterweight: the same recent period includes three arXiv-only preprints, two papers at an unranked new venue, and an ICML workshop paper. Workshop and preprint output is fine as a pipeline, but it currently makes up a visible share of your 2025–26 listings.
Every peer-reviewed output, grouped by tier and sorted by citations within each.
ABS 4*/4 journals and CORE A* main-track conferences. The venues a promotion committee counts first.
| Work | Venue | Type | Year | Cites | Basis |
|---|---|---|---|---|---|
| Hybrid digital manufacturing | Journal of Operations Management | Journal | 2023 | 67 | ABS 4*, top-3 OM journal |
| DetectiumFire multi-modal dataset | NeurIPS 2025 | Conference | 2025 | 3 | CORE A* |
| Targeting Misalignment (reward-model LLM alignment) | AAAI 2026 | Conference | 2026 | 2 | CORE A* |
ABS 3 journals, Q1 outlets with real desk-reject rates, CORE A conferences. Unambiguously good.
| Work | Venue | Type | Year | Cites | Basis |
|---|---|---|---|---|---|
| Generative design & AM in human-AI symbiosis | Decision Sciences | Journal | 2024 | 80 | ABS 3, classic OM outlet |
| ML-based automated waste sorting in construction | Waste Management | Journal | 2025 | 61 | Q1, SJR 1.59, IF ~11 |
| Selective laser melting raw material commoditization | Int. J. of Production Research | Journal | 2018 | 49 | ABS 3, Q1 |
| Impact of AM on supply chain complexity | HICSS 2020 | Conference | 2020 | 30 | CORE A |
| Crowdsourcing mechanisms of mega hackathons | IEEE Trans. Engineering Management | Journal | 2021 | 16 | ABS 2, Q1 |
| Vision-language model-enabled cyberphysical link | Int. J. of Production Research | Journal | 2026 | — | ABS 3, Q1 OM/IE |
| AI-enabled generative design for AM inventory pooling | Int. J. of Production Economics | Journal | 2026 | — | ABS 3, Q1 |
Q1/Q2 specialist journals outside the ABS list, established community conferences (IFIP, EurOMA, DESRIST, IECON, SFF), Springer edited volumes. Respectable, not headline.
| Work | Venue | Type | Year | Cites | Basis |
|---|---|---|---|---|---|
| AM in the spare parts supply chain | Computers in Industry | Journal | 2014 | 1111 | Q1 IE; signature paper |
| The direct digital manufacturing (r)evolution | Operations Management Research | Journal | 2016 | 308 | ABS 1 |
| Risk reduction in new product launch | Computers in Industry | Journal | 2015 | 156 | Q1 IE |
| AM in spare parts SC: hub configuration | Rapid Prototyping Journal | Journal | 2018 | 107 | Q1/Q2 specialist |
| IoT-based automation for older homes | IEEE SOCA 2018 | Conference | 2018 | 76 | CORE B/C |
| To kit or not to kit | Computers in Industry | Journal | 2018 | 44 | Q1 IE, not ABS-listed |
| Digital twin for safety & risk: hydrogen vessel | DESRIST 2020 | Conference | 2020 | 32 | CORE B |
| Manufacturing digitalization & production planning | IFIP APMS 2015 | Conference | 2015 | 20 | established IFIP series |
| AM as an Enabler of Digital Spare Parts | Managing 3D Printing (Springer) | Book chapter | 2020 | 19 | Springer edited volume |
| Digital twin for safety and comfort: sauna | IECON 2020 | Conference | 2020 | 12 | CORE B / major IES conference |
| Supply chain modifications for AM cost-benefit | SFF Symposium 2014 | Conference | 2014 | 11 | leading AM community venue |
| IoT-enabled workplaces: energy management | IECON 2019 | Conference | 2019 | 9 | CORE B |
| Current & Future Business Models for 3D Printing | 3D Printing, IP and Innovation | Book chapter | 2017 | 7 | edited scholarly volume |
| Production capacity pooling in AM | IFIP APMS 2017 | Conference | 2017 | 5 | established IFIP series |
| LLaVA-SCO: teach VLMs to self-correct | CVPR 2025 (workshop track) | Conference | 2025 | 4 | main track A*; workshop weaker |
| Design for AM: motivations & performance | EurOMA 2019 | Conference | 2019 | 4 | leading European OM conference |
| Operations Management of Additive Manufacturing | IFIP APMS 2024 | Conference | 2024 | 2 | established IFIP series |
| NFTs in AM: enhancing IPR protection | DESRIST 2022 | Conference | 2022 | 2 | CORE B / established DSR venue |
| Impact of raw material commoditization on SCs | SFF Symposium 2016 | Conference | 2016 | 1 | leading AM community venue |
| UA-TTRL: Uncertainty-Aware Test-Time RL | ICASSP 2026 | Conference | 2026 | — | CORE B |
| Emerging technologies in wind farm O&M | EurOMA 2022 | Conference | 2022 | — | leading European OM conference |
Broad-scope APC megajournals, non-indexed journals, workshop papers and unranked new venues. These count as publications but carry little evaluative weight.
