Technology Needs and Trends

Last Update. S2 2022.

This list has been realized by the Inospin Digital Innovation (IDI) team based on the most popular technology requests received from industry players and on the most frequent research collaboration opportunities from academics and TTOs.

Covered topics include (scroll down for more)

  • Drug Discovery
  • Medtech / Diagnostic: 
  • Chemistry
  • Cosmetics & Skin care
  • Food & Beverage
  • Agriculture & Crop Science 
  • Environment & GreenTech

This is a living document subject to continued modification. There are no representations or warranties about the completeness, accuracy, or reliability of the information.


Get in touch with Inospin’s team to discuss your needs

Drug Discovery

Tendance : 🔥🔥🔥
  • Examining Mendelian traits and (GWAS) linked to coding variants of drug targets with machine learning
  • Graph link prediction approach in target identification
  • Utilisation of multi-omic expression data capturing in target identification
  • Stabilizing of protein identification using AI
Tendance : 🔥🔥🔥
  • System for phenotype-based anticancer drug screening using AI
  • Fingerprints for virtual screening
  • System for phenotype-based anticancer drug screening using artificial intelligence deep learning
Tendance : 🔥🔥🔥
  • Prediction and the computational identification of active compounds
  • Predicting drug activity against cancer cells by random forest models
  • Neural networks predicting UGT metabolism
  • Drug indication and response prediction systems and method using AI deep learning
  • Improved Methods Using Mass Spectrometry to Identify Cross-links in Proteins
  • Molecular Surface Interaction Fingerprinting for tasks such as protein–ligand prediction
  • Computational method to predict drug-Target interactions using graph mining (ML)
  • Artificial Intelligence in Aptamer–Target Binding Prediction
  • Prediction of immunotherapy drug sensitivity using AI
  • AI-based binding site detection in nucleic acid macromolecules
  • Predicting at which amino acid residues are involved in the interface of a protein–protein complex using ML
Tendance : 🔥🔥
  • Base graph representation of new molecules with a junction tree
  • Hypergraph representation of small molecules
  • Models that characterises molecules based on their representation as a list of atoms using AI
  • Predicting at which amino acid residues are involved in the interface of a protein–protein complex using ML
  • Novel Algorithm for Artificial Intelligence Assisted Drug Design
  • 3d structure prediction by AI
Tendance : 🔥🔥
  • Artificial Intelligent Model for Cancer Patients by Predicting Clinical-Quality Dose Distributions
  • Enhancing operational efficiencies in clinical trials using AI
  • Prediction of AI sensitivity using AI
  • Risk assessment by ML
  • Optical character recognition (OCR), natural language processing (NLP) and deep neural networks to analyze and format structured and unstructured data
  • Platform that uses machine learning to match patients as potential participants with clinical trials
Tendance : 🔥
  • Algorithm that could screen, extract, select, classify and score information from ancient texts
  • ML bioassay screenings of natural sources such as plants, marine invertebrates or microbes have traditionally guided the discovery of bioactive NPs
  • Multi-layer predictor enabling the discovery of lasso peptides in natural products
  • ML algorithms to extract information from metabolomic data and generate new biological insights in Automating natural product dereplication process

