Tailoring Classical Conditioning Behavior in TiO_(2) Nanowires:ZnO QDs-Based Optoelectronic Memristors for Neuromorphic Hardware

Neuromorphic hardware equipped with associative learn-ing capabilities presents fascinating applications in the next generation of artificial intelligence.However,research into synaptic devices exhibiting complex associative learning behaviors is still nascent.Here,an optoelec-tronic memristor based on Ag/TiO_(2) Nanowires:ZnO Quantum dots/FTO was proposed and constructed to emulate the biological associative learning behaviors.Effective implementation of synaptic behaviors,including long and short-term plasticity,and learning-forgetting-relearning behaviors,were achieved in the device through the application of light and electrical stimuli.Leveraging the optoelectronic co-modulated characteristics,a simulation of neuromorphic computing was conducted,resulting in a handwriting digit recognition accuracy of 88.9%.Furthermore,a 3×7 memristor array was constructed,confirming its application in artificial visual memory.Most importantly,complex biological associative learning behaviors were emulated by mapping the light and electrical stimuli into conditioned and unconditioned stimuli,respectively.After training through associative pairs,reflexes could be triggered solely using light stimuli.Comprehen-sively,under specific optoelectronic signal applications,the four features of classical conditioning,namely acquisition,extinction,recovery,and generalization,were elegantly emulated.This work provides an optoelectronic memristor with associative behavior capabilities,offering a pathway for advancing brain-machine interfaces,autonomous robots,and machine self-learning in the future.

Role of classical conditioning in learning gastrointestinal symptoms

Nausea and/or vomiting are aversive gastrointestinal （GI） symptoms. Nausea and vomiting manifest unconditionally alter a nauseogenic experience. However, there is correlative, quasiexperimental and experimental evidence that nausea and vomiting can also be learned via classical （Pavlovian） conditioning and might occur in anticipation of the nauseogenic event. Classical conditioning of nausea can develop with chemotherapy in cancer patients. Initially, nausea and vomiting occur during and alter the administration of cytotoxic drugs （post-treatment nausea and vomiting） as unconditioned responses （UR）. In addition, 20%-30% of cancer patients receiving chemotherapy report these side effects, despite antiemetic medication, when being re-exposed to the stimuli that usually signal the chemotherapy session and its drug infusion. These symptoms are called anticipatory nausea （AN） and/or anticipatory vomiting （ANV） and are explained by classical conditioning. Moreover, there is recent evidence for the assumption that post- chemotherapy nausea is at least partly influenced by learning. Alter summarizing the relevant assumptions of the conditioning model, revealing that a context can become a conditioned stimulus （CS）, the present paper summarizes data that nausea and/or vomiting is acquired by classical conditioning and, consequently, may be alleviated by conditioning techniques. Our own research has focussed on two aspects and is emphasized here. First, a conditioned nausea model was established in healthy humans using body rotation as the nausea- inducing treatment. The validity of this motion-sickness model to examine conditioning mechanisms in the acquisition and alleviation of conditioned nausea and associated endocrine and immunological responses is summarized. Results from the rotation-induced motion sickness model showed that gender is an important moderator variable to be considered in further studies. This paper concludes with a review of the application of the demonstrated conditioning principles as interventions to ameliorate distressing AN/ANV in cancer patients undergoing chemotherapy, which is the second focus of our work.

Synaptic plasticity and classical conditioning mimicked in single indium-tungsten-oxide based neuromorphic transistor

Emulation of synaptic function by ionic/electronic hybrid device is crucial for brain-like computing and neuromorphic systems.Electric-double-layer(EDL)transistors with proton conducting electrolytes as the gate dielectrics provide a prospective approach for such application.Here,artificial synapses based on indium-tungsten-oxide(IWO)-based EDL transistors are proposed,and some important synaptic functions(excitatory post-synaptic current,paired-pulse facilitation,filtering)are emulated.Two types of spike-timing-dependent plasticity(Hebbian STDP and anti-Hebbian STDP)learning rules and multistore memory(sensory memory,short-term memory,and long-term memory)are also mimicked.At last,classical conditioning is successfully demonstrated.Our results indicate that IWO-based neuromorphic transistors are interesting for neuromorphic applications.

Associative learning in plants:light quality history may matter

The possibility of associative learning in plants is a topic of ongoing controversy.In one published study,growing pea plants were reported to associate two stimuli(airflow and light)and thereafter use one(airflow)as an indicator for the other(light),similar to dogs in Pavlov’s famous experiments.However,this observation could not be independently repeated.Here we examine a possible reason for the failure of a published reproduction attempt,which used substantially different light quality during plant cultivation prior to experimental treatments than in the original study.This could have resulted in dramatically different growth characteristics.While the relevance of the original report of plant associative learning remains questionable,greater attention should be paid to good documenting and standardizing the light conditions,in particular spectral quality,not only in studies of plant learning and memory,but also in other areas of experimental plant biology.

COMMENTS ON ACUPUNCTURE TREATMENT OF DISEASES ACCORDING TO SEASONAL CONDITIONS IN 《THE INTERNAL CLASSIC》

In the present paper, the author gives some comments on acupuncture treatment of diseases from 1) selecting acupoints based on seasonal conditions; 2) performing reinforcing or reducing needling manipulations in accordance with the waxing and wanning of the moon; 3) conducting acupuncture treatment in accordance with the time and the state of disease; and 4) performing acupuncture treatment based on the prosperity or decline of the meridian-qi, which are described in medical book The Yellow Emperor's Internal Classic

Conceptual Method of Temperature Sensation in Bionic Hand by Extraordinary Perceptual Phenomenon

Lack of temperature sensation of myoelectric prosthetic hand limits the daily activities of amputees.To this end,a noninvasive temperature sensation method is proposed to train amputees to sense temperature with psychophysical sensory substitution.In this study,22 healthy participants took part besides 5 amputee participants.The duration time of the study was 31 days with five test steps according to the Leitner technique.An adjustable temperature mug and a Peltier were used to change the temperature of the water/phantom digits to induce temperature to participants.Also,to isolate the surroundings and show colors,a Virtual Reality(VR)glass was employed.The statistical results conducted are based on the response of participants with questionnaire method.Using Chi-square tests,it is concluded that participants answer the experiment significantly correctly using the Leitner technique(P value<0.05).Also,by applying the“Repeated Measures ANOVA”,it is noticed that the time of numbness felt by participants had significant(P value<0.001)difference.Participants could remember lowest and highest temperatures significantly better than other temperatures(P value<0.001);furthermore,the well-trained amputee participant practically using the prosthesis with 72.58%could identify object’s temperature with only once time experimenting the color temperature.