| Work | Venue | Type | Year | Cites | Basis |
|---|---|---|---|---|---|
| Digital Twin: Vision, Benefits, Boundaries for Buildings | IEEE Access | Journal | 2019 | 877 | megajournal venue, exceptional impact |
| 3D printing in COVID-19: productivity estimation | Applied Sciences (MDPI) | Journal | 2020 | 138 | broad-scope megajournal |
| AM in construction: 3D concrete printing | Applied Sciences (MDPI) | Journal | 2021 | 106 | broad-scope megajournal |
| Challenges to implementing AM in globalised production | Int. J. of Collaborative Enterprise | Journal | 2016 | 73 | Inderscience, not WoS-indexed |
| Digital twin for safety and security: buildings | IEEE Access | Journal | 2023 | 61 | Q1 by SJR but low-selectivity megajournal |
| AM for localized medical parts production | IEEE Access | Journal | 2021 | 60 | megajournal |
| AM in the clothing industry | Applied Sciences (MDPI) | Journal | 2021 | 54 | broad-scope megajournal |
| [WiP] Fuzzy similarity for big data summarization | IEEE SOCA 2018 | Conference | 2018 | 27 | work-in-progress paper |
| AM of slow-moving automotive spare parts | J. Manufacturing & Materials Processing | Journal | 2022 | 25 | MDPI, Q2/Q3 |
| Digital twin & computer vision: systematic review | Applied Sciences (MDPI) | Journal | 2025 | 13 | broad-scope megajournal, Q2 |
| Computer vision-enabled construction waste sorting | Applied Sciences (MDPI) | Journal | 2025 | 11 | broad-scope megajournal, Q2 |
| Uncertainty-Aware Role-Switching Debate | Open Conf. AI Agents for Science 2025 | Conference | 2025 | 1 | new, unranked venue |
| Can Greenland be green | Future of Energy | Book chapter | 2015 | 1 | edited teaching volume |
| Toward prosperity: energy for rural Africa | Future of Energy | Book chapter | 2015 | 1 | edited teaching volume |
| MemBoost: cost-aware LLM inference | ICML 2026 workshop | Conference | 2026 | — | workshop, non-archival |
| IVTFuse infrared-visible image fusion | Open Conf. AI Agents for Science 2025 | Conference | 2025 | — | new, unranked venue |
21 of the 68 rows in your Scholar profile are not peer-reviewed publications. Scholar merges preprints, duplicates and trade pieces into one undifferentiated list, which is why the raw count overstates the record.
Legitimate scholarly output, but not countable as peer-reviewed publications. Combined citations: 35.
| Work | Venue | Year | Cites | Type |
|---|---|---|---|---|
| Digital Twin & Agentic AI for Wildfire Management | arXiv preprint | 2026 | 4 | preprint |
| RGB-TH-Bench | arXiv preprint | 2025 | 11 | preprint |
| Synthetic imagery for fuzzy object detection | arXiv preprint | 2024 | 1 | preprint |
| Impact Pathway: manufacturing cyberphysical items | SSRN / working paper | 2025 | 1 | working paper |
| Of narrow windows and acrobats (COVID) | no venue listed | 2021 | 1 | unclear |
| AM as a platform for cyber-physical services | no venue listed | 2018 | 13 | unclear |
| Digital transformation of operations via AM | TCT Magazine column | 2021 | — | trade press |
| Is 3D printing a magic bullet? | TCT Magazine column | 2020 | 2 | trade press |
| The emergence of blockchain technology | Stoori report | 2021 | — | industry report |
| Digital twin of buildings: benefits & boundaries | Stoori report | 2020 | — | industry report |
| Improving AM Enabled Operations | Aalto doctoral dissertation | 2018 | 1 | thesis |
| AM in spare parts SC: F-18E/F case | Aalto dept. working paper | 2016 | 1 | working paper |
Same work indexed twice, or a preprint alongside its published version. Counted once each.
Appearing in your profile but without you in the author list.