Medtech / Diagnostic

Tendance : 🔥🔥🔥
  • Software For Quality Assurance Process In Radiography Using Artificial Intelligence
  • Automated Tip Conditioning Ml-Based Software For Scanning Tunneling Spectroscopy
  • An Innovative Mri Software Solution That Correlates Lower Back Pain With The Causative Spinal Disc
  • Recognition Of Potentially Cancerous Lesions In Radiology Images Using Deep Learning
  • Oncology-Oriented Image Analysis Using Deep Learning
  • Ai Based Alert Mechanism System For Alerting Of Potential Inaccuracies In Medical Image Analysis
  • Medical Radiographic Image Chest Radiography Quality Improving And Controlling Method Based On Artificial Intelligence
  • Artificial Intelligence Querying For Radiology Reports In Medical Imaging
  • In-Workflow Artificial Intelligence (Ai)-Enabled Interruption Handling For Diagnostic Radiology
  • Artificial Intelligence Auxiliary Diagnosis Platform Based On Medical Images And Clinical Requirements
  • Machine Learning Method For The Denoising Of Ultrasound Scans Of Composite Slabs And Pipes
  • Quantitative Viscoelastic Response (Qvisr) Ultrasound To Diagnose, Treat, And Monitor Disease In Patients
  • Therapy System And Use Method For Artificial Intelligence High-Intensity Focused Ultrasound Based On Image Guidance
  • Apparatus For Correcting Position Of Ultrasound Scanner For Artificial Intelligence-Type Ultrasound Self-Diagnosis Using Augmented Reality Glasses, And Remote Medical Diagnosis Method Using Same
  • Deep Learning For Image-Based Diagnosis Of Covid-19
Tendance : 🔥🔥🔥
  • Diagnostic Test For Autism In Infancy
  • Machine Learning Software Platform For Diagnosing Otitis Media
  • A Medical Software Program For Diagnosis Of Hematopoietic Diseases Using Flow Cytometry Data
  • Software-Automated Medical Imaging Software For Standardizing The Diagnosis Of Sarcopenia
  • Machine Learning Program That Diagnoses Hypoadrenocorticism In Dogs Using Standard Blood Test Results
  • Machine Learning Based Diagnostic For Identifying Sepsis
  • Ai For Diagnosing Blood-Borne Bacterial Infections
  • Breast Ultrasonic Automatic Scanning And Artificial Intelligence (Ai) Diagnosis System
  • Method, Device, And Software Program For Diagnosing Cervical Cancer By Using Medical Image Analysis Based On Artificial Intelligence Technology
  • Diagnosis And Treatment Recommendations For Certain Cancers Based On Their Genetic Profiles
  • Novel Respiratory Monitoring With Ultrasound
Tendance : 🔥🔥
  • Artificial Intelligence Enabled Control Of Hemodynamics And Anesthesia In Surgery Patients
  • Surgical Robots To See, Create Precise And Minimally Invasive Incisions, Stitch Wounds
  • Perioperative Period Artificial Intelligence Management System
  • Postoperative Rehabilitation Guidance Method Based On Artificial Intelligence Technology, And Human-Computer Interaction Platform
  • Robotically-Assisted Surgical Procedure Feedback Techniques Based On Care Management Data
  • Artificial Intelligence Intra-Operative Surgical Guidance System And Method Of Use
Tendance : 🔥
  • Wearable Wireless Non-Invasive Blood Glucose Measurement System
  • Blood Glucose Detection Device Based On Big Data Artificial Intelligence System
  • Blood Sugar Level Measuring Method And Equipment Based On Artificial Intelligence
  • Predicting Food Macronutrients From Blood Biomarkers
  • Artificial Intelligence Hemostasis Rescue Device For Cardiology Department
  • Use Of Machine Learning To Determine Cardiac Murmurs In Children Through Electronic Stethoscopes
  • Human Body Blood Pressure And Pulse Multi-Pint Collecting And Massaging System Based On Artificial Intelligence
  • Prediction Models From Big Data To Warn Of High-Risk Conditions, Such As Sepsis And Heart Failure
  • Heart Failure Prediction And Notification Using Wearable Devices And Artificial Intelligence Neural Network
Tendance : 🔥🔥
  • Method And System Using Artificial Intelligence To Monitor User Characteristics During A Telemedicine Session
  • Telemedicine System Using Artificial Intelligence-Based Neurofeedback And Method For Operating Same
  • Telemedicine System And Method Of The Same Using Ai-Based Neurofeedback
  • Method And System For Remote Medical Service Using Artificial Intelligence
  • Server For Providing Ai-Based Remote Medical Service And Its Operation Method
  • Advanced Telemedicine System With Virtual Doctor
  • Method And System For Using Artificial Intelligence And Machine Learning To Provide Recommendations To A Healthcare Provider In Real-Time During A Telemedicine Session
Tendance : 🔥
  • Artificial Intelligence Orthopedic Rehabilitation Exercise Device
  • Artificial Intelligence Traumatic Orthopedics Cold Compress
  • Spinal Deformity Orthopedic Prediction Method And Device Based On Artificial Intelligence And Terminal
  • Scoliosis Orthosis Equipment Based On Artificial Intelligence And Control Method Thereof
  • 3D Bone Density And Bone Age Calculation Apparatus Using Artificial Intelligence-Based Rotation Manner
  • Cranio-Maxillo-Facial Surgery Robot Auxiliary System Adopting Artificial Intelligence Technology
Tendance : 🔥
  • Automated Seizure Detection With Machine Learning
  • An Electron Microscope Imaging Software System For Large-Scale Imaging Of Crystalline Materials
  • Intelligent Cerebral Stroke Language Rehabilitation Robot System Based On Artificial Intelligence And Internet Technology
  • A Method And System For Realizing Artificial Intelligence Medical System Based On Vr Model
  • Artificial Intelligence Physical Examination Equipment
  • Physical Examination Report Interpretation Method And Device Based On Artificial Intelligence, Equipment And Medium


