Code | Website | Paper | Eval Dataset | Total models: 16 | Last Update: 28 May 2025
10 | 🚀 gemini-2.5-pro-deepresearch | 48.88 | 48.53 | 45.25 | 49.18 | 49.44 | 81.44 | 111.21 | Deep Research Agent |
📊 Column Descriptions
- Rank: Model ranking based on overall score
- model: Model name (🚀 = Deep Research Agent)
- overall: Overall Score (weighted average of all metrics)
- comp.: Comprehensiveness - How thorough and complete the research is
- insight: Insight Quality - Depth and value of analysis
- inst.: Instruction Following - Adherence to user instructions
- read.: Readability - Clarity and organization of content
- c.acc.: Citation Accuracy - Correctness of references
- eff.c.: Effective Citations - Relevance and quality of sources
- category: Model category
User Task 🎯
Task ID: 86
Description: Conduct a research report on the manufacturing technology options for hollow motor shafts used in New Energy Vehicle (NEV) electric drive units. List all current forming techniques, compare them based on criteria such as suitable materials, cost-effectiveness, required subsequent processing steps, and other relevant factors. Finally, identify the most suitable manufacturing routes for this specific application.
Generated Article 📖
Hollow motor shafts are integral components in New Energy Vehicle (NEV) electric drive units, offering benefits such as reduced weight and improved performance. Various manufacturing technologies are employed to produce these shafts, each with distinct advantages and considerations. Below is an overview of current forming techniques, a comparative analysis based on key criteria, and recommendations for the most suitable manufacturing routes for this application.
Current Forming Techniques:
Flow Forming:
Process: A metal blank is rotated while rollers apply pressure, deforming the material into the desired hollow shape.
Applications: Suitable for complex shapes with varying wall thicknesses.
Materials: Applicable to various metals, including high-carbon steels.
Advantages: Achieves weight optimization and cost reduction; allows for design flexibility and efficient material usage.
Considerations: Requires specialized equipment and expertise.
Radial Forging:
Process: A hollow billet is compressed radially using multiple hammers while a mandrel shapes the inner diameter.
Applications: Ideal for producing strong, lightweight hollow shafts.
Materials: Commonly used with steels requiring enhanced mechanical properties.
Advantages: Improves mechanical properties through refined microstructure; suitable for high-strength applications.
Considerations: Involves significant equipment investment and process control.
Three-Roll Skew Rolling:
Process: A hollow billet is rolled between three skewed rolls, reducing diameter and forming the shaft.
Applications: Used for producing hollow shafts with constant wall thickness.
Materials: Suitable for various steels.
Advantages: Efficient for mass production; maintains uniform wall thickness.
Considerations: Requires precise control to avoid defects; limited to certain geometries.
Welding and Integrated Forming:
Process: Combines extrusion forming with welding to create hollow shafts.
Applications: Common in producing hollow shafts with stepped inner holes.
Materials: Applicable to various metals.
Advantages: Allows for complex internal geometries; adaptable to different designs.
Considerations: Welding may introduce weaknesses; requires thorough quality control.
Machining (CNC Turning, Milling, Grinding):
Process: Material is removed from a solid blank to achieve the desired hollow shape.
Applications: Used for precise geometries and small production runs.
Materials: Suitable for a wide range of metals.
Advantages: High precision; flexibility in design changes.
Considerations: Material waste is higher; less cost-effective for large volumes.
Comparative Analysis:
Technique | Suitable Materials | Cost-Effectiveness | Subsequent Processing | Other Considerations |
---|---|---|---|---|
Flow Forming | Various metals | Moderate | Minimal | Requires specialized equipment; efficient material usage. |
Radial Forging | High-strength steels | High | Heat treatment | Enhances mechanical properties; significant equipment investment. |
Three-Roll Skew Rolling | Various steels | High | Minimal | Efficient for mass production; precise control needed to avoid defects. |
Welding and Integrated Forming | Various metals | Moderate | Quality inspections | Allows complex geometries; potential for weld-induced weaknesses. |
Machining | Wide range | Low (for small runs) | Extensive | High precision; higher material waste; less suitable for large volumes. |
Recommended Manufacturing Routes:
For NEV electric drive units, the optimal manufacturing route depends on production volume, material requirements, and design complexity:
High-Volume Production: Three-Roll Skew Rolling is advantageous due to its efficiency and ability to maintain uniform wall thickness, making it suitable for large-scale manufacturing.
High-Strength Requirements: Radial Forging enhances mechanical properties, making it ideal for applications demanding superior strength and durability.
Complex Geometries: Flow Forming offers flexibility in design and efficient material usage, accommodating intricate shapes and varying wall thicknesses.
Prototyping and Low-Volume Production: Machining provides high precision and flexibility, suitable for small batches and design iterations.
In conclusion, selecting the appropriate manufacturing technology for hollow motor shafts in NEV electric drive units requires careful consideration of material properties, production volume, design complexity, and cost constraints. Aligning the chosen method with these factors ensures optimal performance and efficiency in the final product.