Tendance : 🔥🔥
  • Prediction Of Properties Of A Chemical Mixture
  • Component Prediction Method Combining Machine Learning And Cvd Modeling
  • Gas Multisensor And Device For Analyzing A Multi-Component Gas Mixture
  • Fluid Identification Based On Automatic Pattern Recognition Of Stains
  • Algorithm For Determining Molecular Properties In Fluids
  • Artificial Intelligence-Based Retrosynthesis Prediction Method
Tendance : 🔥🔥🔥
  • Lithium Ion Battery Quality Estimation Method, Lithium Ion Battery Quality Estimation Device, And Computer Program
  • Method And System For Determining Concentration Of Electrolyte Components For Lithium-Ion Cells
  • Method And System For Online Assessing State Of Health Of A Battery
  • Machine Learning-Enabled Accelerated Discovery Of High Conductivity Ionic Liquids
  • Method And System For Key Predictors And Machine Learning For Configuring Battery Cell Performance
  • Battery Materials Artificial Intelligence Robotics-Driven Methods And Systems
  • Battery Life Predictions Using Machine Learning Models
  • Branched Polyarylether Ion Exchange Membrane And Preparation Method Thereof
  • Search For Solid Electrolyte Materials Using Machine Learning
  • Ion Gel And Ion Gel-Based Friction Nanogenerator
  • Ferroelectric-Regulated Two-End Conducting Polymer Artificial Synapse Device And Preparation Method And Application Thereof
Tendance : 🔥🔥🔥
  • Artificial Intelligence Of Defect Detection Of Polymer Products In Production Line
  • Method And System For Polypropylene And Polypropylene Article Production Modeling Using Artificial Intelligence Algorithms
  • Machine Learning Enabled Biological Polymer Assembly
  • Systems And Methods For Prediction Of Polymer Properties
  • Method And System For Separating Waste Polymers
  • Method For Determining A Polymer Sequence
  • Methods And Apparatus For Processing Polymers
  • Machine Learning Assisted Polymer Synthesis Inverse Analysis Method
  • Polymer Material Service Life Prediction Method Based On Environmental Big Data And Machine Learning
  • Method And Apparatus For The Rapid Discovery And Design Of Polymerizations
  • Method And Apparatus For Manufacturing Lignocellulosic Materials With Improved Properties
  • Intelligent Heat Absorb-Release Engineering Plastics
  • Sorting Of Plastics
  • Method For Predicting Long-Term Service Life Of Plastic Pressure Pipeline Based On Artificial Intelligence Big Data
Tendance : 🔥🔥🔥
  • Combination Of Chemical Synthesis And Automation
  • Artificial Neural Network Enhanced Synthesis And Retrosynthesis Prediction
  • Ai For Chemical Space Navigation And Synthesis
  • Method For Adopting Quantitative Structure-Activity Relation Model To Predict Reaction Rate Constant Of Chlorine Free Radical Of Organic Chemicals
  • Ml Strategies To Explore Chemical Reactivity
  • Molecular Activity Prediction
  • Models Of Chemical Reactivity To Inform Molecular Design
  • Reaction Impurity Prediction Using A Data Mining Approach
  • Analysis Method That Analyses Chemical Reactions From Starting Materials, Analysis Device, Analysis System, And Analysis Program
  • Method For The Closed-Loop Control Of A Chemical Process In An Industrial-Scale Chemical Installation
  • Raman Spectroscopy And Machine Learning For Quality Control
  • Artificial Intelligence Management System And Method For Chemical Storage Based On Big Data
Tendance : 🔥🔥🔥
  • Neural Network To Attach And Detach Electrons From Molecules
  • Ai For Molecular Design
  • De Novo Molecular Design In 3D Using Available Reagents, Reactions, And Docking In Deep Reinforcement Learning
  • Using Machine Learning For Molecular Dynamics Simulations
  • Data Driven Representations For Predicting Molecular Properties: Benchmarking And Applications In Generative Chemistry
  • Molecular Property Prediction Method And System
  • Systems And Methods For Determining Molecular Properties With Atomic-Orbital-Based Features
  • Methods For Molecular Property Modeling Using Virtual Data
Tendance : 🔥
  • Machine Learning Assisted Development In Additive Manufacturing
  • Methods And Apparatus For Mobile Additive Manufacturing
  • Distributed Ledger For Additive Manufacturing In Value Chain Networks
Tendance : 🔥
  • Quantum Computational Chemistry Algorithms
  • Quantum Optimal Control Inspired Ansatz For Variational Quantum Algorithms
  • Novel Quantum Chemical Molecule Performance Prediction Method And System
Tendance : 🔥
  • Chemical Currency (Blockchain)
  • Chemical Currency Within Platform Economy (E.G., B2B Payments Between Suppliers, Producers, Customers)
Tendance :
  • Hydrogen Chloride Combustion Flame Early Warning Monitoring System Based On Machine Vision
  • Method For Predicting The Formulation Of Structural Epoxy Adhesives Using Machine Learning

Cosmetics & Skin care

Tendance : 🔥🔥
  • Online skin diagnostics
  • Machine learning to analyze an individual's skin tone, facial structure and skin type
  • AI-based skin tracker sensor that can recommend the skin needs
  • Deriving a skin profile from an image
Tendance : 🔥🔥🔥
  • Augmented reality apps for virtual makeup try-on
  • Augmented reality & virtual mirrors
  • A.R. interactive beauty try-ons
  • Al-powered virtual try-on technology
Tendance : 🔥🔥
  • Machine learning algorithms for supply and demand prediction
  • Method for predicting cosmetics sales using AI based on weather and climate data
  • AI algorithms to analyze comments, reviews, and feedback posted by customers
  • NLP and computer vision to analyze feedback in questionnaires
  • AI to gather and process data (recent purchases, browsed product pages, skin concerns and skin type, used makeup types
  • AI mechanisms to analyze skincare database with the input from the consumer to create unique and customized products
Tendance : 🔥🔥🔥
  • AI based digital platforms for virtual retail
  • AI-powered beauty product search
  • Customized recommendations based upon similar products shoppers have viewed, liked or purchased
  • Algorithm analyzing questionnaires about the type of facial treatment and the result customers are looking for to provide a skincare routine
  • Voice assistant for product recommendation
  • Data-driven personalization for brands
  • Cloud-based AI solutions to create new, personalized customer experiences
  • Apparatus and method for recommending cosmetics by analyzing a face image acquired using a user's mobile device
  • The customized cosmetic manufacturing and vending machine to use artificial intelligence