Overall
Score
34.12
Comprehen-
siveness
28.60
Insight
Score
27.24
Instruction
Following
44.37
Readability
Score
41.47
Generated Article 📖
Hollow motor shafts for New Energy Vehicle (NEV) electric drive units require lightweight, high-strength, and cost-effective manufacturing solutions. Current technologies balance material efficiency, mechanical performance, and production scalability. Below is an analysis of forming techniques, their trade-offs, and optimal applications.
**Current Hollow Shaft Manufacturing Technologies
1. Cold Forging (Near-Net Shape)
Materials: High-strength steel alloys, including concast blooms or as-cast ingots with reduction ratios >3–5 [2][3].
Process: Utilizes hydraulic presses for forming hollow preforms, followed by heat treatment, proof-machining, and stress relieving [3][4].
Advantages:
Material savings: 30% weight reduction vs. solid shafts [3][6].
Cost reduction: 15% lower material costs vs. machining [4].
High productivity: 41% shorter machining time [3].
Post-processing: Limited to stress relief and precision machining [3].
Best for: High-volume production with strict weight and strength requirements (e.g., EV drivetrains) [4][6].
2. Radial/Rotary Forging
Materials: Steel billets or hollow tube blanks [6][9].
Process: Uses radial hammers (e.g., FELLS, GFM) for high-frequency deformation to create stepped inner holes [6][8].
Advantages:
Integrated forming: Eliminates welding, improving structural integrity [6].
Precision: Directly achieves complex geometries (e.g., multi-stage inner diameters) [6][9].
Limitations: Higher equipment costs (typically imported machinery) [6].
Best for: High-performance shafts requiring cooling channels or lightweight designs [4][6].
3. Hollow Cold Rolling of Seamless Pipes
Materials: Seamless steel pipes [5][8].
Process: Combines cold rolling, annealing, forging, and heat treatment to replace traditional rod-based forging [5][8].
Advantages:
Cost/time savings: 50% lower cycle time vs. conventional methods [5].
Sustainability: 68% material utilization rate, reduced energy waste [5].
Post-processing: Surface treatment and precision machining [8].
Best for: Mid-volume production with moderate strength requirements [5][8].
4. Welded Hollow Shafts
Materials: Steel tubes or extruded profiles [6].
Process: Extrusion forming followed by friction or laser welding [6].
Advantages:
Flexibility: Compatible with diverse geometries.
Weld strength: 80–90% of base material strength achievable [6].
Limitations:
Costs: 20% higher vs. solid shafts due to post-weld inspections (ultrasonic/X-ray) [6].
Weight reduction: Limited to 30–35% [6].
Best for: Prototyping or custom designs with moderate volumes [6].
Comparative Analysis
Criteria | Cold Forging | Radial Forging | Hollow Cold Rolling | Welded |
---|---|---|---|---|
Material Efficiency | High (30% savings) [3] | Moderate | High (68% utilization) [5] | Low (welding waste) [6] |
Strength | Excellent [3][4] | Excellent [6][9] | Good [5] | Moderate [6] |
Cost-Effectiveness | High (mass production) | Medium (equipment cost) | High [5][8] | Low (prototyping) [6] |
Post-Processing | Minimal [3] | Minimal [6] | Moderate [8] | Extensive [6] |
Suitability for NEVs | Ideal (weight/strength) | Ideal (cooling channels) | Viable (cost) | Limited (reliability) |
Recommended Manufacturing Routes
Cold Forging: Optimal for high-volume NEV applications requiring lightweight, high-strength shafts with minimal post-processing [3][4].
Radial/Rotary Forging: Preferred for shafts integrating cooling channels or multi-stage inner diameters, critical for high-speed EV motors [6][9].
Hollow Cold Rolling: Cost-effective alternative for mid-volume production with simpler geometries [5][8].
Welded methods remain niche due to reliability concerns, while advancements in forging and rolling technologies dominate NEV electrification trends. Manufacturers prioritizing energy efficiency and lifecycle costs should adopt integrated cold forging or radial forging processes [4][6][9].
参考文献:
[1] https://richconn.com/motor-shaft-machining/
[2] https://www.mdpi.com/2075-4701/14/6/702
[3] https://patents.google.com/patent/US9446445B2/en
[4] https://www.kanetakogyo.co.jp/en/latest_technology/hollow_shaft/
[5] http://www.patentbuddy.com/Patent/WO-2020253550-A1
[6] https://www.yeaphi.com/news/hollow-technology-of-motor-shaft/
[8] https://patentimages.storage.googleapis.com/45/d9/d8/6a600c526a36d3/EP3854517A1.pdf
[9] http://www.astrj.com/pdf-139134-67808?filename=Conception+of+Hollow.pdf
[10] https://info.ornl.gov/sites/publications/files/Pub31707.pdf
Overall
Score
37.44
Comprehen-
siveness
32.47
Insight
Score
32.77
Instruction
Following
44.59
Readability
Score
44.94
User Task 🎯
Task ID: 61
Description: Research on the price dynamics of chub mackerel in major aquatic markets of Pacific Rim countries, and its interannual variations in weight/length. Combined with oceanographic theory, these research findings can further establish direct correlations between high-quality marine biological resources, aquatic markets, fishery economics, and the marine environment.