Food & Beverage

Tendance : 🔥🔥🔥
  • Monitoring – quality parameters estimation (e.g. sugar or pH)
  • Device for detecting food adulteration
  • Non-Invasive Meat Quality Determination from Machine Learning
  • Machine-Learning Approach for Early Detection of Salmonella Contamination
  • Analysing Chronoprints To Identify Adulterated Samples in Food
  • Food safety risk model construction method based on machine learning
  • AI powered solution, where an implant camera is used to monitor the workers, and to examine whether food safety laws are followed, it detects any violations and convert them into images
  • Based on power of AI and ML, Electric Noses access the database of dangerous odors to indicate the infection or pollution
  • Ultrasonic measurements and ML techniques to detect the contaminate food materials in ductile and metal cylindrical pipes
Tendance : 🔥🔥
  • Control strategies to baking process, fermentation process, dairy products processing
  • ML based algorithm for formulation of logistics strategies
  • Demand forecasting, management of prices and warehouses using AI
  • Development of a simulation to aid prediction of shelf-life
  • AI-driven systems and robots to ensure timely and fresh arrival of food to customers
Tendance : 🔥🔥
  • Packaging machines powered by AI
  • AI and ML based automated sorting and grading
  • NN to control coffee grinders
  • ANN, SVM and CNN for classification of fruit on the basis of level of maturity
  • Blockchain for product security and anti-counterfeiting
  • Industrial IoT based retrofit to current form fill seal machines for mining real time data to improve seal quality of packs (e.g. Tetra pack model, smart manufacturing)
  • Artificial Intelligence-Based and Vision-Based Weight Measurement
Tendance : 🔥🔥🔥
  • Smartphone App Evaluates Nutritional Values of Food
  • ML Algorithm Predicting Food Macronutrients
  • Recognizing and classifying food images into their nutrient’s composition like
  • carbohydrates, fats and proteins and more
  • MLP for recognition of food and estimation of its calorie value
  • Analyzing food nutritional ingredients in image based on machine learning
Tendance : 🔥🔥
  • Reducing food waste by using a machine learning model
  • ML algorithms that uses the data of formerly sold and wasted food and helps in
  • prediction the demand in supermarkets to stock the precise required quantity of food
  • Methods for the anticipation and depreciation of food wastage
Tendance : 🔥🔥
  • AI to forecast visitors traffic, food orders and sufficient catalogue to fulfil the demand for a particular period or date
  • AI proposes to link the statistics from several food delivery services to give the customer a clue for a restaurant as per his/her taste and suitable to his location
  • AI agents alert the customers regarding any sales and occasion in their chosen restaurants
  • Technology to forecast labor demand, control on-call shifts, and give workers ability to exchange shifts with minimal manager intervention
  • Automatic buyer service and buyer segmentation using AI
  • Machine learning for a menu generation platform
  • Method for Recommending Food by using Machine Learning
  • Digital converting for mass customization
  • Intelligent settlement system comprising an intelligent menu planning platform
Tendance : 🔥
  • Realizing the taste and smell of food by applying machine learning for its reproduction
  • Texture evaluation ml system
  • Machine learning driven chemical compound replacement technology
Tendance : 🔥🔥
  • Method for Recommending Food by using Machine Learning
  • Recommending product, and package opportunities based on in-market consumer dynam
  • Predicting in-market responses to product, process and package changes
  • Analytical Flavor Systems (AFS), a ML and AI platform that model sensory intelligence to predict market trends, consumer preferences and product performance

Agriculture & Crop Science

Tendance : 🔥🔥
  • Using machine learning to learn the metadata from the farm soil
  • 3D plant mapping using machine learning approaches
  • Computational soil mapping
  • Application of ML techniques for prediction or identification of soil properties (estimation of soil temperature, soil drying, and moisture content)
  • High-throughput field phenotyping
Tendance : 🔥🔥🔥
  • Implementation of artificial intelligence in agriculture for optimisation of irrigation
  • Tracking crop behavior of both water and nutrients through profiling modeled using predicted parameters of soil moisture
  • Leak detection, smart irrigation solutions, evapotranspiration technology
  • IoT based solar energy system for smart irrigation
Tendance : 🔥
  • Machine learning based plant growth moderator
  • AI applications to greenhouse horticulture
  • Plant growth and development models
  • Growing fresh leafy greens, herbs without sunlight and soil. Providing controlled environment through data driven modelling
  • Greenhouse control farms growing fresh sustainable food through modern computer vision techniques
  • Machine leaning and image recognition techniques to automate the process of seed sorting and calculation
  • Post-harvest fruit grading according to their defect, health and ripeness parameters
  • Autonomous harvester system which can harvest any crop with peduncle rather than damaging to its flesh
  • Fertilizer modelling, application
  • Recommendation of fertilizer quantities
Tendance : 🔥🔥🔥
  • Implementation of artificial intelligence in agriculture for application of pesticides and herbicides
  • Monitoring and discrimination of plant diseases
  • Pest management using artificial intelligence (AI) technologies
  • Methods and systems for predicting biological species invasions
  • Automated disease detection in crops using drones and deep learning
  • Crop health monitoring using IoT and machine learning
  • SVM with ANN for disease detection and classification
  • Weed classification
Tendance : 🔥🔥🔥
  • Yield prediction and optimization
  • Precision farming with MTech Systems 
  • AI-driven environmental analytics for data-informed climate adaptation and resilience
  • Crop water demand prediction method based on machine learning
  • Smart seeding, precision harvest
  • Automation in harvesting
  • Forecasting harvest periods and guided sowing cycles using data-driven systems that leads to good yields
  • Climate condition monitoring and automate systems
  • Smart detection of crop yielding map using machine intelligence algorithms
  • Machine vision system to categorize date fruit images according their maturity stages which help in harvesting decision
  • Prediction apparatus and method for production of crop using machine learning
Tendance : 🔥🔥
  • Livestock monitoring
  • Precision animal management
  • Smart data versus big data for real-time monitoring of living organisms
  • Genomics, phenomics, machine and deep learning in breeding programs 
  • Precise animal care and onsite disease detection through machine vision and pattern analysis
  • Improving Broiler Performance & Welfare with Cumberland Scout Mobile AI Platform
  • Behavior recognition in cattle and goat
  • Precision Livestock Farming (PLF) system: automation of the complete process of monitoring, analyzing and decision making

Environment & GreenTech

Tendance : 🔥🔥🔥
  • Ecological Environment Research System Based on Big Data
  • Ecological environment quality assessment method and device, electronic equipment and storage medium
  • Ecological environment evaluation system and method thereof
  • Ecological safety pattern construction method based on ecological environment space big data
  • Ecological security pattern construction method based on machine learning
  • Ecological housekeeper management method and intelligent platform
  • Comprehensive evaluation method of ecological environment quality
  • Method for controlling greenhouse environment by using compound extreme learning machine neural network
  • Environmental big data analysis and decision-making platform based on machine learning
Tendance : 🔥🔥🔥
  • Method and device for estimating ecological underground water level in arid plain areas
  • Assessment method for ecological health of wetland buffer water
  • Lake chlorophyll a concentration inversion method based on Landsat-8 data and machine learning
  • Construction method of reservoir ecological power generation multi-target medium-and-long-term random scheduling model and optimal scheduling method
  • Water ecological information identification method and system based on deep learning
  • Marine environmental monitoring and ecological disaster early -warning system
  • Underwater ecological monitoring ship based on artificial intelligence identification
  • Water ecological monitoring and surface restoring robot and water ecological restoration and control method
  • Water environment big data monitoring system and method
  • Method for improving marine chlorophyll concentration forecast accuracy based on machine learning
  • Water quality prediction method and system for sewage treatment based on machine learning
  • Water level and foreign matter recognition integrated monitoring system and method based on machine learning
  • Apparatus and method for analyzing power plant water chemistry
Tendance : 🔥🔥🔥
  • Applying machine learning algorithms to climate change data and animal species frequency as a learning data
  • Method and apparatus for non-invasive real-time monitioring behavior patterns of ecological species for ecotoxicology risk assessment
  • Method for saving endangered birds
  • Artificial intelligent automatic feeding device for ecological fishpond
  • Forestry ecology environment human-computer interaction method based on natural language processing
  • Machine vision-based forestry ecological environment human-machine interaction method
  • Human-machine interaction method for forestry ecological environment based on multi-source information fusion
  • Simulated natural ecological vegetation construction method, system and equipment based on machine learning
Tendance : 🔥🔥
  • Method and System for Selecting Optimal Map of Soil Ecological Quality Based Upon Statistical Reliability Evaluation
  • Ecological detection system and method for restoring soil heavy metals by utilizing cultured earthworms
  • Energy ecological data management method and system based on joint learning
  • Intelligent garbage can independent decision-making system and method based on big data and machine learning
  • Garbage classification learning machine
  • Sewage treatment system based on artificial intelligence cloud database
Tendance : 🔥🔥
  • Regional ecological environment change prediction method based on online incremental learning
  • Surveying and mapping of an ecological protection red line of a region
  • Urban ecological safety early warning method based on PSR model
  • Coastal zone wetland ecological safety pattern optimization method and device based on machine learning
  • Method for evaluating ecological geological environment stability of urban constructed wetland park
  • Ecological environment determination system for landscape ecological engineering
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