Generated Article 📖
Chub mackerel (Scomber japonicus) is a pivotal species in the fisheries of Pacific Rim countries, with its population dynamics and market prices exhibiting significant interannual variations. These fluctuations are intricately linked to oceanographic conditions, influencing both the marine environment and fishery economics.
Price Dynamics in Pacific Rim Markets
The global wholesale price of frozen mackerel has experienced notable fluctuations over recent years. In 2023, prices ranged from $2.14 to $12.78 per kilogram, and in 2024, they varied between $2.24 and $10.48 per kilogram. These variations reflect changing market conditions, including supply and demand dynamics, fishing yields, and international trade policies. (dir.tridge.com)
Interannual Variations in Weight and Length
Studies have documented significant interannual variations in the growth patterns of chub mackerel. Research in the northwest Pacific Ocean indicates that the von Bertalanffy growth model best describes the length-at-age relationship for this species. The study observed that individual chub mackerel exhibited slower growth rates compared to previous studies, with relative condition factors varying among years, seasons, and regions. (mdpi.com)
Similarly, research in the Kuroshio-Oyashio area during 1970–1997 found that the annual mean fork length at age 0 was negatively correlated with year-class strength, which fluctuated significantly. Sea surface temperature (SST) during April–June was also negatively correlated with fork length at age 0, suggesting that environmental factors play a crucial role in the growth and development of chub mackerel. (spo.nmfs.noaa.gov)
Oceanographic Influences on Growth and Abundance
Oceanographic conditions, particularly sea surface temperature (SST), significantly impact the growth and distribution of chub mackerel. Optimal spawning SST ranges from 15°C to 22°C, with 18°C being ideal. Variations in SST can affect spawning timing, larval survival, and juvenile growth rates, leading to fluctuations in stock abundance. For instance, a study highlighted that changes in SST during the spawning period have a lag effect of 1–2 years on chub mackerel abundance, indicating a delayed response to environmental changes. (frontiersin.org)
Additionally, a bioenergetics model developed for chub mackerel in the northwest Pacific demonstrated that chlorophyll-a concentrations and SST are key factors influencing early life history and recruitment success. The model showed that years with higher growth rates in early stages corresponded to higher recruitment, emphasizing the importance of favorable environmental conditions for stock replenishment. (researchgate.net)
Implications for Fishery Economics and Management
The interplay between oceanographic conditions and chub mackerel growth directly affects fishery economics. Fluctuations in stock abundance, driven by environmental factors, lead to variability in catch volumes and market prices. Understanding these dynamics is essential for effective fishery management, as it informs decisions on catch limits, conservation measures, and market strategies. For example, recognizing the impact of SST on chub mackerel growth can aid in predicting stock fluctuations and implementing timely management actions to ensure sustainable fisheries.
In conclusion, the interannual variations in chub mackerel's weight and length are closely linked to oceanographic factors, particularly sea surface temperature. These variations have profound implications for fishery economics, underscoring the need for integrated approaches that consider both biological and environmental variables in fishery management and market analysis.
References
[1] https://dir.tridge.com/prices/frozen-mackerel?utm_source=openai - Global Frozen Mackerel Price | Tridge [2] https://www.mdpi.com/2077-1312/10/2/301?utm_source=openai - Growth Heterogeneity of Chub Mackerel (Scomber japonicus) in the Northwest Pacific Ocean
[3] https://spo.nmfs.noaa.gov/content/effects-density-dependence-and-sea-surface-temperature-interannual-variation-length-age?utm_source=openai - Effects of density-dependence and sea surface temperature on interannual variation in length-at-age of chub mackerel (Scomber japonicus) in the Kuroshio-Oyashio area during 1970-1997 | Scientific Publications Office [4] https://www.frontiersin.org/journals/marine-science/articles/10.3389/fmars.2022.996626/full?utm_source=openai - Frontiers | Climate-induced variation in a temperature suitability index of chub mackerel in the spawning season and its effect on the abundance [5] https://www.researchgate.net/publication/369965070_Development_of_a_bioenergetics_and_population_dynamics_coupled_model_A_case_study_of_chub_mackerel?utm_source=openai - (PDF) Development of a bioenergetics and population dynamics coupled model: A case study of chub mackerel
Overall Score
28.65
Comprehensiveness Score
25.93
Insight Score
27.22
Instruction-Following Score
30.25
Readability Score
33.92
🚧 Prompt-to-Leaderboard module not implemented yet.
Planned: inspect how individual prompts affect overall model ranking.